Donate to the Social Media Research Foundation's NodeXL development fund

20120929 BigData Twitter NodeXL SNA Map
20120929 BigData Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
September 29, 2012
Description:
The graph represents a network of 1026 Twitter users whose recent tweets contained "bigdata OR "big data"". The network was obtained on Saturday, 29 September 2012 at 04:56 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 8-hour, 24-minute period from Friday, 28 September 2012 at 20:15 UTC to Saturday, 29 September 2012 at 04:39 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 Fruchterman-Reingold 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: 1026
Unique Edges: 10113
Edges With Duplicates: 759
Total Edges: 10872
Self-Loops: 1225
Reciprocated Vertex Pair Ratio: 0.390927774515561
Reciprocated Edge Ratio: 0.562110817941953
Connected Components: 151
Single-Vertex Connected Components: 144
Maximum Vertices in a Connected Component: 867
Maximum Edges in a Connected Component: 10679
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.867611
Graph Density: 0.00900965150002377
Modularity: 0.294889
NodeXL Version: 1.0.1.225

Top 10 Vertices, Ranked by Betweenness Centrality:
timoreilly
YvesMulkers
jowyang
mgualtieri
rwang0
GlenGilmore
gobeyo
inside_data
ZDNet
TheCloudNetwork

Top Replied-To in Entire Graph:
gwenshap
glengilmore
chasemcmichael
dekokpieter
ibmbigdata
tia_now
lincdk
jowyang
panzurastorage
piotrmoty

Top Replied-To in G1:
glengilmore
infinidb
vocmountaineer
marcio_saito
rutternetrick
tabithadunn
tia_now
lincdk
bigdataborat
jowyang

Top Replied-To in G2:
gwenshap
pythianjobs
guyharrison
harvardbiz
datagenius
piotrmoty
taylordma
oraclebase
fritshoogland
sheeri

Top Replied-To in G3:
chasemcmichael
panzurastorage
stu
dwlz
ahess247
bramkoster
ibm
bitcireland

Top Replied-To in G4:
paulrandal
datachick
markmadsen
itrendtv
garybernhardt
bryanpeeler
aspeninstitute
evolvinganalyst
triomacan2000
marketingprofs

Top Replied-To in G5:
dekokpieter
ibmbigdata
data_nerd
allthingsd
gartner
hitsummit
winglam67
floriskleefman
fouktsang
jorisjoppe

Top Replied-To in G6:
amazonmturk

Top Mentioned in Entire Graph:
harvardbiz
bigdataborat
bigdataexpo
krisandrarusso
cioonline
doug_laney
developerworks
latentview
scottostby
clickz

Top Mentioned in G1:
harvardbiz
clickz
bacigalupe
epatientdave
strataconf
ericwheeler
bloombergtv
gnshealthcare
fortunemagazine
dachisgroup

Top Mentioned in G2:
bigdataborat
gwenshap
harvardbiz
doug_laney
bigdataweek
cioonline
eddieawad
fritshoogland
imbigdata
ian_soboroff

Top Mentioned in G3:
bigdataexpo
krisandrarusso
dincloud
jayparikh
archimedes
ibmanalytics
harvardbiz
nadhanathp
informationweek
faceofbigdata

Top Mentioned in G4:
uk_it_jobs
harvardbiz
informationweek
headhntr
danielgoldfarb
mongolab
cioonline
monsterww
ere_net
medillschool

Top Mentioned in G5:
harvardbiz
latentview
ideabuildr
scottostby
emcacademics
bigdatanetwork
nosqldistilled
kdnuggets
ashokgovind
glengilmore

Top Mentioned in G6:
harvardbiz
bigdataborat
gsingers
hackreduce
developerworks
briantimoney
responsys
strataconf
gnshealthcare
timoreilly

