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20120902 Predictive Analytics Twitter SNA NodeXL Map
20120902 Predictive Analytics Twitter SNA NodeXL Map
From:
marc_smith
Uploaded on:
September 02, 2012
Description:
The graph represents a network of 537 Twitter users whose recent tweets contained "predictive AND analytics". The network was obtained on Sunday, 02 September 2012 at 20:35 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 7-day, 23-hour, 24-minute period from Saturday, 25 August 2012 at 20:55 UTC to Sunday, 02 September 2012 at 20:20 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: 537
Unique Edges: 4089
Edges With Duplicates: 581
Total Edges: 4670
Self-Loops: 806
Reciprocated Vertex Pair Ratio: 0.397634885439764
Reciprocated Edge Ratio: 0.569011105235325
Connected Components: 76
Single-Vertex Connected Components: 66
Maximum Vertices in a Connected Component: 452
Maximum Edges in a Connected Component: 4549
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.895979
Graph Density: 0.0131396092164874
Modularity: 0.325843
NodeXL Version: 1.0.1.224

Top 10 Vertices, Ranked by Betweenness Centrality:
rwang0
IBM_NEWS
mgualtieri
TDWI
businessobjects
SASanalytics
Zementis
jeffreyfkelly
kdnuggets
IBMSPSS

Top Replied-To in Entire Graph:
sap
imbigdata
northwesternu
rwang0
tcelab
mlanting
constellationrg
clairetastic
tdwi
stwo

Top Replied-To in G1:
imbigdata
jklahr
constellationrg
mlanting
tdwi
tom_peters

Top Replied-To in G2:
sap
rwang0
stwo
clairetastic

Top Replied-To in G3:
northwesternu

Top Replied-To in G5:
analyticsqueen

Top Replied-To in G6:
tcelab

Top Mentioned in Entire Graph:
zementis
sap
brennermichael
11antsanalytics
ibm_news
vijayasankarv
kdnuggets
developerworks
youtube
michaelzeller

Top Mentioned in G1:
zementis
11antsanalytics
kdnuggets
sap
sasanalytics
michaelzeller
iegroup
brennermichael
developerworks
deanabb

Top Mentioned in G2:
sap
brennermichael
vijayasankarv
asug_bi
sapjobswithace
bkardon
nstevenlucas
biz_innovations
pawgov
joeharris76

Top Mentioned in G3:
ibm_news
knalbone
slashdot
ibmspss
developerworks
gdusastre
ibm
stwo
ibmsoftware
ibmsmrtrcmptng

Top Mentioned in G4:
youtube
supplychaintime
drivemaverick
computerworld
mashable
usopen
ibm
rsgisforum
expertriver
internettimem

Top Mentioned in G5:
stkonrath
_arianna
researchlive
ltl_tabar
datenjournalist
journalismbuzz
symphiri

Top Mentioned in G6:
zementis
perficient
11antsanalytics
brennermichael
michaelzeller
orquideom
neoconsulting
smmsgireland
rjohnson32
ibmspss

Top Mentioned in G7:
educauseli
drjwmarquis
technapex
tdwi
wicheedu

Top Mentioned in G9:
raywalshe

Top Mentioned in G10:
ibm_news
predictde
11antsanalytics

Top URLs in Tweet in Entire Graph:
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030
http://siliconangle.com/blog/2012/08/28/big-data-wars-using-predictive-analytics-in-afghanistans-war-zones/
http://blogs.perficient.com/businessintelligence/2012/08/29/from-decision-management-to-predictive-analytics-ibm-spss/
http://www.sas.com/news/preleases/KMWorldTrendsetting.html
http://www.youtube.com/watch?v=_E6MTZclvnc&list=SPAD6EEA3C161A84F1&index=1&feature=plpp_video
http://teched2012.sapevents.com/sessions/?sid=10341_24472
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030??source=social-us-analytics-tld
http://www.predictive-analytics.info/2009/04/pmml-101.html
http://www.ibm.com/developerworks/industry/library/ba-predictive-analytics1/index.html?ca=drs-&utm_source=dlvr.it&utm_medium=twitter
http://www.b-eye-network.com/view/16282

