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June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

From: www.connectedaction.net

 

Twitter users who mentioned virgin america on June 18, 2010 scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word OIISDP when queried on July 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here:

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

  

The local networks of each of the users is shown alongside the complete network graph.

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words Thermarium OR SpaEquip OR Sodashi OR SpaFinder OR SpaSoft when queried on May 10, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here:

www.flickr.com/photos/marc_smith/5707998536/sizes/o/in/ph...

 

Top most between users:

@ivillage

@momtourage

@1blessedmommi

@marriotthawaii

@sanjspatel

@sunrae17

@spafinderemea

@nea1968

@jayhawknj

@pendaflextweets

 

Graph Metric: Value

Graph Type: Directed

Vertices: 199

Unique Edges: 489

Edges With Duplicates: 116

Total Edges: 605

Self-Loops: 0

Connected Components: 59

Single-Vertex Connected Components: 52

Maximum Vertices in a Connected Component: 126

Maximum Edges in a Connected Component: 578

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 3.78419

Graph Density: 0.013730267

NodeXL Version: 1.0.1.167

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6526852557/sizes/l/in/ph...

 

These are the top most between Twitter users who recently tweeted the word jowyang when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/6/2011 15:30 and ends on 12/14/2011 14:34 UTC.

 

Layout created with the "Group Layout" feature of NodeXL which tiles bounded regions for each cluster. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6526852557/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@briansolis

@charleneli

@loic

@armano

@britopian

@jaybaer

@chrisheuer

@jbernoff

@thebrandbuilder

@shivsingh

 

Graph Metric: Value

Graph Type: Directed

Vertices: 919

Unique Edges: 7035

Edges With Duplicates: 655

Total Edges: 7690

Self-Loops: 44

Connected Components: 55

Single-Vertex Connected Components: 54

Maximum Vertices in a Connected Component: 865

Maximum Edges in a Connected Component: 7686

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.751976

Graph Density: 0.008649403

Modularity: 0.264706

NodeXL Version: 1.0.1.196

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:

www.nodexlgraphgallery.org/Pages/Default.aspx

 

A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Combined list and graphical view of highly between Twitter users who mentioned #e2 or #e2conf on June 13, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words chi2011 when queried on May 10, 2011, sorted by betweenness centrality (see: en.wikipedia.org/wiki/Centrality).

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5707612282/sizes/o/in/ph...

 

Top most between users:

@chi2011

@google

@msftresearch

@edchi

@techsoc

@jeffbigham

@yardi

@ishii_mit

@landay

@msftnews

 

Graph Type: Directed

Vertices: 660

Unique Edges: 3964

Edges With Duplicates: 538

Total Edges: 4502

Self-Loops: 0

Connected Components: 49

Single-Vertex Connected Components: 45

Maximum Vertices in a Connected Component: 609

Maximum Edges in a Connected Component: 4496

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.900799

Graph Density: 0.009700189

NodeXL Version: 1.0.1.167

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word #lint when queried on May 22, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5747564643/sizes/o/in/ph...

 

Top most between users:

@edyson

@abioladuffie012

@jungasblighton0

@lowamalenchini0

@teresangeladegr

@watsoncrostic04

@macaelasuby1108

@lintconf

@collisapsley122

@acostathornburg

 

Graph Metric: Value

Graph Type: Directed

Vertices: 114

Unique Edges: 283

Edges With Duplicates: 37

Total Edges: 320

Self-Loops: 0

Connected Components: 19

Single-Vertex Connected Components: 14

Maximum Vertices in a Connected Component: 60

Maximum Edges in a Connected Component: 214

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.269295

Graph Density: 0.023288309

NodeXL Version: 1.0.1.169

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words kinect AND SDK

when queried on April 27, 2011, sorted by betweenness centrality.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the network map is here:

 

A detailed list of top most between users is here:

 

Top most between users:

@msftnews

@dr_dobbs

@abridgwater

@dinowilliam

@melcarson

@everythingms

@sandraleduc

@fosswiki

@akipman

@larsros

 

Graph Metric: Value

Graph Type: Directed

Vertices: 69

Unique Edges: 52

Edges With Duplicates: 32

Total Edges: 84

Self-Loops: 0

Connected Components: 32

Single-Vertex Connected Components: 28

Maximum Vertices in a Connected Component: 30

Maximum Edges in a Connected Component: 68

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.218916

Graph Density: 0.014492754

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned #Sunbelt OR INSNA when queried on February 14, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag #fringe when queried on April 11, 2011, sorted by betweenness centrality.

 

A network map of this data is here: www.flickr.com/photos/marc_smith/5612626850/sizes/o/

 

Top most between users:

@fringeonfox, @fringeobservers, @joelmchale, @spoilertv, @mattmitovich, @fringetv, @ewdocjensen, @fringeonset, @cortexifans, @annatorvdotcom

 

Graph Metric: Value

Graph Type: Directed

Vertices: 862

Unique Edges: 3538

Edges With Duplicates: 671

Total Edges: 4209

Self-Loops: 0

Connected Components: 270

Single-Vertex Connected Components: 249

Maximum Vertices in a Connected Component: 563

Maximum Edges in a Connected Component: 4124

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.609037

Graph Density: 0.005146986

NodeXL Version: 1.0.1.165

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the hashtag #mix11 when queried on April 12, 2011, scaled by numbers of followers (with outliers thresholded).