Top Mentioned in G7:
kanter

Top Mentioned in G9:
idrh_ku
karikraus

Top Mentioned in G10:
angama_market

Top URLs in Tweet in Entire Graph:
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/?utm_source=twitterfeed&utm_medium=twitter
http://blogs.hbr.org/cs/2012/09/how_to_repair_your_data.html
http://allthingsd.com/20120928/ibm-readies-project-sparta-aimed-at-simplifying-big-data/
http://www.perceptualedge.com/articles/visual_business_intelligence/big_data_big_ruse.pdf
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/?utm_source=dlvr.it&utm_medium=twitter
http://hbr.org/2012/10/data-scientist-the-sexiest-job-of-the-21st-century/ar/1
http://www.bethkanter.org/big-data/
http://blogs.hbr.org/cs/2012/09/can_you_live_without_a_data_sc.html
http://www.wired.com/cloudline/2012/09/big-data-and-cloud-delivering-value-from-day-one/

Top URLs in Tweet in G1:
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/?utm_source=twitterfeed&utm_medium=twitter
http://tech.fortune.cnn.com/2012/09/25/the-key-to-keeping-customers-big-data/
http://www.wired.com/cloudline/2012/09/big-data-and-cloud-delivering-value-from-day-one/
http://storify.com/IBMVivisimo/elevate-the-customer-experience-with-bigdata?utm_content=storify-pingback&awesm=sfy.co_j9pO&utm_campaign=&utm_source=direct-sfy.co&utm_medium=sfy.co-twitter
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/
http://www.techeconomy.it/2012/09/28/big-data-e-social-media-monitoring-linguaggio-condiviso-e-produzione-di-senso/
http://CrazyStocks.com/2012/
http://AwesomeStocks.com/2012/
http://feeds.clickz.com/~r/ClickZExperts/~3/pDcGwEnipFg/your-publishing-content-has-a-72hour-shelf-life
http://www.dailymail.co.uk/news/article-2020527/Physicist-Geoffrey-West-discovers-reason-live-cities-1-15.html

Top URLs in Tweet in G2:
http://blogs.hbr.org/cs/2012/09/how_to_repair_your_data.html
http://www.google.com/url?sa=X&q=http://allthingsd.com/20120928/ibm-readies-project-sparta-aimed-at-simplifying-big-data/&ct=ga&cad=CAcQARgAIAAoATAAOABAsvOWgwVIAlAAWABiBWVuLVVT&cd=N7vTpsB78hE&usg=AFQjCNHOx0r7Jsev9YsqJHvkfaTn1Si0LA&utm_source=twitterfeed&utm_medium=twitter
http://www.informationweek.com/software/business-intelligence/facebook-seeks-next-generation-big-data/240008120
http://blogs.hbr.org/cs/2012/09/whos_really_using_big_data.html
http://www.hpcwire.com/hpcwire/2012-09-27/big_data_engenders_new_opportunities_and_challenges_on_wall_street.html
http://oreillynet.com/pub/e/2410?cmp=tw-strata-strx12-oct5-olc-tweet3
http://www.informationweek.com/software/business-intelligence/with-hadoop-big-data-analytics-challenge/240001922
http://mashable.com/2012/06/19/big-data-myths/
http://www.cio.com/article/717424/Big_Value_from_Big_Data
http://tdwi.org/articles/2012/09/25/big-data-hadoop-confusion.aspx

Top URLs in Tweet in G3:
http://allthingsd.com/20120928/ibm-readies-project-sparta-aimed-at-simplifying-big-data/
http://asmarterplanet.com/blog/2012/09/the-science-of-fashion-the-formula-for-a-job.html
http://www.forbes.com/sites/netapp/2012/09/24/hadoop-big-data/
http://www.ibm.com/developerworks/downloads/
http://www.zdnet.com/topic-techlines/
http://medianetwork.oracle.com/video/player/1834458351001
http://conversion.buddymedia.com/events/redirect?link=https://community.emc.com/docs/DOC-18866&ch=25183&cl=2255&wpi=13688_1348869212_248008704&p=308&type=twitter&d=emc.im&v=4&sig=99ce8237180dd6c07c2a3b383c9fbd0304223359
http://www.wired.com/cloudline/2012/09/big-data-and-cloud-delivering-value-from-day-one/
http://h30507.www3.hp.com/t5/Journey-through-Enterprise-IT/Will-Big-Data-continue-to-be-a-big-deal-in-years-to-come/ba-p/122583
http://www.law.com/