Top URLs in Tweet in G1:
http://siliconangle.com/blog/2012/08/28/big-data-wars-using-predictive-analytics-in-afghanistans-war-zones/
http://www.sas.com/news/preleases/KMWorldTrendsetting.html
http://paper.li/ExpertRiver/1298992012
http://www.predictive-analytics.info/2009/04/pmml-101.html
http://www.b-eye-network.com/view/16282
http://www.sybase.com/files/sites/Sybase-Marketplace/analytics-solutions.html
http://blogs.perficient.com/businessintelligence/2012/08/29/from-decision-management-to-predictive-analytics-ibm-spss/
http://www.sas.com/knowledge-exchange/business-analytics/building-an-analytical-culture/more-views-on-the-data-scientist/index.html
http://northamerica.atkinsglobal.com/media-center/press-releases/2012/atkins-and-zementis-partner-to-deliver-real-time-predictive-analytics-solutions
http://www.youtube.com/watch?v=xHYJs53Xws4

Top URLs in Tweet in G2:
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030
http://teched2012.sapevents.com/sessions/?sid=10341_24472
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030??source=social-us-analytics-tld
http://tdwi.org/research/2012/07/tdwi-ebook-predictive-analytics.aspx?utm_source=dlvr.it&utm_medium=twitter
http://spr.ly/6019T95S
http://upstreamcommerce.com/blog/2012/08/30/retailers-boosting-sales-assortment-efficiency-predictive-analytics
http://feeds.feedburner.com/~r/GobeyoBusinessIntelligence/~3/iYpjKjk9wbU/16282?utm_source=feedburner&utm_medium=twitter&utm_campaign=gobeyo
http://www.predictiveanalyticsworld.com/gov/2012/
http://siliconangle.com/blog/2012/08/28/big-data-wars-using-predictive-analytics-in-afghanistans-war-zones/
http://www.b-eye-network.com/view/16282

Top URLs in Tweet in G3:
http://www.youtube.com/watch?v=_E6MTZclvnc&list=SPAD6EEA3C161A84F1&index=1&feature=plpp_video
http://www.ibm.com/common/ssi/cgi-bin/ssialias?infotype=PM&subtype=SP&appname=SWGE_YT_YV_USEN&htmlfid=YTS03011USEN&attachment=YTS03011USEN.PDF
http://blogs.perficient.com/businessintelligence/2012/08/29/from-decision-management-to-predictive-analytics-ibm-spss/
http://slashdot.org/topic/bi/ibms-predictive-analytics-apps-power-us-open/#.UD-TVgeHMK1.twitter
http://www.youtube.com/watch?v=_E6MTZclvnc&list=SPAD6EEA3C161A84F1&index=1&feature=plpp_video&S_CMP=swnews_twitter
https://event.on24.com/eventRegistration/EventLobbyServlet?target=registration.jsp&eventid=501495&sessionid=1&key=7FB65020D76986B4817FC214360757BE&sourcepage=register
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://www.ibm.com/developerworks/industry/library/ba-predictive-analytics1/index.html?ca=drs-&utm_source=dlvr.it&utm_medium=twitter
http://www.ibm.com/analytics/us/en/predictive-analytics/index.html?CT=ISM0056&S_CMP=swnews_twitter
http://www.ibm.com/analytics/us/en/predictive-analytics/index.html

Top URLs in Tweet in G4:
http://catalyst.climber.com/u/16467/Roni-Zapin/jobs/Insurance/modelers-analysts-insurance-all-levels-nyc--new-york-ny-10038
http://www.businesswire.com/news/home/20120827005690/en/SymphonyIRI-Hillshire-Brands-Experts-Divulge-Predictive-Analytics?utm_source=dlvr.it&utm_medium=twitter
http://www.theatlantic.com/sponsored/ibm-power-team/archive/2012/08/cios-can-lead-change-with-predictive-analytics/261569/
http://atmega32-avr.com/cloud-based-predictive-analytics-solutions-poised-for-rapid-growth/
http://sf.oodle.com/r_rsxx_/3151154887-6p747,1/clk.atdmt.com___PaZEMYPCnxqoXuQgR6hxhBQKOo5ZV3OVDQzhZtRDqv4V5I4W1NL9G6lqW_-7vmxX7KwLaw2FRuBiX1xGjj8YFBo0k_D_kyj8Lfk4WrOQcAhm1_jlpVuQ6BD-hx4ZlENt203rhw7_sXs_scKmxgaco2n2ekowL8BWFDVtB9C8nkSoZtBfOc7Hsw,,
http://www.jobsinnewzealand.co.in/jobs/education-training/associate-technical-specialist-wellington?utm_source=twitterfeed&utm_medium=twitter
http://www.google.com/url?sa=X&q=http://www.ibm.com/services/us/gbs/business-analytics/&ct=ga&cad=CAcQARgAIAEoATAAOABA8OXogQVIAlgAYgVlbi1VUw&cd=886U7THOPuw&usg=AFQjCNFMowjGnPk3KRihUuGIz2VvO7LtJg&utm_source=twitterfeed&utm_medium=twitter
http://www.google.com/url?sa=X&q=http://www.ibm.com/services/us/gbs/business-analytics/&ct=ga&cad=CAcQARgAIAEoATAAOABA9uXogQVIAlgAYgVlbi1VUw&cd=sTwPNZb5xyc&usg=AFQjCNFMowjGnPk3KRihUuGIz2VvO7LtJg&utm_source=twitterfeed&utm_medium=twitter&utm_campaign=business
http://www.google.com/url?sa=X&q=http://www.ibm.com/services/us/gbs/business-analytics/&ct=ga&cad=CAcQARgAIAEoATAAOABA-uXogQVIAlgAYgVlbi1VUw&cd=AGrvgJ2ajQ8&usg=AFQjCNFMowjGnPk3KRihUuGIz2VvO7LtJg&utm_source=twitterfeed&utm_medium=twitter
http://www.youtube.com/watch?v=_E6MTZclvnc

