20120815 data AND visualization Twitter NodeXL SNA map
20120815 data AND visualization Twitter NodeXL SNA map
From:
marc_smith
Uploaded on:
August 16, 2012
Description:
The graph represents a network of 1201 Twitter users whose recent tweets contained "data AND visualization". The network was obtained on Thursday, 16 August 2012 at 01:41 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 tweets were made over the 9-day period from Wednesday, 08 August 2012 at 11:47 UTC to Thursday, 16 August 2012 at 01:27 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 edge widths are based on edge weight values. The edge opacities are based on edge weight values. The vertex sizes are based on followers values. The vertex opacities are based on followers values.

Overall Graph Metrics:
Vertices: 1201
Unique Edges: 5239
Edges With Duplicates: 798
Total Edges: 6037
Self-Loops: 1215
Reciprocated Vertex Pair Ratio: 0.359102980230156
Reciprocated Edge Ratio: 0.528441163699522
Connected Components: 249
Single-Vertex Connected Components: 238
Maximum Vertices in a Connected Component: 938
Maximum Edges in a Connected Component: 5733
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 3.696937
Graph Density: 0.00319594782126006
Modularity: 0.408888
NodeXL Version: 1.0.1.221

Top 10 Vertices, Ranked by Betweenness Centrality:
brainpicker
eric_kavanagh
alexismadrigal
PSFK
hmason
visualisingdata
albertocairo
johnhaydon
SmartPlanet
creativeapps

Top Replied-To in Entire Graph:
tide
chcfnews
__pbh
mattpetitjean
frakintosh
kimoakley
distantshape
sassoftware
philipithomas
avinash

Top Replied-To in G1:
tide
chcfnews
dadewilliams
mattpetitjean
cjr
hush6
portentint
philipithomas
nancyduarte
mrejfox

Top Replied-To in G2:
openp2pdesign
timothywhalin
shawnhorton
hilltopcustoms
matthewgiglia
jeffrey_heer
ericpromislow
aalonso
andrewlamb77
andrecalvo

Top Replied-To in G3:
sassoftware
antoniosgobba

Top Replied-To in G4:
__pbh
frakintosh
kevinq
uscensusbureau
bcfremeau

Top Replied-To in G5:
avinash
allisonlcarter

Top Replied-To in G6:
fabiengirardin

Top Replied-To in G7:
distantshape
dylanbgeorge
lenagroeger

Top Mentioned in Entire Graph:
klout
brainpicker
creativeapps
twitter
chpwn
scoopit
metalabharvard
nicolaskb
we_do_data
driven_by_data

Top Mentioned in G1:
brainpicker
philipspr
nytjim
ischoolsu
techsoup
epflnews
richardbaxter
azminak
drshock
creativeapps

Top Mentioned in G2:
klout
scoopit
youtube
sharethis
visually
the_infographic
baltar
rowshambowgames
tableau
elliotjaystocks

Top Mentioned in G3:
armediallc
jefhendrickson
yellowfinbi
justincutroni
ironsidegroup
datameer
cloudtimesorg
smartdataco
mapcitemaps
greenplum

Top Mentioned in G4:
we_do_data
driven_by_data
nicolaskb
creativeapps
benbendc
jschwabish
albertocairo
ianstormtaylor
stefpos
heychrisbarr

Top Mentioned in G5:
klout
stephenmonaco
klaudiajurewicz
thierryjoli
natsteinmetz
tableaujobs
cqlivingston
visually
smartplanet
dizining

Top Mentioned in G6:
pegasusdata
aristofor
scoopit
toniodelaconcha
humantific
pearltrees
sylviereinhard
meelowesp
klout
chrisgrayson

Top Mentioned in G7:
twitter
chpwn
matlab
knewton
bmcilquham
misc
socialflow
mitchwagner
netevolution
alexleavitt

Top Mentioned in G8:
metalabharvard
neasist
asist_org
nclive
prof_bearb
twitter_username
ejbrooks
duke_data
nytimes
visualizingorg

Top Mentioned in G9:
kpcc
apmjobs
marketing_power
forrester
mike_ftw
cjr
nytimes
ahaa
dataweeksf
mozilla

