20120827 Predictive Analytics Twitter NodeXL SNA Map
20120827 Predictive Analytics Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
August 27, 2012
Description:
The graph represents a network of 509 Twitter users whose recent tweets contained "predictive AND analytics". The network was obtained on Monday, 27 August 2012 at 18:07 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 Sunday, 19 August 2012 at 14:06 UTC to Monday, 27 August 2012 at 17:27 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: 509
Unique Edges: 2996
Edges With Duplicates: 438
Total Edges: 3434
Self-Loops: 712
Reciprocated Vertex Pair Ratio: 0.381026438569207
Reciprocated Edge Ratio: 0.551801801801802
Connected Components: 107
Single-Vertex Connected Components: 99
Maximum Vertices in a Connected Component: 394
Maximum Edges in a Connected Component: 3296
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 3.086365
Graph Density: 0.0103027396624538
Modularity: 0.302533
NodeXL Version: 1.0.1.221

Top 10 Vertices, Ranked by Betweenness Centrality:
Zementis
eric_kavanagh
YvesMulkers
mgualtieri
IBMbigdata
SASanalytics
businessobjects
ibmcognos
kdnuggets
SAP

Top Replied-To in Entire Graph:
smarterplanet
mlanting
bizbreakradio
lynnlangit
dmariani
jeffjedras
lorainelawson
practicingea
jolieodell
adam_binnie

Top Replied-To in G1:
smarterplanet
jolieodell
angoss
practicingea
lorainelawson
mlanting
jeffjedras

Top Replied-To in G2:
irememberandrea
gustavogutman
danfbridge
inesmergel
ericgharrison

Top Replied-To in G4:
marc_smith
markhorseman
bizbreakradio
dmariani
lynnlangit

Top Replied-To in G5:
adam_binnie

Top Replied-To in G8:
data_informed

Top Mentioned in Entire Graph:
zementis
sap
sasanalytics
ibmbigdata
michaelzeller
kdnuggets
tonycosentinovr
ventanaresearch
orquideom
sassoftware

Top Mentioned in G1:
zementis
orquideom
sasanalytics
michaelzeller
simmethod
sap
kirkdborne
camacconsulting
dr_insight
sggonzalez

Top Mentioned in G2:
andysouders
prnews
sergiodelrio
urbianalytics
expertriver
editorsnet
fxseekin
arnaudbaesa
youtube
manycues

Top Mentioned in G3:
zementis
tonycosentinovr
ventanaresearch
katharynmwhite
pnnlnews
kdnuggets
ibmbigdata
nydatagirl
gdusastre
timoreilly

Top Mentioned in G4:
zementis
pervasive
predixionsw
robertspaige
dzone
kdnuggets
marc_smith
timoreilly
ibmbigdata
cmswire

Top Mentioned in G5:
sap
vijayasankarv
asug_bi
brennermichael
businessobjects
ibmsapalliance
sparkworks_4u
forbes
bitechwatch
sapbuddy

Top Mentioned in G6:
mbrewer
valentechnology
_inn
hackathorn
jdruotolo
bsitko
lavernedurham

Top Mentioned in G7:
westhealth
symplur
fiercehealthit
drnic1

Top Mentioned in G8:
data_informed
pnw_smartgrid
stoneciphereric
ieeepervasive
sharethis

Top Mentioned in G9:
sassoftware

Top Mentioned in G10:
sap
ogilvyoneparis

Top URLs in Tweet in Entire Graph:
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://www.ibm.com/developerworks/cloud/library/cl-agilepredictiveanalytics/
http://www.sas.com/news/preleases/KMWorldTrendsetting.html
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030??source=social-us-analytics-tld
http://blog.ventanaresearch.com/2012/08/17/predictive-analytics-move-toward-center-stage/
http://bigdata.pervasive.com/Blog/Big-Data-Blog/EntryId/1070/Sampling-is-Senseless-Where-Predictive-Analytics-Fail.aspx
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030
http://decisionmanagementsolutions.com/decision-management-technology
http://paper.li/ExpertRiver/1298992012