Top URLs in Tweet in G4:
http://www.searchenginejournal.com/big-data-apps-the-ultimate-in-conversion-optimization/49189/
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/?utm_source=twitterfeed&utm_medium=twitter
http://www.itnews.com/data-management/49812/big-value-big-data?utm_source=twitterfeed&utm_medium=twitter
http://campus.iprofesional.com/notas/145793-Harvard-debate-los-desafos-que-presenta-el-Big-Data-para-la-competitividad-de-las-empresas
http://blogs.wsj.com/cio/2012/09/27/cios-shouldnt-let-big-data-rule-their-decision-making/
http://www.pulse.me/s/dKycl
http://www.informationweek.com/software/business-intelligence/facebook-calls-for-next-generation-big-d/240008120
http://arstechnica.com/information-technology/2012/09/big-brother-meets-big-data-the-next-wave-in-net-surveillance-tech/4/
http://www.theatlantic.com/sponsored/ibm-cloud-rescue/
http://www.lifehacker.jp/2012/09/120928human_face_of_big_data.html

Top URLs in Tweet in G5:
http://hbr.org/2012/10/data-scientist-the-sexiest-job-of-the-21st-century/ar/1
http://blogs.hbr.org/cs/2012/09/how_to_repair_your_data.html
http://blogs.hbr.org/cs/2012/09/can_you_live_without_a_data_sc.html
http://blogs.hbr.org/cs/2012/09/can_you_live_without_a_data_sc.html?cm_mmc=SocialHub-_-3271-_--_-7562927984533757630utm_source=socialhub&utm_medium=3271&utm_content=7562927984533757630&utm_campaign=
http://blogs.hbr.org/cs/2012/09/metrics_are_easy_insights_are_hard.html
http://mashable.com/2012/06/19/big-data-myths/
http://natishalom.typepad.com/nati_shaloms_blog/2012/08/the-elepahnt-in-the-cloud-putting-hadoop-on-any-cloud.html
http://join.thoughtworks.com/events/big-data-nosql-distilled
http://allthingsd.com/20120928/ibm-readies-project-sparta-aimed-at-simplifying-big-data/
http://feeds.clickz.com/~r/ClickZExperts/~3/pDcGwEnipFg/your-publishing-content-has-a-72hour-shelf-life

Top URLs in Tweet in G6:
http://www.perceptualedge.com/articles/visual_business_intelligence/big_data_big_ruse.pdf
http://hbr.org/2012/10/big-data-the-management-revolution/ar/1?cid=Argyle%2BSocial-2012-09
http://blogs.hbr.org/cs/2012/09/whos_really_using_big_data.html
http://thehumanfaceofbigdata.com/
http://www.forbes.com/sites/davidleinweber/2012/09/28/getting-up-close-with-big-data-part-one/?utm_source=twitterfeed&utm_medium=twitter
http://strataconf.com/strata2013/?cmp=tw-strata-stsc13-twitter-posts
http://hbr.org/2012/10/big-data-the-management-revolution/ar/2
http://cloud-whitepapers.com/cloud/default/index/260
http://arstechnica.com/information-technology/2012/09/big-brother-meets-big-data-the-next-wave-in-net-surveillance-tech/4/
http://cacm.acm.org/blogs/blog-cacm/155468-what-does-big-data-mean/fulltext

Top URLs in Tweet in G7:
http://feedproxy.google.com/~r/bethblog/~3/OqILbRsWW0I/
http://www.bethkanter.org/big-data/?utm_medium=twitter&utm_source=twitterfeed
http://www.wildapricot.com/blogs/newsblog/2012/09/27/big-data-for-small-organizations
http://www.bethkanter.org/big-data/

Top URLs in Tweet in G8:
http://feedproxy.google.com/~r/Todostartups/~3/snsWnMJyEJk/server-startup-calxeda-intros-cloud-big-data-partners-for-arm-based-servers-tsnews?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/Todostartups/~3/snsWnMJyEJk/server-startup-calxeda-intros-cloud-big-data-partners-for-arm-based-servers-tsnews
http://feedproxy.google.com/~r/Todostartups/~3/snsWnMJyEJk/server-startup-calxeda-intros-cloud-big-data-partners-for-arm-based-servers-tsnews?utm_source=news&utm_medium=twitter
http://dlvr.it/2DsMfL

Top URLs in Tweet in G9:
http://www.youtube.com/idrhku
http://www.youtube.com/watch?v=E6rnQ_22Seo&feature=youtu.be