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A network visualization of this data is here: www.flickr.com/photos/marc_smith/5613896815/sizes/o/

 

Top most between users: @scottgu, @mixevent, @ie, @shanselman, @maryjofoley, @windows, @windowsazure, @migueldeicaza, @everythingms, @pashimo

 

Graph Metric: Value

Graph Type: Directed

Vertices: 898

Unique Edges: 9497

Edges With Duplicates: 482

Total Edges: 9979

Self-Loops: 0

Connected Components: 52

Single-Vertex Connected Components: 48

Maximum Vertices in a Connected Component: 844

Maximum Edges in a Connected Component: 9974

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.524598

Graph Density: 0.012073157

NodeXL Version: 1.0.1.165

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Twitter users who mentioned "oil spill" on May 4, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Twitter users who mentioned NSF on May 28, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among Twitter users who mentioned ICWSM on May 24, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

We need to help students develop 21st Century skills. These learners are collaborating on a data collection task.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6203429990

 

Top most between Twitter users who recently tweeted the word cleantech OR greentech when queried on September 29, 2011, sorted by betweenness centrality.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6203429990/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@ecointeractive

@chevron

@hotairblog

@greentechmedia

@edmorrissey

@rnc

@kosmosnet

@cleantechgroup

@greennewsdaily

@jimharris

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 5302

Edges With Duplicates: 878

Total Edges: 6180

Self-Loops: 935

Connected Components: 218

Single-Vertex Connected Components: 197

Maximum Vertices in a Connected Component: 751

Maximum Edges in a Connected Component: 5842

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.560564

Graph Density: 0.004970971

NodeXL Version: 1.0.1.177

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word asae when queried on August 11, 2011, sorted by betweenness centrality.

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@maddiegrant

@dalhenamona

@asae11

@asaecenter

@explorestlouis

@chatterbachs

@jkhewett

@mandydc

@macmeetings

@kikilitalien

 

Graph Metric: Value

Graph Type: Directed

Vertices: 767

Unique Edges: 11197

Edges With Duplicates: 1413

Total Edges: 12610

Self-Loops: 948

Connected Components: 127

Single-Vertex Connected Components: 117

Maximum Vertices in a Connected Component: 621

Maximum Edges in a Connected Component: 12359

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.888793

Graph Density: 0.019022266

NodeXL Version: 1.0.1.174

  

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Connections among some Twitter users who recently mentioned microsoftresearch when queried on July 12, 2010 scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word starwood when queried on May 7, 2011, sorted bybetweenness centrality.

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5701800285/sizes/o/

 

Top most between users:

@engadget

@starwoodbuzz

@ezyhelper

@vegasbill

@dubaiinformer

@starwoodcanpr

@barbdelollis

@findingnemo0303

@seoforhotels

@deannanew

 

Graph Metric: Value

Graph Type: Directed

Vertices: 949

Unique Edges: 976

Edges With Duplicates: 175

Total Edges: 1151

Self-Loops: 0

Connected Components: 420

Single-Vertex Connected Components: 400

Maximum Vertices in a Connected Component: 502

Maximum Edges in a Connected Component: 1095

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 4.429067

Graph Density: 0.001180456

 

NodeXL Version1.0.1.167

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

; )

 

And they went like hot cakes too!

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag charity when queried on April 11, 2011, sorted by betweenness centrality.

 

Data spans 42 hours and 22 minutes from 4/9/2011 at 23:29 through 4/11/2011 at 17:51.

 

A network map visualization of this data is here: www.flickr.com/photos/marc_smith/5612380326/sizes/o/

 

Top most between users:

@paul_steele, @charityideas, @anntran_, @noamkos, @music4awareness, @pixelproject, @2morrowknight, @rachelbeer, @charitynav, @af__sy

 

Graph Metric: Value

Graph Type: Directed

Vertices: 784

Unique Edges: 1246

Edges With Duplicates: 449

Total Edges: 1695

Self-Loops: 0

Connected Components: 266

Single-Vertex Connected Components: 241

Maximum Vertices in a Connected Component: 480

Maximum Edges in a Connected Component: 1585

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 4.555033

Graph Density: 0.002375088

NodeXL Version: 1.0.1.165

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned sciam when queried on February 2, 2011 scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

AspireAnalyticSolutions into Python course teaches you how to use python programming for data science with interactive video tutorials. We'll learn how to read data from files into data structures in our program. To learn more about please visit at: www.aspireanalyticsolutions.com/info-products

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Top between Twitter users who mentioned "ostp" on May 5, 2010.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

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