Top URLs in Tweet in G5:
http://www.research-live.com/news/analytics/atkins-and-zementis-partner-on-predictive-analytics-for-infastructure-firms/4008152.article
http://www.nextlevelofnews.com/2012/08/wikileaks-data-journalism-using-predictive-analytics-to-identify-flashpoints-in-afghanistans-war-zon.html
http://siliconangle.com/blog/2012/08/28/big-data-wars-using-predictive-analytics-in-afghanistans-war-zones/
http://www.symphonyiri.com/NewsEvents/PressReleases/tabid/97/ItemID/1535/View/Details/Default.aspx
http://www.prweb.com/releases/2012/8/prweb9823406.htm
http://www.latimes.com/news/science/la-sci-warfare-data-20120717,0,409336.story
http://feedproxy.google.com/~r/FutureOfJournalism-News30/~3/nPI6ah0RvCQ/wikileaks-data-journalism-using-predictive-analytics-to-identify-flashpoints-in-afghanistans-war-zon.html?utm_source=twitterfeed&utm_medium=twitter
http://www.adrtoolbox.com/data-informed-utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://365.rsaconference.com/community/connect/blog/2012/08/24/rsace2012-podcast-das-301-using-social-engineering-tactics-for-big-data-espionage
http://www.predictiveanalyticsworld.com/boston/2012/?utm_medium=social&utm_campaign=BOS12&utm_source=twitter#.UDudg_EG0xk.twitter

Top URLs in Tweet in G6:
http://paper.li/sna_social3/1340610253
http://blogs.perficient.com/businessintelligence/2012/08/29/from-decision-management-to-predictive-analytics-ibm-spss/
http://asmarterplanet.com/blog/2012/08/deepak.html
http://www.ibm.com/developerworks/cloud/library/cl-agilepredictiveanalytics/
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030
http://www.predictive-analytics.info/2012/04/r-pmml-support-better-than-ever.html
http://www.sybase.com/files/sites/Sybase-Marketplace/analytics-solutions.html
http://siliconangle.com/blog/2012/08/28/big-data-wars-using-predictive-analytics-in-afghanistans-war-zones/
http://www.linkedin.com/groups?groupDashboard=&gid=2328634&utm_source=buffer&buffer_share=90a49
http://www.youtube.com/watch?v=i1TFfpUPlco

Top URLs in Tweet in G7:
http://www.prweb.com/releases/2012/8/prweb9842007.htm
http://www.americanpubliceducation.com/phoenix.zhtml?c=214618&p=irol-newsArticle&ID=1730327&highlight=
http://www.technapex.com/2012/08/learning-analytics-educational-tools-of-the-future-infographic/
http://tdwi.org/research/2012/07/tdwi-ebook-predictive-analytics.aspx
http://www.redorbit.com/news/technology/1112684389/wcets-predictive-analytics-reporting-par-framework-brings-the-power-of/

