20120821 predictive AND analytics Twitter NodeXL SNA Map
20120821 predictive AND analytics Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
August 21, 2012
Description:
The graph represents a network of 595 Twitter users whose recent tweets contained "predictive AND analytics". The network was obtained on Tuesday, 21 August 2012 at 16:06 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 Monday, 13 August 2012 at 20:31 UTC to Tuesday, 21 August 2012 at 15:58 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: 595
Unique Edges: 4315
Edges With Duplicates: 508
Total Edges: 4823
Self-Loops: 728
Reciprocated Vertex Pair Ratio: 0.366780821917808
Reciprocated Edge Ratio: 0.536707592082185
Connected Components: 104
Single-Vertex Connected Components: 98
Maximum Vertices in a Connected Component: 486
Maximum Edges in a Connected Component: 4693
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.93439
Graph Density: 0.0112921936451348
Modularity: 0.308932
NodeXL Version: 1.0.1.221

Top 10 Vertices, Ranked by Betweenness Centrality:
timoreilly
Zementis
kdnuggets
IBMbigdata
cmswire
YvesMulkers
doug_laney
dhinchcliffe
businessobjects
marksmithvr

Top Replied-To in Entire Graph:
petertatdell
forbes
bizbreakradio
data_informed
vosloo777
sapdba
gkadkol
alteryx
infomgmtexec
markhorseman

Top Replied-To in G1:
markhorseman
tonycosentinovr
infomgmtexec
bdittmer
alteryx
kammartin

Top Replied-To in G2:
valaafshar
vosloo777
sapdba

Top Replied-To in G3:
gletham
dherman76
informese
zakipoint
libreas
irememberandrea

Top Replied-To in G4:
gkadkol

Top Replied-To in G5:
petertatdell
forbes
data_informed

Top Replied-To in G6:
bizbreakradio
ideabloke

Top Replied-To in G7:
teddy777

Top Mentioned in Entire Graph:
zementis
dhinchcliffe
ventanaresearch
kdnuggets
tonycosentinovr
deanabb
ibmspss
srividya
sharethis
pnnlnews

Top Mentioned in G1:
ventanaresearch
tonycosentinovr
kdnuggets
deanabb
zementis
srividya
pervasive
brett2point0
danwoodscito
infomgmt

Top Mentioned in G2:
dhinchcliffe
vijayasankarv
asug_bi
charlieisaacs
wsj
iovation
cognizant
sap
esimoudis
salesforce

Top Mentioned in G3:
fiercehealthit
jezrin
brad_rathgeber
infoarbitrage
bigdataborat
trina0509
nexsysla
prnetech
sense_networks
djpetersen

Top Mentioned in G4:
gunterwessels
timoreilly
a_mckethan
geraintlewis
clarkmike
health_box
grapealope
scoopit
westhealth
simafore

Top Mentioned in G5:
zementis
pnnlnews
lynnlangit
dhinchcliffe
sharethis
cmswire
topcoder
mendeilvr
collisindc
sapcommnet

Top Mentioned in G6:
sewatch
zementis
dixon_jones
ebureau
sapinmemory
aaronw_nc
dawnmevans
marcdowd
bigdataborat
thegrok

Top Mentioned in G7:
softgrid2012
robbinsteif
sorprendida
thebillp

Top Mentioned in G8:
digome1

Top URLs in Tweet in Entire Graph:
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
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.insurancenetworking.com/news/forrester-analytics-social-predictive-30869-1.html
http://www.insidesales.com/
http://www.information-management.com/news/customer-analytics-social-and-predictive-gains-a-few-years-off-10023019-1.html
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://paper.li/ExpertRiver/1298992012
http://data-informed.com/podcast-dean-abbott-on-predictive-analytics-success-on-the-web/
http://paper.li/sna_social3/1340610253

Top URLs in Tweet in G1:
http://blog.ventanaresearch.com/2012/08/17/predictive-analytics-move-toward-center-stage/
http://www.information-management.com/news/customer-analytics-social-and-predictive-gains-a-few-years-off-10023019-1.html
http://data-informed.com/podcast-dean-abbott-on-predictive-analytics-success-on-the-web/
https://cc.readytalk.com/cc/s/showReg?udc=2i7xyzb1a2q5
http://paper.li/ExpertRiver/1298992012
http://paper.li/sna_social3/1340610253
http://bit.ly/Nfgpak
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://en.wikipedia.org/wiki/Predictive_Model_Markup_Language

