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From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6956981781/sizes/l/

Data set: www.nodexlgraphgallery.org/Pages/Graph.aspx?graphID=452

 

These are the connections among the Twitter users who recently tweeted the word pawcon when queried on March 5, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 2/27/2012 16:00 and ends on 3/5/2012 16:54 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. The Harel-Koren layout algorithm positioned each vertex: en.wikipedia.org/wiki/Force-based_algorithms_(graph_drawing).

 

Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color. Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6956981781/sizes/l/

 

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

 

Top most between users:

@pawcon

@sasanalytics

@kristinevick

@informs

@decisionmgt

@prospricing

@foresee

@zementis

@antionen

@teradata

 

V1, V2, WEIGHT

next, week, 25

social, data, 16

emergency, response, 16

san, francisco, 16

attending, #pawcon, 13

#pawcon, next, 11

francisco, next, 8

#pawcon, san, 8

predictive, #analytics, 6

@emetrics, keynote, 6

#sas, storyboards, 5

@pawcon, next, 5

inspire, collaboration, 5

business, value, 5

#analytics, story, 5

#pawcon, #demandcon, 5

#demandcon, #emetrics, 5

#emetrics, #convcon, 5

book, giveaways, 4

follow, @sasanalytics, 4

 

Graph Metric, Value

Graph Type, Directed

Vertices, 49

Unique Edges, 210

Edges With Duplicates, 84

Total Edges, 294

Self-Loops, 39

Connected Components, 3

Single-Vertex Connected Components, 1

Maximum Vertices in a Connected Component, 46

Maximum Edges in a Connected Component, 288

Maximum Geodesic Distance (Diameter), 5

Average Geodesic Distance, 2.150872

Graph Density, 0.093537415

Modularity, 0.305541

NodeXL Version, 1.0.1.201

 

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

Data set: www.nodexlgraphgallery.org/Pages/Graph.aspx?graphID=452

 

These are the most between Twitter users who recently tweeted the word pawcon when queried on March 5, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 2/27/2012 16:00 and ends on 3/5/2012 16:54 UTC.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6956981781/sizes/l/

 

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

 

Top most between users:

@pawcon

@sasanalytics

@kristinevick

@informs

@decisionmgt

@prospricing

@foresee

@zementis

@antionen

@teradata

 

V1, V2, WEIGHT

next, week, 25

social, data, 16

emergency, response, 16

san, francisco, 16

attending, #pawcon, 13

#pawcon, next, 11

francisco, next, 8

#pawcon, san, 8

predictive, #analytics, 6

@emetrics, keynote, 6

#sas, storyboards, 5

@pawcon, next, 5

inspire, collaboration, 5

business, value, 5

#analytics, story, 5

#pawcon, #demandcon, 5

#demandcon, #emetrics, 5

#emetrics, #convcon, 5

book, giveaways, 4

follow, @sasanalytics, 4

 

Graph Metric, Value

Graph Type, Directed

Vertices, 49

Unique Edges, 210

Edges With Duplicates, 84

Total Edges, 294

Self-Loops, 39

Connected Components, 3

Single-Vertex Connected Components, 1

Maximum Vertices in a Connected Component, 46

Maximum Edges in a Connected Component, 288

Maximum Geodesic Distance (Diameter), 5

Average Geodesic Distance, 2.150872

Graph Density, 0.093537415

Modularity, 0.305541

NodeXL Version, 1.0.1.201

 

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.

Carlos Hidalgo - CEO, The Annuitas Group and co founder of teh Marketing Automation Institute host's a Demandcon workshop on Lead Management. Cathy Danahy of SAFC in Lenexa, KS

Carlos Hidalgo - CEO, The Annuitas Group

Carlos Hidalgo - CEO, The Annuitas Group fields Demandcon workshop questions

DemandCon is the world’s first conference dedicated to managing the complete sales & marketing funnel, top to bottom. www.demandcon.com

Mitch Ahiers - Director of Communications, Infineon Technologies

 

Monali Narayanaswami - Aquisition Marketing, Box

 

Andrew Gaffney - Editor/Publisher, Demand Gen Report

 

Ruth P Stevens - President - eMarketing Strategies

Mitch Ahiers - Director of Communications, Infineon Technologies

 

Monali Narayanaswami - Aquisition Marketing, Box

 

Andrew Gaffney - Editor/Publisher, Demand Gen Report

 

Ruth P Stevens - President - eMarketing Strategies

Mitch Ahiers - Director of Communications, Infineon Technologies

 

Monali Narayanaswami - Aquisition Marketing, Box

 

Andrew Gaffney - Editor/Publisher, Demand Gen Report

 