Top URLs in Tweet in G8:
http://www.outthere4u.com/listing.php?listingID=8117

Top URLs in Tweet in G9:
http://www.linkedin.com/slink?code=VPX2dm

Top URLs in Tweet in G10:
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNF6tKZ1FPM0Rjcdilt7BT_oZ62_rQ&url=http%3A%2F%2Fwww.redorbit.com%2Fnews%2Ftechnology%2F1112684389%2Fwcets-predictive-analytics-reporting-par-framework-brings-the-power-of%2F&utm_source=dlvr.it&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNEGojtveZmW1iKTjqa4grmg2D3bFA&url=http%3A%2F%2Fwww.redorbit.com%2Fnews%2Fgeneral%2F1112683559%2Fpredictive-search-analytics-available-with-powersearch-software-50-release%2F&utm_source=dlvr.it&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNFJuELXaI70dmRjnRSVhsuhmacs6w&url=http%3A%2F%2Fwww.b-eye-network.com%2Fview%2F16282&utm_source=dlvr.it&utm_medium=twitter
http://www.youtube.com/watch?v=_E6MTZclvnc&list=SPAD6EEA3C161A84F1&index=1&feature=plpp_video
http://www.separationsnow.com/details/news/13958bf2ae7/11Ants-Analytics-launches-11Ants-Predictor-for-Oracle.html?tzcheck=1

Top Domains in Tweet in Entire Graph:
youtube.com
ibm.com
sap.com
google.com
linkedin.com
predictive-analytics.info
siliconangle.com
sas.com
b-eye-network.com
paper.li

Top Domains in Tweet in G1:
predictive-analytics.info
ibm.com
linkedin.com
youtube.com
sas.com
google.com
siliconangle.com
b-eye-network.com
paper.li
sap.com

Top Domains in Tweet in G2:
sap.com
sapevents.com
google.com
youtube.com
tdwi.org
spr.ly
linkedin.com
upstreamcommerce.com
b-eye-network.com
feedburner.com

Top Domains in Tweet in G3:
youtube.com
ibm.com
perficient.com
slashdot.org
fiercehealthit.com
on24.com
ibmpressbooks.com
mashable.com
linkedin.com
tumblr.com

Top Domains in Tweet in G4:
businesswire.com
climber.com
google.com
linkedin.com
youtube.com
theatlantic.com
esri.com
jobsticker.de
atmega32-avr.com
oodle.com

Top Domains in Tweet in G5:
research-live.com
google.com
adrtoolbox.com
nextlevelofnews.com
siliconangle.com
pointright.com
symphonyiri.com
prweb.com
latimes.com
rsaconference.com

Top Domains in Tweet in G6:
predictive-analytics.info
ibm.com
paper.li
linkedin.com
perficient.com
b-eye-network.com
t.co
youtube.com
asmarterplanet.com
sap.com

Top Domains in Tweet in G7:
prweb.com
americanpubliceducation.com
technapex.com
tdwi.org
redorbit.com

Top Domains in Tweet in G8:
outthere4u.com

Top Domains in Tweet in G9:
linkedin.com

Top Domains in Tweet in G10:
google.com
youtube.com
separationsnow.com

Top Hashtags in Tweet in Entire Graph:
analytics
bigdata
datamining
predictive
pmml
ibm
predictiveanalytics
smartcloud
cloud
sas

Top Hashtags in Tweet in G1:
analytics
bigdata
datamining
predictive
pmml
predictiveanalytics
smartcloud
cloud
ibm
sas

Top Hashtags in Tweet in G2:
analytics
bigdata
asug
sapteched
saphana
predictive
cloud
bi
big
mobile

Top Hashtags in Tweet in G3:
analytics
ibm
ibmspss
decisionmgt
ibmanalytics
smarteranalytics
spss
bi
fanalytics
smarterplanet

Top Hashtags in Tweet in G4:
jobs
analytics
sas
modelers
insurance
bi
job
bigdata
stellenangebote
funstuff

Top Hashtags in Tweet in G5:
mrx
analytics
marketresearch
marketing
ahca
healthanalytics
readmissions
qualityassurance
ddj
journo

Top Hashtags in Tweet in G6:
bigdata
analytics
datamining
pmml
predictive
smartcloud
cloud
ibm
sap
sybase

Top Hashtags in Tweet in G7:
education
eddata

Top Hashtags in Tweet in G10:
ibm
analytics
predicti

Top Words in Tweet in Entire Graph:
analytics
predictive
rt
data
bigdata
ibm
pmml
datamining
zementis
amp

Top Words in Tweet in G1:
predictive
analytics
rt
bigdata
data
datamining
pmml
zementis
predictiveanalytics
2012

Top Words in Tweet in G2:
predictive
analytics
rt
need
7
reasons
analysis
sap
data
today

Top Words in Tweet in G3:
analytics
predictive
rt
ibm
data
amp
ibmspss
open
future
before

Top Words in Tweet in G4:
analytics
predictive
insurance
modelers
business
jobs
ibm
data
amp
analysts

Top Words in Tweet in G5:
analytics
predictive
data
amp
journalism
using
rt
wikileaks
identify
afghanistan