Top URLs in Tweet in G1:
http://www.ibm.com/developerworks/cloud/library/cl-agilepredictiveanalytics/
http://www.sas.com/news/preleases/KMWorldTrendsetting.html
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://www.linkedin.com/slink?code=5JdhDE
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://www.sybase.com/files/sites/Sybase-Marketplace/analytics-solutions.html
http://decisionmanagementsolutions.com/decision-management-technology
http://www.predictive-analytics.info/2012/08/top-10-pmml-resources.html
http://www.analyticheroes.com/
http://hashonomy.com/link/sasr-predictive-analytics-data-mining-named-2012-trend-setting-product-sas-press-releases-514433/

Top URLs in Tweet in G2:
http://catalyst.climber.com/u/16467/Roni-Zapin/jobs/Insurance/modelers-analysts-insurance-all-levels-nyc--new-york-ny-10038
http://www.insidesales.com/
http://www.businesswire.com/news/home/20120827005690/en/SymphonyIRI-Hillshire-Brands-Experts-Divulge-Predictive-Analytics?utm_source=dlvr.it&utm_medium=twitter
http://www.youtube.com/watch?v=brGfLspBAj8&feature=youtube_gdata&utm_source=twitterfeed&utm_medium=twitter
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://focussearch.com.au/video/what-is-predictive-analytics-increasing-conversion-rate-using-predictive-analytics/
http://www.atmmarketplace.com/article/199529/FICO-Data-Shows-a-Spike-in-US-Credit-and-Debit-Card-Fraud?utm_source=twitterfeed&utm_medium=twitter
http://www.nytimes.com/2012/08/19/business/electronic-scores-rank-consumers-by-potential-value.html?smid=tw-share
http://www.linkedin.com/slink?code=XJhwb5
http://www.nytimes.com/2012/08/19/business/electronic-scores-rank-consumers-by-potential-value.html?_r=1&hp

Top URLs in Tweet in G3:
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://blog.ventanaresearch.com/2012/08/17/predictive-analytics-move-toward-center-stage/
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://www.youtube.com/watch?v=_E6MTZclvnc&feature=youtu.be
http://www.youtube.com/watch?v=_E6MTZclvnc
https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=1039
http://www.vebd.insofe.edu.in/
http://www.hmstech.com/tactweet/index.asp
http://www.the-cma.org/disciplines/analytics/archive/predictive-analytics-black-box
http://www.youtube.com/watch?v=_E6MTZclvnc&feature=context-cha&playnext=1&list=SPAD6EEA3C161A84F1

Top URLs in Tweet in G4:
http://bigdata.pervasive.com/Blog/Big-Data-Blog/EntryId/1070/Sampling-is-Senseless-Where-Predictive-Analytics-Fail.aspx
http://paper.li/sna_social3/1340610253
http://paper.li/ExpertRiver/1298992012
http://decisionmanagementsolutions.com/decision-management-technology
http://refcardz.dzone.com/refcardz/machine-learning-predictive
http://unex.uci.edu/services/events/#00865
http://tweetedtimes.com/kdnuggets/analytics-data-mining
http://www.predictive-analytics.info/2012/05/predictive-analytics-at-speed-of.html
http://cloud-whitepapers.com/cloud/default/index/109
http://www.equities.com/

Top URLs in Tweet in G5:
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030??source=social-us-analytics-tld
http://blogs.sap.com/innovation/analytics/predictive-analysis-7-reasons-you-need-it-today-014030
http://blogs.sap.com/innovation/analytics/resurgence-of-predictive-analytics-013796??source=social-us-analytics-tld
http://spr.ly/IDC_Impact?q4639999=1
http://blogs.sap.com/innovation/analytics/resurgence-of-predictive-analytics-013796
http://blogs.sap.com/innovation/big-data/unstructured-data-delivers-battlefield-edge-014348
http://www.sas.com/news/preleases/KMWorldTrendsetting.html
http://teched2012.sapevents.com/sessions/?sid=10341_24472
http://teched2012.sapevents.com/sessions?sid=10341_24472
http://blogs.sap.com/innovation/big-data/unstructured-data-delivers-battlefield-edge-014348?q4649150=1