Top URLs in Tweet in G2:
http://www.insurancenetworking.com/news/forrester-analytics-social-predictive-30869-1.html
http://www.insidesales.com/
http://data-informed.com/utility-project-applies-predictive-analytics-to-slice-of-pacific-northwest-power-grid/
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://feedproxy.google.com/~r/CognizantPerspectives/~3/5H5CA8Nk1Ig/how-predictive-analytics-elevate-airlines-customer-centricity-driving-competitive-advantage?utm_source=twitterfeed&utm_medium=twitter&utm_campaign=sm2011
http://www.iovation.com/careers/
https://www.facebook.com/IBMSoftware/posts/250096311778350
http://blogs.sap.com/innovation/analytics/resurgence-of-predictive-analytics-013796??source=social-us-analytics-tld
http://blogs.wsj.com/cio/2012/08/13/cios-can-own-cleanse-customer-data/
http://www.cmswire.com/cms/customer-experience/insidesalescom-raises-4m-to-hone-predictive-analytics-for-sales-force-automation-016924.php?utm_source=MainRSSFeed&utm_medium=Web&utm_campaign=RSS-News

Top URLs in Tweet in G3:
http://www.insidesales.com/
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://news.feedzilla.com/uk/stories/business/management/239633126?client_source=feed&format=rss&utm_source=twitterfeed&utm_medium=twitter
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16?utm_campaign=twitter-Share-NL
http://www.youtube.com/watch?v=brGfLspBAj8&feature=youtube_gdata&utm_source=twitterfeed&utm_medium=twitter
http://events.linkedin.com/data-driven-analytics-in-era-1061844?trk=link-events-detail-detail
http://www.cmswire.com/cms/customer-experience/insidesalescom-raises-4m-to-hone-predictive-analytics-for-sales-force-automation-016924.php?utm_source=MainRSSFeed&utm_medium=Web&utm_campaign=RSS-News&utm_term=website,+web+design&utm_content=jezrin.com&utm_source=twitterfeed&utm_medium=twitter&utm_campaign=jezrin
http://www.cmswire.com/cms/customer-experience/insidesalescom-raises-4m-to-hone-predictive-analytics-for-sales-force-automation-016924.php?utm_source=MainRSSFeed&utm_medium=Web&utm_campaign=RSS-News
http://lucknowjobs.net/jobs/business-analytics-manager-with-exp-in-saspredictiveloyaltycustomer-insight-and-modeling-skills/
http://www.rawstory.com/rs/2012/07/29/police-using-predictive-analytics-to-prevents-crimes-before-they-happen/

Top URLs in Tweet in G4:
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16?utm_source=rss&utm_medium=rss
http://blogs.sap.com/innovation/analytics/resurgence-of-predictive-analytics-013796
http://www.scoop.it/t/digital-research-for-humanities/p/2430335111/future-of-data-analytics-is-predictive-actionable-fiercehealthit
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16?utm_campaign=twitter-Share-NL
http://www.rxante.com/careers/
http://bmjopen.bmj.com/content/2/4/e001667.full.pdf
http://www.fiercehealthit.com/story/future-data-analytics-predictive-actionable/2012-08-16?utm_campaign=twitter-Share-Web#.UC08kwlWq3E.twitter
http://radar.oreilly.com/2012/08/data-health-care.html
http://radar.oreilly.com/2012/08/data-health-care.htm

Top URLs in Tweet in G5:
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.insurancenetworking.com/news/forrester-analytics-social-predictive-30869-1.html
http://www.popsci.com/technology/article/2012-08/new-algorithm-predicts-your-future-movements-within-65-foot-accuracy?cmpid=tw&utm_source=buffer&buffer_share=b405d
http://feedproxy.google.com/~r/RBloggers/~3/DfbEfeDKKaY/?utm_source=twitterfeed&utm_medium=twitter
http://decisionmanagementsolutions.com/decision-management-technology
http://www.predictive-analytics.info/2012/08/top-10-pmml-resources.html
http://www.predictive-analytics.info/2012/06/synergies-and-value-proposition-between.html
http://scn.sap.com/docs/DOC-30928
http://lnkd.in/3FDpaC

Top URLs in Tweet in G6:
http://www.predictiveanalyticsworld.com/patimes/august12/#cover
http://www.predictiontech.com/2011/09/tailored-predictive-analytics-technologies/
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://focussearch.com.au/video/what-is-predictive-analytics-increasing-conversion-rate-using-predictive-analytics/
http://www.nytimes.com/2012/08/19/business/electronic-scores-rank-consumers-by-potential-value.html
http://www.destinationcrm.com/Articles/CRM-News/Daily-News/SAP-Releases-Sentiment-Analysis-Solution-84129.aspx
http://www.youtube.com/watch?v=brGfLspBAj8
http://www.insidesales.com/
http://www.cmswire.com/cms/customer-experience/insidesalescom-raises-4m-to-hone-predictive-analytics-for-sales-force-automation-016924.php
http://www.mbtmag.com/articles/2012/04/asset-failure-why-risk-it?goback=%2Egde_160419_member_147303503