Top Words in Tweet in G6:
predictive
analytics
rt
bigdata
pmml
datamining
zementis
data
ibm
smartcloud

Top Words in Tweet in G7:
predictive
analytics
rt
framework
wcet
reporting
online
learning
s
par

Top Words in Tweet in G8:
boston
predictive
analytics
world
sept
30
oct
4
2012
ma

Top Words in Tweet in G9:
experienced
postdoctoral
researcher
2
year
contract
autonomous
control
predictive
analytics

Top Words in Tweet in G10:
analytics
predictive
redorbit
wcet's
reporting
par
framework
brings
power
rt

Top Word Pairs in Tweet in Entire Graph:
predictive,analytics
reasons,need
big,data
rt,zementis
7,reasons
predictive,analysis
using,predictive
analytics,predictive
need,today
today,via

Top Word Pairs in Tweet in G1:
predictive,analytics
rt,zementis
big,data
sas,predictive
2012,trend
data,mining
trend,setting
setting,product
using,predictive
model,markup

Top Word Pairs in Tweet in G2:
predictive,analytics
reasons,need
predictive,analysis
7,reasons
need,today
need,predictive
analysis,7
big,data
visualizing,predictive
asug,sapteched

Top Word Pairs in Tweet in G3:
predictive,analytics
ibm,predictive
predictive,maintenance
detect,signs
signs,trouble
problems,before
before,happen
analytics,ibm
rt,ibm_news
here's,ibm

Top Word Pairs in Tweet in G4:
predictive,analytics
predictive,modelers
modelers,analysts
analysts,insurance
insurance,levels
levels,nyc
nyc,sas
sas,analytics
analytics,modelers
modelers,insurance

Top Word Pairs in Tweet in G5:
predictive,analytics
using,predictive
wikileaks,amp
amp,data
data,journalism
journalism,using
analytics,identify
afghanistan,s
s,war
identify,flashpoints

Top Word Pairs in Tweet in G6:
predictive,analytics
rt,zementis
zementis,predictive
today,via
analytics,ibm
analytics,networks
networks,out
analytics,bigdata
model,markup
markup,language

Top Word Pairs in Tweet in G7:
predictive,analytics
analytics,reporting
online,learning
wcet,s
s,predictive
reporting,par
par,framework
framework,brings
brings,power
power,big

Top Word Pairs in Tweet in G8:
predictive,analytics
analytics,world
world,boston
boston,sept
sept,30
30,oct
oct,4
4,2012
2012,boston
boston,ma

Top Word Pairs in Tweet in G9:
experienced,postdoctoral
postdoctoral,researcher
researcher,2
2,year
year,contract
contract,autonomous
autonomous,control
control,predictive
predictive,analytics
analytics,large

Top Word Pairs in Tweet in G10:
predictive,analytics
wcet's,predictive
analytics,reporting
reporting,par
par,framework
framework,brings
brings,power
power,redorbit

Top Tweeters in Entire Graph:
TheCloudNetwork
TheTechGang
EireJobs
myquestions1
All_Trends_IT
dykodej
JobsTicker
hashonomy_gus
CalliopeCo
TheForexFeedCom

Top Tweeters in G1:
All_Trends_IT
TheForexFeedCom
ConsultRamy
TheSocialMined
SoftwarExpert
Stray__Cat
BISoftwareNews
YvesMulkers
SiliconANGLE
EelcoKaper

Top Tweeters in G2:
TheTechGang
EireJobs
myquestions1
dykodej
callcenterdr
rwang0
ValaAfshar
EON_Business
iConversations
Timothy_Hughes

Top Tweeters in G3:
TheCloudNetwork
hashonomy_gus
CalliopeCo
developerworks
Stwo
ctrl_Tech_News
IBMsystemsID
PR4V33NT4LL4
dbms_output
BigBlueCliff

Top Tweeters in G4:
JobsTicker
cwpseattle
Catalyst_jobs
BW_Business
geciechunchali
lilymaggi
BW_Retail
BW_Comm
BW_Consumer
sjc_mis_jobs

Top Tweeters in G5:
JournalismBuzz
ComplexD
crowdhunters
StKonrath
_arianna
mrnews
CosimoAccoto
DigitalCrimeInv
zetzero
researchlive

Top Tweeters in G6:
findfinancejobs
paulmdavis
jg21
bradleyjoyce
DanielFalcon
daniel_kashmir
biconnections
programmableweb
jobhunt411
jordiandreu79

Top Tweeters in G7:
ToddeNet
Desire2Learn
drjwmarquis
EDUCAUSELI
EdDataCampaign
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