Top URLs in Tweet in G6:
http://mbrewergroup.com/2012/08/predictive-analytics-in-apartment-marketing/
http://www.linkedin.com/slink?code=E_sh4P
http://www.insurancenetworking.com/vwc/Valen-propertyright-predictive-analytics-homeowners-30893-1.html
http://mbrewergroup.com/2012/08/predictive-analytics-in-apartment-marketing/?utm_source=dlvr.it&utm_medium=twitter
http://www.insurancetech.com/business-intelligence/240005814
http://www.virtual-strategy.com/2012/08/22/sas%C2%AE-predictive-analytics-data-mining-named-2012-trend-setting-product
http://p.ost.im/p/dLjvuJ
http://feedproxy.google.com/~r/MBrewerGroup/~3/8SjgVNoQs40/?utm_source=twitterfeed&utm_medium=twitter
http://www.insurancethoughtleadership.com/index.php/site/claims-management/predictive-analytics-in-workers-compensation-made-easy-and-affordable/
http://www.insurancenetworking.com/news/forrester-analytics-social-predictive-30869-1.html?ET=insurancenetworking:e3406:63110a:&st=email&utm_source=buffer&buffer_share=c8748

Top URLs in Tweet in G7:
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://www.jobmagic.com/job/Lead-Consultant-Predictive-Analytics-Healthcare-Vertical-Job-San-Francisco-CA-94105-US-9414071.html
http://www.jobmagic.com/job/Researcher-Quantitative-Modeling-Predictive-Analytics-Job-Winston-Salem-NC-27107-US-9469242.html
http://www.bullhornreach.com/job/309028_lead-predictive-analytics-healthcarefinl-serv-san-francisco-ca?utm_campaign=v1&shortlink=915228&utm_content=2&utm_source=twitter.com&referer=None&utm_medium=referral
http://www.bullhornreach.com/job/309028_lead-predictive-analytics-healthcarefinl-serv-san-francisco-ca?utm_campaign=v1&shortlink=915228&utm_content=6&utm_source=twitter.com&referer=None&utm_medium=referral
http://www.bullhornreach.com/job/329558_senior-predictive-modeler-insurance-claims-analytics-new-york-new-york-ny?utm_campaign=v1&shortlink=958945&utm_content=5&utm_source=twitter.com&referer=None&utm_medium=referral
http://www.bullhornreach.com/job/329558_senior-predictive-modeler-insurance-claims-analytics-new-york-new-york-ny?referer=None&shortlink=958945
http://www.bullhornreach.com/job/329558_senior-predictive-modeler-insurance-claims-analytics-new-york-new-york-ny?utm_campaign=v1&shortlink=958945&utm_content=1&utm_source=twitter.com&referer=None&utm_medium=referral
http://www.bullhornreach.com/job/329558_senior-predictive-modeler-insurance-claims-analytics-new-york-new-york-ny?utm_campaign=v1&shortlink=958945&utm_content=3&utm_source=twitter.com&referer=None&utm_medium=referral
http://www.pointright.com/blog/?p=325&utm_source=twitter&utm_medium=social&utm_content=96b48878-c369-4531-adab-72cd2275d560

Top URLs in Tweet in G8:
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://trib.al/yBpzK4
http://bigdata.pervasive.com/Blog/Big-Data-Blog/EntryId/1070/Sampling-is-Senseless-Where-Predictive-Analytics-Fail.aspx
http://www.linkedin.com/slink?code=fCNEyd

Top URLs in Tweet in G9:
http://www.sas.com/news/preleases/KMWorldTrendsetting.html?utm_medium=twitter&utm_source=dlvr.it
http://www.finextra.com/news/announcement.aspx?pressreleaseid=45957