Top Mentioned in G10:
dzone
allenberg93
scoopit
sharethis

Top URLs in Tweet in Entire Graph:
http://oedb.org/blogs/ilibrarian/2012/9-data-visualization-tools-for-librarians-and-educators/
http://workshop.chromeexperiments.com/projects/armsglobe/
http://www.creativeapplications.net/theory/meibach-and-posavec-data-visualization-poetry-and-sculpture/
http://www.creativeapplications.net/theory/meibach-and-posavec-data-visualization-poetry-and-sculpture/?utm_campaign=rss-mo-more&utm_medium=rss&utm_source=buffer&buffer_share=b2729
http://distantshape.com/df10/
http://metalab.harvard.edu/2012/08/library-observatory-an-open-community-facility-for-exploring-library-collections-and-services/
http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html
http://www.mapcite.com/blog/blog/2012/august/information-is-beautiful-shortlist-illustrates-data-visualization-trends.aspx
http://www.slideshare.net/jschwabish/data-13974166
http://techpresident.com/news/22682/new-census-and-voting-data-mashup-visualizes-pennsylvania-voter-id-laws-impact-ethnic

Top URLs in Tweet in G1:
http://www.creativeapplications.net/theory/meibach-and-posavec-data-visualization-poetry-and-sculpture/?utm_campaign=rss-mo-more&utm_medium=rss&utm_source=buffer&buffer_share=b2729
http://www.imedicalapps.com/2012/08/visually-health-data-challenge-winners/
http://techpresident.com/news/22682/new-census-and-voting-data-mashup-visualizes-pennsylvania-voter-id-laws-impact-ethnic
http://distantshape.com/df10/
http://www.nytimes.com/interactive/2012/08/09/sports/olympics/new-olympic-stars-of-twitter.html?hp
http://envisioningtech.com/envisioning2012/
http://www.meaningfulinnovation.philips.com/Active-Aging/?origin=13_global_en_meaningfulinnov_twitter___philips_feb2012_awdataviz
http://www.gapminder.org/
http://informationisbeautiful.com
http://flowingdata.com

Top URLs in Tweet in G2:
http://workshop.chromeexperiments.com/projects/armsglobe/
http://oedb.org/blogs/ilibrarian/2012/9-data-visualization-tools-for-librarians-and-educators/
http://infogr.am/
http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html
http://distantshape.com/df10/
http://amatv.marketingpower.com/pg-turns-satire-into-a-solution-credibility-during-a-job-search-bringing-data-to-life-with-visualization-more
http://visualize.yahoo.com
http://www.isummit.com/conference/speakers
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNFLTUVTRbKNAvsMhLJET4vzubqeWw&url=http://www.intelligentutility.com/article/12/08/data-analytics-meets-data-visualization
http://www.yellowfinbi.com/YFCommunityNews-Analyzing-Olympic-success-by-country-with-data-visualization-117285

Top URLs in Tweet in G3:
http://www.mapcite.com/blog/blog/2012/august/information-is-beautiful-shortlist-illustrates-data-visualization-trends.aspx
http://www.armedia.com/blog/2012/08/the-new-data-visualization-part-2/
http://spotfire.tibco.com/blog/?p=13545
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNFLTUVTRbKNAvsMhLJET4vzubqeWw&url=http://www.intelligentutility.com/article/12/08/data-analytics-meets-data-visualization
http://bigdataweek.com/blog/big-data-week-data-visualization-london-francesco-dorazio-10-reasons-visualize-data/
http://www.intelligentutility.com/article/12/08/data-analytics-meets-data-visualization
http://www.yellowfinbi.com/YFCommunityNews-Yellowfin-s-Olympic-wrap-What-has-BI-and-data-visualization-told-us-about-the-Su-117543
http://www.mapcite.com/blog/blog/2012/august/data-analytics-meets-data-visualization.aspx
http://www.informationisbeautiful.net/2012/7-way-venn/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+InformationIsBeautiful+(Information+Is+Beautiful)
http://bigdataweek.com/blog/big-data-week-data-visualization-london-ben-hagan/

Top URLs in Tweet in G4:
http://www.creativeapplications.net/theory/meibach-and-posavec-data-visualization-poetry-and-sculpture/
http://lnu.diva-portal.org/smash/get/diva2:542872/FULLTEXT01
http://www.slideshare.net/jschwabish/data-13974166
http://datavis.ca/milestones/
http://panelpicker.sxsw.com/vote/6630
http://tweetedtimes.com/topic/BrianBBrian/data-visualization
http://ianstormtaylor.com/design-tip-never-use-black/
http://www.goteo.org/project/espana-en-llamas/
http://thewhyaxis.info/medviz/
http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html?smid=go-share

