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20121001 predictive analytics Twitter NodeXL SNA Map
20121001 predictive analytics Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
October 01, 2012
Description:
The graph represents a network of 835 Twitter users whose recent tweets contained ""predictive analytics" OR predictiveanalytics". The network was obtained on Monday, 01 October 2012 at 12:34 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-day, 2-hour, 13-minute period from Sunday, 23 September 2012 at 09:57 UTC to Monday, 01 October 2012 at 12:10 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: 835
Unique Edges: 8826
Edges With Duplicates: 663
Total Edges: 9489
Self-Loops: 1066
Reciprocated Vertex Pair Ratio: 0.381316489361702
Reciprocated Edge Ratio: 0.552105896510229
Connected Components: 90
Single-Vertex Connected Components: 84
Maximum Vertices in a Connected Component: 740
Maximum Edges in a Connected Component: 9366
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.825011
Graph Density: 0.0119329685951837
Modularity: 0.307896
NodeXL Version: 1.0.1.225

Top 10 Vertices, Ranked by Betweenness Centrality:
forrester
BernardMarr
YvesMulkers
mgualtieri
rwang0
jameskobielus
ibmbizanalytics
IEGroup
Asher_Wolf
IBM_NEWS

Top Replied-To in Entire Graph:
firsttennessee
sna_social3
wikicfp
yvesmulkers
genevievechase
mantispulse
katrinarossread
angoss
annekeseley
allen_bernard1

Top Replied-To in G1:
sna_social3
paullewis
howleyshockey
genevievechase
mantispulse
mitchthrower
service2media
angoss

Top Replied-To in G2:
wikicfp
yvesmulkers
cioupdate
allen_bernard1
annekeseley
clifflewisphd
hexawaretech
fractalites
vertica
kxen

Top Replied-To in G3:
firsttennessee
laurencetrigwel
katrinarossread
creckling
smarterplanet

Top Replied-To in G4:
iisastr
innotap
spurpura
advertisingweek
p_palau
infosys
tweetcloud_app
cloudexpo
cloudtweaks
marketingcloud

Top Replied-To in G5:
grogsgamut

Top Mentioned in Entire Graph:
cioonline
tibcospotfire
liampomfret
itworld
analyticsshare
s_v_g
loubajuk
sharethis
yvesmulkers
scdigest

Top Mentioned in G1:
cioonline
itworld
scdigest
s_v_g
dcconnect
1mby1m
simafore
dodrecruiterdc
tweeterp
cio

Top Mentioned in G2:
tibcospotfire
loubajuk
cioonline
iegroup
pawcon
analyticsshare
shawnrog
ventanaresearch
twleung
deanabb

Top Mentioned in G3:
seeibmanalytics
s_v_g
suemarino
ibmcognos
cioonline
ibmbanking
scottgroenendal
analyticsshare
ibmcloud
tiffanywinman

Top Mentioned in G4:
cioonline
allen_bernard1
analyticsshare
scoopit
sharethis
pieroleo
youtube
jackivaughan
dba_j
techmantalking

Top Mentioned in G5:
liampomfret

Top Mentioned in G6:
cu_harmeet
towerswatson
cdnunderwriter
veriskinsurance
isonews
_inn
insurancetech
sharethis

Top Mentioned in G7:
urbandata
centerdigitaled
bwddph
rayschroeder
boozallen
upcea
paulmbaker

Top URLs in Tweet in Entire Graph:
http://www.cio.com/article/716726/How_Big_Data_Brings_BI_Predictive_Analytics_Together
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together
https://www-304.ibm.com/connections/blogs/predictiveanalytics/entry/driving_process_improvement_and_a_culture_of_analytics_at_the_national_guard7?lang=en_us
http://www.theatlantic.com/sponsored/ibm-cloud-rescue/archive/2012/09/innovator-chat-the-power-of-predictive-analytics-in-the-cloud/262007/
http://ctrl-search.com/Follow/Follow.aspx?Preference=predictive%20analytics
http://www.scdigest.com/ASSETS/NEWSVIEWS/12-09-20-1.php?cid=6227
http://www.toolsjournal.com/integrations-articles/item/846-greenplum-and-alpine-target-in-database-big-data-predictive-analytics
http://www.pcadvisor.co.uk/news/small-business/3399616/how-big-data-brings-bi-predictive-analytics-together/
http://paper.li/sna_social3/1340610253
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together?sf6236040=1