Top URLs in Tweet in G10:
http://blogs.sap.com/innovation/analytics/resurgence-of-predictive-analytics-013796
http://artbes.visibli.com/share/KoAdRX
http://www.nytimes.com/glogin?URI=http://www.nytimes.com/2012/08/19/business/electronic-scores-rank-consumers-by-potential-value.html&OQ=_rQ3D1&OP=160410ebQ2FQ60yQ5EsQ60(Q26u29Q26Q26SQ7DQ60Q7DM.Q7DQ60M)Q60.LQ60sp2Q22BQ5E22Q60Q5EiQ5EuS9Q26BQ22uQ202uQ269Q5E2Q209wBmQ20uQ26B2pKQ5E92Q20s6Q20kQ26SQ5EBSQ22wiQ20RwipQ5ETNSKi

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

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

Top Hashtags in Tweet in G2:
analytics
jobs
seotv
seo
job
sas
modelers
insurance
predictiveanalytics
googleanalytics

Top Hashtags in Tweet in G3:
analytics
bigdata
predictive
ibm
ibmspss
decisionmgt
ibmbigdata
datamining
ibmanalytics
energy

Top Hashtags in Tweet in G4:
analytics
bigdata
predictive
pmml
datamining
smartcloud
ibm
cloud
netezza
spss

Top Hashtags in Tweet in G5:
analytics
predictive
asug
sapteched
saphana
bigdata
sapforumindia
finance
data
sas

Top Hashtags in Tweet in G6:
sas
analytics
multifamily
insurance
workerscomp
datamining
jobs
reinsurance
bbbt

Top Hashtags in Tweet in G7:
job
hcsm
digitalhealth
health20
bigdata
healthit
hcsmeu
dataanalytics
healthcare
hit

Top Hashtags in Tweet in G8:
smartgrid
embedded

Top Hashtags in Tweet in G10:
data

Top Words in Tweet in Entire Graph:
analytics
predictive
rt
data
bigdata
2012
sas
ibm
pmml
datamining

Top Words in Tweet in G1:
analytics
predictive
rt
bigdata
pmml
data
datamining
ibm
2012
sas

Top Words in Tweet in G2:
analytics
predictive
data
business
sas
new
future
mining
amp
fico

Top Words in Tweet in G3:
analytics
predictive
rt
data
bigdata
energy
amp
big
grid
ibm

Top Words in Tweet in G4:
analytics
predictive
bigdata
data
2012
rt
pmml
sas
ibm
via

Top Words in Tweet in G5:
predictive
analytics
rt
analysis
7
reasons
need
today
sap
here

Top Words in Tweet in G6:
analytics
predictive
apartment
marketing
insurance
rt
product
mbrewer
sas
workers

Top Words in Tweet in G7:
analytics
predictive
data
job
new
future
actionable
york
healthcare
rt

Top Words in Tweet in G8:
predictive
analytics
rt
smartgrid
pnw_smartgrid
data_informed
discusses
technology
saving
money

Top Words in Tweet in G9:
predictive
analytics
fico
rt
sassoftware
sas
data
mining
named
2012

Top Words in Tweet in G10:
predictive
analytics
resurgence
strategic
potential
cooler
looks
data

Top Word Pairs in Tweet in Entire Graph:
predictive, analytics
data, analytics
data, mining
2012, trend
sas, predictive
trend, setting
setting, product
mining, named
named, 2012
big, data

Top Word Pairs in Tweet in G1:
predictive, analytics
analytics, data
data, mining
rt, zementis
2012, trend
sas, predictive
ibm, smartcloud
smartcloud, enterprise
pmml, datamining
analytics, ibm

Top Word Pairs in Tweet in G2:
predictive, analytics
data, analytics
analytics, business
analytics, optimization
data, mining
sas, analytics
big, data
future, data
predictive, actionable
fico, provider