Top URLs in Tweet in G10:
http://www.lifehacker.jp/2012/09/120928human_face_of_big_data.html

Top Domains in Tweet in Entire Graph:
hbr.org
forbes.com
google.com
informationweek.com
ibm.com
co.uk
t.co
cio.com
allthingsd.com
wired.com

Top Domains in Tweet in G1:
forbes.com
hbr.org
investors.com
informationweek.com
wired.com
gigaom.com
google.com
ctrl-search.com
co.uk
linkedin.com

Top Domains in Tweet in G2:
google.com
hbr.org
informationweek.com
forbes.com
cio.com
wsj.com
ibm.com
paper.li
datastaxevents.com
toolsjournal.com

Top Domains in Tweet in G3:
ibm.com
google.com
forbes.com
allthingsd.com
zdnet.com
informationweek.com
asmarterplanet.com
hp.com
securosis.com
wired.com

Top Domains in Tweet in G4:
forbes.com
google.com
co.uk
informationweek.com
wsj.com
searchenginejournal.com
bullhornreach.com
itnews.com
arstechnica.com
com.mx

Top Domains in Tweet in G5:
hbr.org
forbes.com
t.co
lafrench.tv
google.com
cio.com
co.uk
informationweek.com
blogspot.com
terracotta.org

Top Domains in Tweet in G6:
hbr.org
perceptualedge.com
forbes.com
thehumanfaceofbigdata.com
strataconf.com
youtube.com
google.com
cloud-whitepapers.com
arstechnica.com
data-informed.com

Top Domains in Tweet in G7:
bethkanter.org
google.com
wildapricot.com

Top Domains in Tweet in G8:
google.com
dlvr.it

Top Domains in Tweet in G9:
youtube.com

Top Domains in Tweet in G10:
lifehacker.jp

Top Hashtags in Tweet in Entire Graph:
bigdata
analytics
cloud
hadoop
data
jobs
ibm
bi
aced
it

Top Hashtags in Tweet in G1:
bigdata
analytics
medx
cxo
data
strataconf
mktg
news
social
tech

Top Hashtags in Tweet in G2:
bigdata
analytics
hadoop
aced
itnews
oow
data
bi
sna
cloud

Top Hashtags in Tweet in G3:
bigdata
cloud
bigdataexpo
ibm
hp
hfobd
cio
hadoop
bi
emc

Top Hashtags in Tweet in G4:
bigdata
jobs
it
job
uk
smwvoxsup
harvard
dizzle
news
smwchicago

Top Hashtags in Tweet in G5:
bigdata
analytics
hadoop
cloud
data
hive
emc
hfobd
ibm
innovategov

Top Hashtags in Tweet in G6:
bigdata
data
socialmedia
hadoop
java
pig
hive
tech
alokchoudhary
smwmedill

Top Hashtags in Tweet in G7:
nonprofit
socialgood

Top Hashtags in Tweet in G8:
tsnews
emprendedor
startups

Top Hashtags in Tweet in G9:
thatcampks

Top Words in Tweet in Entire Graph:
rt
data
big
bigdata
analytics
amp
up
cloud
via
part

Top Words in Tweet in G1:
data
big
rt
bigdata
one
analytics
up
part
getting
close

Top Words in Tweet in G2:
data
rt
big
bigdata
analytics
amp
hadoop
business
bigdataborat
via

Top Words in Tweet in G3:
rt
big
data
bigdata
cloud
ibm
bigdataexpo
krisandrarusso
amp
1

Top Words in Tweet in G4:
big
data
rt
up
one
getting
close
part
web
new

Top Words in Tweet in G5:
rt
bigdata
data
big
analytics
cloud
hadoop
via
amp
up

Top Words in Tweet in G6:
rt
data
big
bigdata
amp
analytics
out
part
article
use

Top Words in Tweet in G7:
big
data
success
without
defining
first
mistake
via
kanter

Top Words in Tweet in G8:
calxeda
tsnews
server
startup
intros
cloud
big
data
partners
arm

Top Words in Tweet in G9:
rt
idrh_ku
big
data
amp
uncertainty
humanities
videos
up
crane

Top Words in Tweet in G10:
rt
angama_market
なんかこえーな
始まっています
世界中の人をつなぐ画期的実験
human
face
big
data
ライフハッカー

