TCOT photos on Flickr

Link: www.flickr.com/photos/marc_smith/6903608625/sizes/l/

Data set: nodexlgraphgallery.org/Pages/Graph.aspx?graphID=415

These are the connections among the Twitter users who recently tweeted the word obama AND SOTU when queried on January 25, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 1/25/2012 13:41 and ends on 1/25/2012 14:07 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/6903608625/sizes/l/

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

Top most between users:

@time

@ronpaul

@dougbenson

@borowitzreport

@theatlantic

@thinkprogress

@cbsnews

@yahoonews

@markknoller

@foxnation

Top word pairs by frequency of mention

last, night, 117

president, obama, 108

union, address, 63

union, speech, 53

ron, paul, 51

paul, responds, 48

#sotu, #gop, 45

#tcot, #ronpaul, 45

#sotu, speech, 39

obama, made, 36

second, term, 34

#sotu, address, 34

great, speaker, 31

obama, plagiarized, 30

million, people, 28

unemployed, #sotu, 28

#sotu, #jobs, 28

full, text, 26

barack, obama, 25

Graph Metric, Value

Graph Type, Directed

Vertices, 1000

Unique Edges, 2653

Edges With Duplicates, 690

Total Edges, 3343

Self-Loops, 718

Connected Components, 264

Single-Vertex Connected Components, 256

Maximum Vertices in a Connected Component, 728

Maximum Edges in a Connected Component, 3038

Maximum Geodesic Distance (Diameter), 8

Average Geodesic Distance, 3.285081

Graph Density, 0.002319319

Modularity, 0.440592

NodeXL Version, 1.0.1.199

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

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.

www.amazon.com/gp/product/0123822297?ie=utf8&tag=conn...

Honored to have hosted VP Dick Cheney at our weekly Whip Meeting. #tcot by Majority Whip Steve Scalise

20120314-NodeXL-Twitter-Pinkslime-network large with group labels by Marc Smith

The graph represents a network of 1000 Twitter users whose tweets contained "pinkslime". The network was obtained on Thursday, 15 March 2012 at 01:06:03 UTC. There is an edge for each follows relationship. There is an edge for each "replies-to" relationship in a tweet. There is an edge for each "mentions" relationship in a tweet. There is a self-loop edge for each tweet that is not a "replies-to" or "mentions". The earliest tweet in the network was tweeted on Monday, 12 March 2012 at 02:49 UTC. The latest tweet in the network was tweeted on Thursday, 15 March 2012 at 01:04 UTC.

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.

The edge colors are based on relationship values. The vertex sizes are based on followers values.

Overall Graph Metrics:

Vertices: 1000

Unique Edges: 3709

Edges With Duplicates: 1233

Total Edges: 4942

Self-Loops: 600

Connected Components: 198

Single-Vertex Connected Components: 181

Maximum Vertices in a Connected Component: 783

Maximum Edges in a Connected Component: 4652

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.123683

Graph Density: 0.0037977977977978

Modularity: 0.395704

Top 10 Vertices, Ranked by Betweenness Centrality:

change

thelunchtray

michaelpollan

nyshepa

cocoxochitl

appetite4profit

meatami

supergluemom

eatsustainable

chelliepingree

Top 10 URLs in Tweets:

Top 10 Hashtags in Tweets:

#pinkslime

#PinkSlime

#pinkslimeisamyth

#foodrevolution

#beef

#food

#foodsafety

#mepolitics

#agchat

#meat

Top 10 Replies-To in Tweets:

thelunchtray

jamieoliver

usda

whyyourwrong

foodrev

abc

wpxi

malloryblondin

chelliepingree

farmerhaley

Top 10 Mentions in Tweets:

thelunchtray

change

jamieoliver

nyshepa

usda

chelliepingree

supergluemom

senatormenendez

abc

nutritionschool

Top 10 URLs in Tweets, in the "G1" Group:

Top 10 Hashtags in Tweets, in the "G1" Group:

#pinkslime

#PinkSlime

#pinkslimeisamyth

#food

#schoollunch

#reclaimfood

#foodrevolution

#USDA

#Food

#mepolitics

Top 10 Replies-To in Tweets, in the "G1" Group:

thelunchtray

chelliepingree

subculturestuff

musicbrainbooks

usda

foodrev

nyfarmer

jamieoliver

bittman

edndeb4858

Top 10 Mentions in Tweets, in the "G1" Group:

change

jamieoliver

thelunchtray

nyshepa

usda

senatormenendez

eatsustainable

ediblearia

foodrev

bayonnebernie

Top 10 URLs in Tweets, in the "G3" Group:

Top 10 Hashtags in Tweets, in the "G3" Group:

#pinkslime

#pinkslimeisamyth

#beef

#food

#agchat

#PinkSlime

#meat

#foodchat

#foodsafety

#ag

Top 10 Replies-To in Tweets, in the "G3" Group:

thelunchtray

farmerhaley

fatboythinman

usda

jketzenberger

37cortez

sexcpotatoes

localnews8

joanhamburgshow

jenlynndewey

Top 10 Mentions in Tweets, in the "G3" Group:

brandibuzzard

thelunchtray

fftgroup

meatami

ar_ranchhand

real_beefman

jefffowle

queenofwien

jamieoliver

hellawellaeats

Top 10 URLs in Tweets, in the "G2" Group:

Top 10 Hashtags in Tweets, in the "G2" Group:

#pinkslime

#foodrevolution

#pinkslimeisamyth

#beef

#PinkSlime

#US

#FDA

#realfood

#txbeef

#Lunch

Top 10 Replies-To in Tweets, in the "G2" Group:

whyyourwrong

thelunchtray

jamieoliver

bluebeard74

michelleobama

andersoncooper

fareedzakaria

yahoonews

johnkingcnn

bwilliams

Top 10 Mentions in Tweets, in the "G2" Group:

thelunchtray

jamieoliver

nyshepa

milehimama

usda

change

dparvaz

healthyschools

eatdinner

meatami

Top 10 URLs in Tweets, in the "G4" Group:

Top 10 Hashtags in Tweets, in the "G4" Group:

#pinkslime

#foodsafety

#PinkSlime

#foodrevolution

#beef

#mepolitics

#grassfed

#profood

#FDA

#HelpME

Top 10 Replies-To in Tweets, in the "G4" Group:

thelunchtray

grahamelliot

consumerbell

foodrev

Top 10 Mentions in Tweets, in the "G4" Group:

supergluemom

thelunchtray

abc

mom

jamieoliver

roccodispirito

nyshepa

change

chelliepingree

nyculla

Top 10 URLs in Tweets, in the "G5" Group:

Top 10 Hashtags in Tweets, in the "G5" Group:

#pinkslime

#mepolitics

#pinkslimeisamyth

#PinkSlime

#momsrising

#bacon

#schoollunch

#DCDesk

#PINKSLIME

#AmericanMeatInstitute

Top 10 Replies-To in Tweets, in the "G5" Group:

ksfarmbureau

drrichardbesser

Top 10 Mentions in Tweets, in the "G5" Group:

chelliepingree

nutritionschool

thelunchtray

nyshepa

usda

momsrising

eatsustainable

change

fostersdailydem

huffingtonpost

Top 10 URLs in Tweets, in the "G14" Group:

Top 10 Hashtags in Tweets, in the "G14" Group:

#pinkslime

#tcot

#p1

#p2

#p21

#cspj

#tlot

#PinkSlime

#USDA

#wethepeople

Top 10 Replies-To in Tweets, in the "G14" Group:

dannyson1

Top 10 Mentions in Tweets, in the "G14" Group:

meechelleo

soflaninja

jamieoliver

thelunchtray

addthis

johnphillips26

Top 10 URLs in Tweets, in the "G8" Group:

t.co/Jx0QZ19r

t.co/UKL7YwEM

t.co/wfpJ4HFZ

Top 10 Hashtags in Tweets, in the "G8" Group:

#pinkslime

#FDA

#PinkSlime

#BeefProducts

Top 10 Replies-To in Tweets, in the "G8" Group:

madonnamonster

Top 10 Mentions in Tweets, in the "G8" Group:

amanda__rock

madonnamonster

cosmicpenguin

Top 10 URLs in Tweets, in the "G12" Group:

Top 10 Hashtags in Tweets, in the "G12" Group:

#PinkSlime

#pinkslime

Top 10 Mentions in Tweets, in the "G12" Group:

somervillecity

local1st

jjreardon1

yoursomerville

beaconstinfo

daveconrey

Top 10 URLs in Tweets, in the "G9" Group:

Top 10 Hashtags in Tweets, in the "G9" Group:

#parent

#teacher

#pinkslime

Top 10 Mentions in Tweets, in the "G9" Group:

yumm

Top 10 URLs in Tweets, in the "G26" Group:

t.co/1SwonQU3

t.co/vBs8WvdN

Top 10 Hashtags in Tweets, in the "G26" Group:

#PinkSlime

#Ammonia

#Meat

#reclaimfood

Top 10 Mentions in Tweets, in the "G26" Group:

mostrolenk

gardening_angel

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.