Top Word Pairs in Tweet in G3:
predictive, analytics
big, data
smart, grid
data, smart
empowered, energy
energy, consumers
grid, empowered
analytics, move
move, toward
power, predictive

Top Word Pairs in Tweet in G4:
predictive, analytics
analytics, data
data, mining
sas, predictive
2012, trend
trend, setting
setting, product
mining, named
named, 2012
out, top

Top Word Pairs in Tweet in G5:
predictive, analytics
predictive, analysis
7, reasons
reasons, need
need, today
rt, sap
familiar, predictive
analysis, here
here, 7
strategic, potential

Top Word Pairs in Tweet in G6:
predictive, analytics
apartment, marketing
analytics, apartment
analytics, workers
workers, compensation
compensation, made
made, easy
easy, affordable
affordable, insurance
insurance, thought

Top Word Pairs in Tweet in G7:
analytics, predictive
new, york
data, analytics
predictive, actionable
future, data
analytics, healthcare
san, francisco
francisco, ca
ca, job
senior, predictive

Top Word Pairs in Tweet in G8:
predictive, analytics
data_informed, discusses
discusses, pnw_smartgrid
pnw_smartgrid, predictive
analytics, technology
technology, saving
saving, money
money, energy
sampling, datasets
datasets, thing

Top Word Pairs in Tweet in G9:
predictive, analytics
rt, sassoftware
sassoftware, sas
sas, predictive
analytics, data
data, mining
mining, named
named, 2012
2012, trend
trend, setting

Top Word Pairs in Tweet in G10:
predictive, analytics
resurgence, predictive
analytics, strategic
strategic, potential
cooler, looks
looks, resurgence
potential, data

Top Tweeters in Entire Graph:
TheCloudNetwork
News_Discussion
NewsFromTheSky
THEJOBSMALL
DanJminor
hashonomy_gus
callcenterdr
book20
MyPROSales
Catalyst_jobs

Top Tweeters in G1:
THEJOBSMALL
hashonomy_gus
callcenterdr
enetworklink
ValaAfshar
VCEIPO
RTeDiscovery
CanadaJobss
ComplexD
TechFaq360

Top Tweeters in G2:
News_Discussion
NewsFromTheSky
MyPROSales
Catalyst_jobs
dyjihuxemu
EON_Business
quick13
quirkyme
MEDCareerAgents
lilymaggi

Top Tweeters in G3:
TheSocialMined
TomRaftery
CSRwire
AmanSinghCSR
bdpatoday
sardire
ctrl_Tech_News
programmableweb
amit_das
mdnoorhadi

Top Tweeters in G4:
TheCloudNetwork
DanJminor
book20
ConsultRamy
prevelantWD
da52543
SEOGoblin
MobileGamesPlay
BINewsWire
BISoftwareNews

Top Tweeters in G5:
BW_Business
servantofchaos
rubengg2010
agranovb
normanmarks
vijayasankarv
aldoceccarelli
tpowlas
SAPJobsUSA
businessobjects

Top Tweeters in G6:
JonathanSaar
BSitko
mbrewer
jdruotolo
KenRDus
_INN
theaptnerd
davedias
aficionado
EzraPenland

Top Tweeters in G7:
Toffleresque
angel189
drnic1
QuantHire
RoniZapin
dtmcculloch
HPHealthcare
gvanantwerp
DrZahwa
3MHISNews

Top Tweeters in G8:
ieeesmartgrid
QualityLogic
SmartGridCurato
analyticsfuture
Stavros_IT
ProlucidLG
PNW_SmartGrid
ieeepervasive

Top Tweeters in G9:
DCarsonCPA_NYC
DCarsonCPA
DCarsonCPA_CT
DCarsonCPA_MA
DCarsonCPA_CATX
azimomoney
MobileMoneyHQ
SendMoneyGlobal

Top Tweeters in G10:
Art_Bes
rezagm
PJLecuyer
OgilvyOneParis
media_director