Top URLs in Tweet in G7:
http://www.nytimes.com/2012/08/19/business/electronic-scores-rank-consumers-by-potential-value.html
http://analytics.theiegroup.com/bigdata-boston
http://blog.canworksmart.com/predictive-analytics/predictive-analytics-in-retail/
http://www.rawstory.com/rs/2012/07/29/police-using-predictive-analytics-to-prevents-crimes-before-they-happen/

Top URLs in Tweet in G8:
http://www.technologyreview.com/news/428427/an-algorithm-to-pick-startup-winners/
http://correlationvc.com/about
http://cicayda.tumblr.com/post/29556094166/fear-and-loathing-of-predictive-coding
http://machine-master.blogspot.com/2012/08/predictive-analytics-some-ways-to-waste.html
http://www.ibm.com/developerworks/industry/library/ind-PMML3/
http://www.kdnuggets.com/2012/08/paw-top-influencers-predictive-analytics-world-boston.html?utm_source=Datawunder&utm_medium=twitter
http://www.facebook.com/pages/Datawunder/155307384492332

Top URLs in Tweet in G9:
http://www.finextra.com/news/announcement.aspx?pressreleaseid=45957

Top URLs in Tweet in G10:
http://www.prnewswire.co.uk/news-releases/lumata-acquires-act750-enhancing-product-leadership-for-telecom-operators-with-best-in-class-subscriber-base-management-solution-and-predictive-analytics-166440066.html?utm_source=PR+Newswire+Europe&utm_medium=SocialPost
http://www.prnewswire.co.uk/news-releases/lumata-acquires-act750-enhancing-product-leadership-for-telecom-operators-with-best-in-class-subscriber-base-management-solution-and-predictive-analytics-166440066.html?utm_source=twitterfeed&utm_medium=twitter
http://www.prnewswire.co.uk/news-releases/lumata-acquires-act750-enhancing-product-leadership-for-telecom-operators-with-best-in-class-subscriber-base-management-solution-and-predictive-analytics-166440066.html?utm_source=PRN+Europe&utm_medium=SocialPost

Top Hashtags in Tweet in Entire Graph:
analytics
bigdata
predictive
datamining
pmml
predictiveanalytics
ibm
smartcloud
ensw
socbiz

Top Hashtags in Tweet in G1:
analytics
bigdata
predictive
pmml
predictiveanalytics
datamining
ibm
smartcloud
ibmspss
rstats

Top Hashtags in Tweet in G2:
bigdata
analytics
predictive
ensw
ibm
socbiz
crme12
futureofwork
decisionmgt
asug

Top Hashtags in Tweet in G3:
job
analytics
web
jobs
generalscience
cybercoders
cms
webdesign
insidesalescom
madison

Top Hashtags in Tweet in G4:
healthit
analytics
bigdata
singularityu
onc
stratarx
digitalhealth
health20
healthcare
futuremed

Top Hashtags in Tweet in G5:
bigdata
analytics
datamining
pmml
predictiveanalytics
predictive
ibm
job
rstats
smartcloud

Top Hashtags in Tweet in G6:
predictive
analytics
bigdata
bi
decisionmgt
ibm
sessf
cpm
businessrules
smartcloud

Top Hashtags in Tweet in G7:
netapp
bdbn
bigdata
nasa

Top Hashtags in Tweet in G8:
bigdata
ilta12
predictive
analytics
ibm
developerworks
smartcloud
dontfearthetech

Top Words in Tweet in Entire Graph:
analytics
predictive
rt
data
bigdata
future
social
ibm
amp
via

Top Words in Tweet in G1:
analytics
predictive
bigdata
rt
data
pmml
predictiveanalytics
datamining
ibm
social

Top Words in Tweet in G2:
analytics
predictive
rt
data
social
bigdata
amp
ibm
customer
sales

Top Words in Tweet in G3:
predictive
analytics
data
future
actionable
sales
customer
job
modeling
few

Top Words in Tweet in G4:
analytics
predictive
data
future
actionable
rt
via
healthcare
analysis
fiercehealthit

Top Words in Tweet in G5:
analytics
predictive
rt
bigdata
zementis
datamining
data
pmml
new
ibm

Top Words in Tweet in G6:
analytics
predictive
data
rt
bigdata
big
bi
business
decisionmgt
amp

Top Words in Tweet in G7:
analytics
predictive
management
rt
today's
ny
times
meets
fico
scores