Top URLs in Tweet in G5:
http://klout.com/home
http://tweetbe.at/doctors/trend/1mqla-data-visualization/
http://www.nytimes.com/interactive/2012/08/01/sports/olympics/racing-against-history.html
http://www.notcot.org/post/49626/
http://www.richardbanks.com/trends/2012/08/13/data-visualization-65000-images-and-data-from-a-canadian-weather-station/
http://vimeo.com/14777910
http://visual.ly/data-visualization-network-references
http://www.smartplanet.com/blog/design-architecture/information-is-beautiful-shortlist-illustrates-data-visualization-trends/8130
http://www.infographicsarchive.com/create-infographics-and-data-visualization/
http://www.internetevolution.com/author.asp?section_id=466&doc_id=249085&f_src=internetevolution_sitedefault&utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G6:
http://feeds.feedburner.com/~r/PopularInfographicsBookmarksOnDelicious/~3/9QdcpI8BLLw/?utm_source=feedburner&utm_medium=twitter&utm_campaign=infografix
http://pegasusdata.com/2012/08/05/analyse-de-reseau-modeliser-lhistoire-de-la-philosophie/
http://www.webdesignerdepot.com/2009/06/50-great-examples-of-data-visualization/
http://www.villevivante.ch
http://feeds.feedburner.com/~r/PopularInfographicsBookmarksOnDelicious/~3/XB5CY5XcZpM/?utm_source=feedburner&utm_medium=twitter&utm_campaign=infografix
http://feeds.feedburner.com/~r/PopularInfographicsBookmarksOnDelicious/~3/A8_7TBUYsDg/?utm_source=feedburner&utm_medium=twitter&utm_campaign=infografix
http://www.smashingmagazine.com/2007/08/02/data-visualization-modern-approaches/
http://www.smartplanet.com/blog/design-architecture/-8216information-is-beautiful-shortlist-illustrates-data-visualization-trends/8130
http://feeds.feedburner.com/~r/PopularInfographicsBookmarksOnDelicious/~3/_cIzNyNFz4w/data?utm_source=feedburner&utm_medium=twitter&utm_campaign=infografix
http://feeds.feedburner.com/~r/PopularInfographicsBookmarksOnDelicious/~3/ZnUhONDvw2s/?utm_source=feedburner&utm_medium=twitter&utm_campaign=infografix

Top URLs in Tweet in G7:
http://ow.ly/cSu8J
http://oedb.org/blogs/ilibrarian/2012/9-data-visualization-tools-for-librarians-and-educators/
http://www.knewton.com/blog/knewton/2012/06/21/data-visualization-the-tweeting-world/
http://sf.net/projects/vanted?source=sftweet
http://talentopoly.com/p/1q9
http://www.futures-explained.com/commitment-of-traders-futures-heatmap/
http://www.nytimes.com/interactive/2012/08/09/sports/olympics/new-olympic-stars-of-twitter.html
http://www.internetevolution.com/author.asp?section_id=466&doc_id=249085&utm_source=buffer&buffer_share=d2996
http://distantshape.com/df10/
https://talentopoly.com/posts/5465-javascript_infovis_toolkit_-_a_free_interactive_data_visualization_library

Top URLs in Tweet in G8:
http://oedb.org/blogs/ilibrarian/2012/9-data-visualization-tools-for-librarians-and-educators/
http://metalab.harvard.edu/2012/08/library-observatory-an-open-community-facility-for-exploring-library-collections-and-services/
http://neasist.org/2012/05/22/summer-meet-up-sharing-on-data-visualization/
http://www.visualnews.com/2011/05/19/beautiful-visualizations-rethink-our-world/
http://workshop.chromeexperiments.com/projects/armsglobe/
http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html?smid=tw-share
http://www.nytimes.com/interactive/2012/08/05/sports/olympics/the-100-meter-dash-one-race-every-medalist-ever.html
http://is.gd/hy8wHE
http://library.duke.edu/data/news/index.html
http://nyti.ms/NdrMlH