Ruth P Stevens - President - eMarketing Strategies

Ardath Albee - CEO & B2B Marketing Strategist, Marketing Interactions

 

Sarah Reynolds - Marketing Manager, Digital Content, Dun & Bradstreet

Sarah Reynolds - Marketing Manager, Digital Content, Dun & Bradstreet

Ardath Albee - CEO & B2B Marketing Strategist, Marketing Interactions

 

Sarah Reynolds - Marketing Manager, Digital Content, Dun & Bradstreet

Sarah Reynolds - Marketing Manager, Digital Content, Dun & Bradstreet

Sanjay Dholakia, CEO Crowd Factory talks about social crm

Heather Rubesch - Managing Partner, Idea 2 Paper Savvy B2B Marketing and Content Director at DemandCon

 

Erin Lawless - DemandCon

The folks at Reachforce where at DemandCon. Another data company you should check out

Tony Jaros SVP of Market Research at Sirius Decisions

Matt Heinz - President, Heinz Marketing

 

Steve Gershik - DemandCon Founder

 

Cliff Pollan - CEO, VisibleGains

Sanjay Dholakia, CEO Crowd Factory discusses best practices in social crm

Sanjay Dholakia, CEO Crowd Factory showcases capabilities of today's social crm solutions

Heather Rubesch fields questions at opening keynote with Tony Jaros of Sirius Decisions

Scott Sheppard - Director of Marketing Operations, ADT

 

Ryan Abreo - Co-Founder & VP, Strategy, Couch-Associates

Tony Jaros SVP of Market Research at Sirius Decisions Kicks off Demandcon with opening keynote

Carter Perez - EVP Sales & Marketing, HA Advantage Inc.

 

Atri Chatterjee - CMO, Act-On Software

Maribeth Ross - VP of Marketing, NetProspex

Tamara Graves- Senior Director, Demand Generation

The NetProspex Team

Maribeth Ross - VP of Marketing

Tamara Graves- Senior Director, Demand Generation

Katie Martell - Director of Buzz

Ted Sapountzis - SAP

 

Satya Krishnaswamy - Next Principles

 

Kris Kovac - LightThread, LLC

 

Heather Rubesch - Savvy B2B

Scott Sheppard - Director of Marketing Operations, ADT

 

Ryan Abreo - Co-Founder & VP, Strategy, Couch-Associates

Ted Sapountzis - SAP

 

Satya Krishnaswamy - Next Principles

 

Kris Kovac - LightThread, LLC

 

Heather Rubesch - Savvy B2B

Tony Jaros SVP of Market Research at Sirius Decisions speaks to a pack room at Demandcon San Francisco March 5th

The DNB/Hoovers team. Great folks with fantastic data capabilities

Ted Sapountzis - SAP

 

Satya Krishnaswamy - Next Principles

 

Kris Kovac - LightThread, LLC

 

Heather Rubesch - Savvy B2B

DemandCon keynotes were packed we need more room next time

Scott Sheppard - Director of Marketing Operations, ADT

 

Ryan Abreo - Co-Founder & VP, Strategy, Couch-Associates

Susan Etlinger - Industry Analyst, Altimeter Group Second day keynote at Demandcon

Larry Stein - Senior Marketing Director, Worldwide Demand Generation Dell KACE

Exhibitors had two days of traffic at Demandcon and the Data Driven Business Week in San Francisco March 5&6th

Trip Kucera, Sr. Research Analyst, Marketing Effectiveness & Strategy, Aberdeen Group presents the closing keynote at DemandCon

Carter Perez - EVP Sales & Marketing, HA Advantage Inc.

 

Atri Chatterjee - CMO, Act-On Software

Dave Lewis - Founder & CEO, Americas, DemandGen International, Inc getting ready to introduce Larry Stein of Dell KACE

Larry Stein - Senior Marketing Director, Worldwide Demand Generation Dell KACE

Larry Stein - Senior Marketing Director, Worldwide Demand Generation Dell KACE

Trip Kucera, Sr. Research Analyst, Marketing Effectiveness & Strategy, Aberdeen Group (Boston, MA)

Larry Stein - Senior Marketing Director, Worldwide Demand Generation Dell KACE

Carter Perez - EVP Sales & Marketing, HA Advantage Inc.

 

Atri Chatterjee - CMO, Act-On Software

Chris Kovac - Partner at LightThread, LLC & Shawn Elledge - CEO DemandCon Founder horsing around at Demandcon

Carter Perez - EVP Sales & Marketing, HA Advantage Inc.

 

Atri Chatterjee - CMO, Act-On Software

Michael Bernoff, Founder and President, Human Communications Institute Demandcon presentation

New comer Pavilions at Demandcon and the Data Driven Business Week in San Francisco

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