Top Word Pairs in Tweet in Entire Graph:
big,data
getting,up
up,close
part,one
close,big
data,part
data,analytics
post,big
one,post
data,web

Top Word Pairs in Tweet in G1:
big,data
getting,up
up,close
close,big
data,part
part,one
one,post
post,big
data,web
web,advertising

Top Word Pairs in Tweet in G2:
big,data
rt,bigdataborat
bigdata,analytics
data,analytics
value,big
big,value
bigdataborat,rt
seeks,next
rt,doug_laney
rt,gwenshap

Top Word Pairs in Tweet in G3:
big,data
rt,krisandrarusso
human,face
live,photo
photo,enjoy
enjoy,giant
giant,bigdataexpo
bigdataexpo,silicon
silicon,view
view,1

Top Word Pairs in Tweet in G4:
big,data
getting,up
up,close
close,big
data,part
part,one
one,post
post,big
data,web
human,face

Top Word Pairs in Tweet in G5:
big,data
rt,ideabuildr
rt,latentview
rt,scottostby
bigdata,analytics
data,scientist
rt,emcacademics
rt,bigdatanetwork
rt,kdnuggets
rt,ashokgovind

Top Word Pairs in Tweet in G6:
big,data
rt,bigdataborat
getting,up
up,close
close,big
data,part
part,one
rt,gsingers
white,paper
rt,hackreduce

Top Word Pairs in Tweet in G7:
big,data
data,without
without,defining
defining,success
success,first
first,big
big,mistake
mistake,via
via,kanter

Top Word Pairs in Tweet in G8:
server,startup
startup,calxeda
calxeda,intros
intros,cloud
cloud,big
big,data
data,partners
partners,arm
arm,based
based,servers

Top Word Pairs in Tweet in G9:
rt,idrh_ku
big,data
data,amp
amp,uncertainty
uncertainty,humanities
humanities,videos
videos,up
up,crane
crane,rockwell
rockwell,still

Top Word Pairs in Tweet in G10:
rt,angama_market
なんかこえーな,始まっています
始まっています,世界中の人をつなぐ画期的実験
世界中の人をつなぐ画期的実験,human
human,face
face,big
big,data
data,ライフハッカー
ライフハッカー,日本版
angama_market,rt

Top Tweeters in Entire Graph:
juanmuriango
TheCloudNetwork
TechL0G
All_Trends_IT
North_Group
_GabrielaLoira
smartinvestor
hashonomy_gus
FastNewss
XaxoVone

Top Tweeters in G1:
juanmuriango
_GabrielaLoira
OnlineMarketeer
sonuise
IndiNews
callcenterdr
YekshaBA
pfanderson
SocialNewsCorp
finance_outlook

Top Tweeters in G2:
All_Trends_IT
smartinvestor
Kaymee
TheApple_FanBoy
SQLChicken
stewarttownsend
merv
darachennis
myfear
daraghobrien

Top Tweeters in G3:
TheCloudNetwork
TechL0G
hashonomy_gus
SecMash
ZDNet
Mutaito09
aneel
iBizTek
Hermaniak
gr33ndata

Top Tweeters in G4:
FastNewss
XaxoVone
ryzuriel
Kaka_da_gidiboy
tyrgr
Defriady
UK_IT_Jobs
saskmikey
MrGuanxi
TaleTechPRO

Top Tweeters in G5:
MetalsRocker
LennonTribute
LennonReturns
YvesMulkers
RTeDiscovery
PrivacyMemes
CyberExaminer
ovhoek
BizEpiphany
BigData_

Top Tweeters in G6:
North_Group
NbfcAsia
e24business
jasonhartsoe
AndyHannon
heavenstraight
SystemsJobs
MojaveMusing
cipherstorm
jbenno

Top Tweeters in G7:
kirstenbullock
NonprofitTechX
CharitySpout
NPtalk
DigitalLeapCda

Top Tweeters in G8:
TewTimes
jlbustos
AlexPublicator
malcaidedias
juditvillarte

Top Tweeters in G9:
greenharr
joshhonn
blros
IDRH_KU

Top Tweeters in G10:
Angama_Market
momo8suki
Aizen_kaguya