Top URLs in Tweet in G9:
http://americanpublicmedia.iapplicants.com/ViewJob-285995.html
http://shar.es/vVtcu
http://blogs.forrester.com/boris_evelson/12-07-17-advanced_data_visualization_a_critical_bi_component
http://www.greenplum.com/blog/topics/visualization/twitter-games-the-election-using-social-data
http://www.cjr.org/between_the_spreadsheets/spreadsheets_olympics.php
http://www.nytimes.com/interactive/2012/08/16/nyregion/new-york-police-stop-and-frisk-use-of-force-map.html?ref=nyregion&utm_source=buffer&buffer_share=3ebd0
http://www.youtube.com/watch?v=nR0IACH5enA&feature=youtube_gdata_player
http://www.cjr.org/the_news_frontier/spreadsheets_olympics.php?utm_term=journalism,+media,+new+media,+social+media&utm_content=journalism,+media,+new+media,+social+media&utm_source=twitterfeed&utm_medium=twitter
http://www.cjr.org/between_the_spreadsheets/spreadsheets_sankey.php?utm_term=journalism,+media,+new+media,+social+media&utm_content=journalism,+media,+new+media,+social+media&utm_source=twitterfeed&utm_medium=twitter
http://www.cjr.org/between_the_spreadsheets/spreadsheets_sankey.php

Top URLs in Tweet in G10:
http://dzone.it/CxnH
http://www.scoop.it/t/designing-designed-customer-service/p/2364965271/data-visualization-modern-approaches-smashing-magazine
http://www.scoop.it/t/designing-designed-customer-service/p/2364965271/data-visualization-modern-approaches-smashing-magazine/original
http://www.scoop.it/t/designing-designed-customer-service/p/2372202686/user-experience-and-design-thinking-data-visualization-modern-approaches-smashing-magazine/original
http://www.tumblr.com/Z0SKCyR3rQxN
http://refcardz.dzone.com/refcardz/birt37
http://www.smartplanet.com/blog/design-architecture/information-is-beautiful-shortlist-illustrates-data-visualization-trends/8130?utm_source=twitterfeed&utm_medium=twitter
http://www.scoop.it/t/user-experience-and-design-thinking/p/2371049292/data-visualization-modern-approaches-smashing-magazine
http://www.yellowfinbi.com/YFCommunityNews-Analyzing-doping-at-the-Summer-Games-with-data-visualization-117409

Top Hashtags in Tweet in Entire Graph:
visualization
dataviz
data
bigdata
analytics
datavisualization
bigdataweek
bi
london2012
infoviz

Top Hashtags in Tweet in G1:
dataviz
twitter
london2012
visualization
npdata
mhealth
agewell
sessf
data
analytics

Top Hashtags in Tweet in G2:
data
visualization
datavisualization
job
marketing
ted
sas
bioinformatics
yvisualized
startup

Top Hashtags in Tweet in G3:
bigdata
data
analytics
bigdataweek
visualization
datavisualization
bi
dataviz
london2012
summergames

Top Hashtags in Tweet in G4:
dataviz
visualization
ddj
datavisualization
opendata
video
mograph
data
sschat
advp

Top Hashtags in Tweet in G5:
visualization
jobs
infographic
tech
hcsm
tableauoh
information
visually
consumerelectronics
javascript

Top Hashtags in Tweet in G6:
dataviz
dh
woaw
visualization
elearning
data
liftconference
changebydesign
edtech
mustread

Top Hashtags in Tweet in G7:
matlab
knerd
olympics
k12
edchat
sschat
scichat
edtech
quora
visualization

Top Hashtags in Tweet in G8:
infoviz
dataviz
saa12
tlchat

Top Hashtags in Tweet in G9:
dataviz
visualization
nahj
nabj
naja
aaja
career
opp
journo
journalism

Top Hashtags in Tweet in G10:
bi
businessintelligence

Top Words in Tweet in Entire Graph:
data
visualization
rt
big
via
great
new
tools
amp
infographics

Top Words in Tweet in G1:
data
visualization
rt
great
new
via
tools
amp
sculpture
poetry

Top Words in Tweet in G2:
data
visualization
via
great
big
information
tools
infographics
cool
interactive

Top Words in Tweet in G3:
data
visualization
big
rt
bigdata
analytics
bigdataweek
new
bi
olympic

Top Words in Tweet in G4:
data
visualization
rt
gt
dataviz
graphics
through
s
via
mapping

Top Words in Tweet in G5:
data
visualization
k
gave
klout
rt
information
received
thanks
alarming

Top Words in Tweet in G6:
data
visualization
infographics
rt
charts
interactive
infogr
design
dataviz
9

Top Words in Tweet in G7:
data
visualization
twitter
rt
cool
export
feature
facebook
google
stuff

Top Words in Tweet in G8:
data
visualization
rt
tools
metalabharvard
moveable
feast
artifacts
metalab's
library

Top Words in Tweet in G9:
data
visualization
rt
journalism
dataviz
amp
journalist
kpcc
nahj
nabj

Top Words in Tweet in G10:
data
visualization
big
dzone
modern
approaches
smashing
magazine
design
revolutions