Top Words in Tweet in G8:
analytics
predictive
blog
bigdata
article
correlation
ventures
venture
capital
firm

Top Words in Tweet in G9:
fico
chooses
savvis
deliver
debt
manager
leading
provider
predictive
analytics

Top Words in Tweet in G10:
lumata
acquires
act750
enhancing
product
leadership
telecom
operators
best
class

Top Word Pairs in Tweet in Entire Graph:
predictive, analytics
data, analytics
future, data
predictive, actionable
analytics, social
big, data
customer, analytics
bigdata, datamining
predictive, social
rt, zementis

Top Word Pairs in Tweet in G1:
predictive, analytics
customer, analytics
datamining, bigdata
analytics, social
predictive, social
out, top
top, stories
stories, today
today, via
data, analytics

Top Word Pairs in Tweet in G2:
predictive, analytics
social, analytics
amp, predictive
raises, 4m
4m, hone
hone, predictive
analytics, sales
sales, force
survey, social
analytics, popular

Top Word Pairs in Tweet in G3:
predictive, analytics
data, analytics
future, data
predictive, actionable
analytics, sales
raises, 4m
4m, hone
hone, predictive
analytics, social
predictive, modeling

Top Word Pairs in Tweet in G4:
predictive, analytics
data, analytics
predictive, actionable
future, data
actionable, fiercehealthit
need, predictive
local, governance
real, time
analytics, solving
solving, wanamaker

Top Word Pairs in Tweet in G5:
predictive, analytics
rt, zementis
datamining, bigdata
new, york
bigdata, analytics
pmml, bigdata
analytics, popular
big, data
data, analytics
social, analytics

Top Word Pairs in Tweet in G6:
predictive, analytics
big, data
analytics, data
bigdata, bi
tool, types
types, analytics
data, driven
driven, automation
adaptive, learning
optimization, sessf

Top Word Pairs in Tweet in G7:
predictive, analytics
today's, ny
ny, times
times, predictive
analytics, meets
meets, fico
fico, scores
predictive, forecasting
forecasting, management
management, customer

Top Word Pairs in Tweet in G8:
predictive, analytics
correlation, ventures
ventures, venture
venture, capital
capital, firm
firm, driven
driven, predictive
analytics, software
software, here
ready, ilta12

Top Word Pairs in Tweet in G9:
fico, chooses
chooses, savvis
savvis, deliver
deliver, debt
debt, manager
manager, fico
fico, leading
leading, provider
provider, predictive
predictive, analytics

Top Word Pairs in Tweet in G10:
lumata, acquires
acquires, act750
act750, enhancing
enhancing, product
product, leadership
leadership, telecom
telecom, operators
operators, best
best, class
class, subscriber

Top Tweeters in Entire Graph:
FN_Press
nefimev
JobsTicker
DanJminor
Power_of_RT
JobsLucknow
AnaCristinaPrts
MyPROSales
ValaAfshar
TuPresentacion

Top Tweeters in G1:
TuPresentacion
TheSocialMined
MediaForbes
OutsourcingFirm
JAdP
MarkHorseman
ChandaGlover
analyticsdennis
dbworld_
marksmithvr

Top Tweeters in G2:
ValaAfshar
TomRaftery
studentforce
CraigMJamieson
cmswire
charlieisaacs
paulcbrady
prem_k
data4all
LotusEvangelist

Top Tweeters in G3:
nefimev
JobsTicker
JobsLucknow
MyPROSales
quick13
agentson
RichmondJobNet
renepkn
SelbyJennings
PCHmagazine_OC

Top Tweeters in G4:
AnaCristinaPrts
lsaldanamd
tatitosi
healthration
VCEIPO
crowdhunters
doctorfullerton
timoreilly
Perficient_HC
drnic1

Top Tweeters in G5:
FN_Press
Power_of_RT
julielerman
CanadaJobss
nopiedra
WomanHandled
CaddyMarketing
msgbi
Clansman2
YvesMulkers

Top Tweeters in G6:
aknecht
MobileGamesPlay
sewatch
firebelly
SIMSIMA3D
ROI_Analytics
key4
JeffreyBreen
PeteMelrose
vbouton

Top Tweeters in G7:
sorprendida
KBrandMarketing
manumarchal
thebillp
estherparrado
kylebarber
robbinsteif
IEctowers
importio

Top Tweeters in G8:
ResearchProcess
Nectarineimp
Digome1
ExcelDataMining
cleverhedge
tctjr
marketpsychdata
cicayda

Top Tweeters in G9:
azimomoney
MobileMoneyHQ
SendMoneyGlobal

Top Tweeters in G10:
PRNEAlert
PRNEBiztech
PRNETech