DSC00314 by Steven Horn

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#Casual #Print #Swing #Dress $10.88 75% #OFF 👉 t.co/qWimYmQ3Go #etsymntt #tcot #teamcap #win #ff #retweet pic.twitter.com/mI3WKi6Rw3

— progress (@1bestcellphone) April 2, 2016

20120115-NodeXL-Twitter- Romney network graph by Marc Smith

Link: www.flickr.com/photos/marc_smith/6706322829/sizes/l/

These are the connections among the Twitter users who recently tweeted the word romney when queried on January 15, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 1/15/2012 21:36 and ends on 1/15/2012 22:30 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/6706322829/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:

@nationaljournal

@progbuzz

@norsu2

@arlenwilliams

@foxnewssunday

@jeffersonobama

@theonlyadult

@nikkifinke

@thebradblog

@newparisite

Most frequent word pairs:

mitt, romney

ron, paul

super, pac

south, carolina

colbert, super

#tcot, #teaparty

romney, presidency

romney, over

repeal, obamacare

look, out

Graph Metric: Value

Graph Type: Directed

Vertices: 1099

Unique Edges: 5875

Edges With Duplicates: 797

Total Edges: 6672

Self-Loops: 1198

Connected Components: 444

Single-Vertex Connected Components: 420

Maximum Vertices in a Connected Component: 624

Maximum Edges in a Connected Component: 6085

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.367387

Graph Density: 0.004338271

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

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.

Two things I can keep you warm at night and safe. #tp #Urban #technology #wearable #gamers #startup #developer #CES #ca #tech #politics #love #techie #Cat #gun # kitty #socialmedia #tcot #wearables #GA #Xbox #techies #tech #startups #gadget #newperspect by shirleyhusar

Horwitz H 939 by Uilke

1961; The Case of the Stuttering Bishop by Erle Stanley Gardner. unknown Artist. Australian edition but printed and made in Utrecht The Netherlands !

Key West 22 by eric98168

20120125-2-NodeXL-Twitter-obama AND SOTU top between by Marc Smith

Link: www.flickr.com/photos/marc_smith/6903608625/sizes/l/

Data set: nodexlgraphgallery.org/Pages/Graph.aspx?graphID=415

These are the most between Twitter users who recently tweeted the word obama AND SOTU when queried on January 25, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 1/25/2012 13:41 and ends on 1/25/2012 14:07 UTC.

A visualization of the network is here: www.flickr.com/photos/marc_smith/6903608625/sizes/l/

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

Top most between users:

@time

@ronpaul

@dougbenson

@borowitzreport

@theatlantic

@thinkprogress

@cbsnews

@yahoonews

@markknoller

@foxnation

Top word pairs by frequency of mention

last, night, 117

president, obama, 108

union, address, 63

union, speech, 53

ron, paul, 51

paul, responds, 48

#sotu, #gop, 45

#tcot, #ronpaul, 45

#sotu, speech, 39

obama, made, 36

second, term, 34

#sotu, address, 34

great, speaker, 31

obama, plagiarized, 30

million, people, 28

unemployed, #sotu, 28

#sotu, #jobs, 28

full, text, 26

barack, obama, 25

Graph Metric, Value

Graph Type, Directed

Vertices, 1000

Unique Edges, 2653

Edges With Duplicates, 690

Total Edges, 3343

Self-Loops, 718

Connected Components, 264

Single-Vertex Connected Components, 256

Maximum Vertices in a Connected Component, 728

Maximum Edges in a Connected Component, 3038

Maximum Geodesic Distance (Diameter), 8

Average Geodesic Distance, 3.285081

Graph Density, 0.002319319

Modularity, 0.440592

NodeXL Version, 1.0.1.199

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

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.

Same Sex Marriage Flowchart by Tim Wayne

The same sex marriage debate can be confusing! Use this handy guide to follow the debate.

20120115-NodeXL-Twitter- Romney top between by Marc Smith

These are the most between Twitter users who recently tweeted the word romney when queried on January 15, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 1/15/2012 21:36 and ends on 1/15/2012 22:30 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/6706322829/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:

@nationaljournal

@progbuzz

@norsu2

@arlenwilliams

@foxnewssunday

@jeffersonobama

@theonlyadult

@nikkifinke

@thebradblog

@newparisite

Most frequent word pairs:

mitt, romney

ron, paul

super, pac

south, carolina

colbert, super

#tcot, #teaparty

romney, presidency

romney, over

repeal, obamacare

look, out

Graph Metric: Value

Graph Type: Directed

Vertices: 1099

Unique Edges: 5875

Edges With Duplicates: 797

Total Edges: 6672

Self-Loops: 1198

Connected Components: 444

Single-Vertex Connected Components: 420

Maximum Vertices in a Connected Component: 624

Maximum Edges in a Connected Component: 6085

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.367387

Graph Density: 0.004338271

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

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.