Top Word Pairs in Tweet in Entire Graph:
data, visualization
big, data
visualization, tools
visualization, poetry
interactive, data
poetry, sculpture
k, data
data, analytics
data, week
visualization, klout

Top Word Pairs in Tweet in G1:
data, visualization
visualization, poetry
new, data
poetry, sculpture
data, viz
visual, ly
great, data
expressive, data
viz, artists
visualization, tools

Top Word Pairs in Tweet in G2:
data, visualization
big, data
interactive, data
visualization, tools
visualization, information
cool, data
data, great
k, data
visualization, klout
infographics, charts

Top Word Pairs in Tweet in G3:
data, visualization
big, data
data, week
data, analytics
bigdataweek, bigdata
analytics, meets
meets, data
visualization, london
data, data
olympic, success

Top Word Pairs in Tweet in G4:
data, visualization
visualization, poetry
poetry, sculpture
datavis, nerd
nerd, alert
alert, 30
30, page
page, thesis
thesis, visualization
visualization, temperature

Top Word Pairs in Tweet in G5:
data, visualization
k, data
visualization, klout
received, k
alarming, mapping
mapping, arms
arms, data
gave, stephenmonaco
stephenmonaco, k
network, references

Top Word Pairs in Tweet in G6:
data, visualization
infographics, charts
charts, interactive
interactive, data
visualization, infogr
9, data
visualization, tools
tools, librarians
librarians, educators
50, great

Top Word Pairs in Tweet in G7:
data, visualization
twitter, export
export, feature
feature, facebook
facebook, google
google, cool
cool, data
visualization, stuff
stuff, twitter
twitter, add

Top Word Pairs in Tweet in G8:
data, visualization
visualization, tools
metalabharvard, moveable
moveable, feast
data, artifacts
visualization, metalab's
metalab's, library
library, observatory
rt, metalabharvard
feast, libraries

Top Word Pairs in Tweet in G9:
data, visualization
data, journalist
kpcc, dataviz
dataviz, visualization
visualization, nahj
nahj, nabj
nabj, naja
naja, aaja
between, spreadsheets
spreadsheets, data

Top Word Pairs in Tweet in G10:
data, visualization
visualization, modern
modern, approaches
approaches, smashing
smashing, magazine
big, data
revolutions, r
r, training
training, visualization
visualization, big

Top Tweeters in Entire Graph:
craigslistjobs
JobHitsUS
fr_art
rubygems
aonuise
Daniel_Hamilton
tigrs99
Asher_Wolf
MarkGKirshner
Jabaldaia

Top Tweeters in G1:
Daniel_Hamilton
tigrs99
Asher_Wolf
argentbeauquest
elimutemyc
eugen12
orderssp
brainpicker
sydnets
buzzbishop

Top Tweeters in G2:
JobHitsUS
fr_art
rubygems
Briedndw
mo770
siddman
mandkandb
AidResources
publiccomm
b0rn2Frag

Top Tweeters in G3:
ConsultRamy
gletham
RangeWoman_Inc
MitchWagner
willoxh
data_nerd
jerenews
stewarttownsend
Eldonedwards
eswayne

Top Tweeters in G4:
aonuise
scottjanousek
bact
fcoel
ljvillanueva
Retiario
kousukekikuchi
InfographicTwts
serial_consign
placerdiario

Top Tweeters in G5:
craigslistjobs
MarkGKirshner
WaterWayRealty
tonygreene113
rubensjose
JobCrank
2mykash
rmpilar
uhabaru_Fake
MADS_Office

Top Tweeters in G6:
Jabaldaia
AnaCristinaPrts
pgsimoes
zecool
albertedenis
knolinfos
FaresKameli
mosieurj
ladyhalcon2012
mokkikunta

Top Tweeters in G7:
Mutaito09
misc
pvantees
sniferl4bs
chpwn
alorandi
alexleavitt
weilianxiaoyang
boerdeboer
bengarvey

Top Tweeters in G8:
ejbrooks
miriamkp
herodotusjr
MatthewBattles
n8agrin
foundhistory
themommybee
michellehudson
john_overholt
brandonXoliver

Top Tweeters in G9:
DomBrady
JournalismBuzz
NABJDigital
tjkelly
theebadgerfan
kemipa
CJRDaily
AHAA
picketyp
The_ARF

Top Tweeters in G10:
DZone
FredZimny
allenberg93
keithkim
RuwanR88
ygrenzinger
mareksuscak
cloudview_sg
Mcx83
faradaj