Top URLs in Tweet in G1:
http://www.cio.com/article/716726/How_Big_Data_Brings_BI_Predictive_Analytics_Together
http://www.scdigest.com/ASSETS/NEWSVIEWS/12-09-20-1.php?cid=6227
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together
http://www.toolsjournal.com/integrations-articles/item/846-greenplum-and-alpine-target-in-database-big-data-predictive-analytics
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together?sf6236040=1
http://feedproxy.google.com/~r/B2C_Business/~3/BrfhFKHZTCM/predictive-analytics-changing-the-way-insurers-think-about-their-homeowners-risks-0293794
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNF5mGbhMymLoze_5SSnwduOti3VOA&url=http://www.pcadvisor.co.uk/news/small-business/3399616/how-big-data-brings-bi-predictive-analytics-together/&utm_source=twitterfeed&utm_medium=twitter
http://bit.ly/LoykdD
http://www.insurancetech.com/claims/240007677
http://www.cio.in/news/big-data-update-brings-bi-predictive-analytics-together-307642012

Top URLs in Tweet in G2:
http://ctrl-search.com/Follow/Follow.aspx?Preference=predictive%20analytics
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together
http://www.cio.com/article/716726/How_Big_Data_Brings_BI_Predictive_Analytics_Together
http://blog.infochimps.com/2012/09/25/predictive-analytics-business-intelligence-data-scientist-summit/
http://paper.li/sna_social3/1340610253
http://www.pcadvisor.co.uk/news/small-business/3399616/how-big-data-brings-bi-predictive-analytics-together/
http://www.itworld.com/
http://www.toolsjournal.com/integrations-articles/item/846-greenplum-and-alpine-target-in-database-big-data-predictive-analytics
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNE6hp9HnNrunA1itVuhlnzXbu61uQ&url=http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together&utm_source=dlvr.it&utm_medium=twitter
http://www.cio.com/article/716726/How_Big_Data_Brings_BI_Predictive_Analytics_Together?source=NWWNLE_nlt_daily_pm_2012-09-24

Top URLs in Tweet in G3:
https://www-304.ibm.com/connections/blogs/predictiveanalytics/entry/driving_process_improvement_and_a_culture_of_analytics_at_the_national_guard7?lang=en_us
http://www.theatlantic.com/sponsored/ibm-cloud-rescue/archive/2012/09/innovator-chat-the-power-of-predictive-analytics-in-the-cloud/262007/
https://www.ibm.com/services/forms/signup.do?source=swg-BA_WebOrganic&S_PKG=500006979&S_TACT=101KR63W
https://www.ibm.com/connections/blogs/predictiveanalytics/entry/a_conversation_with_ian_ayres_author_of_super_crunchers8
http://www-01.ibm.com/software/analytics/spss/na/data-mining/index.html
https://www-304.ibm.com/connections/blogs/predictiveanalytics/entry/a_conversation_with_ian_ayres_author_of_super_crunchers8?lang=en_us
http://www.ibm.com/smarterplanet/us/en/leadership/firsttenbank/assets/pdf/IBM-firstTennBank.pdf
http://www.ibm.com/software/data/2012-conference/
http://www.ibmpressbooks.com/promotions/promotion.asp?promo=138564
http://public.dhe.ibm.com/software/data/sw-library/cognos/demos/od_ibm_cognos_business_intelligence/index.html

Top URLs in Tweet in G4:
http://www.theatlantic.com/sponsored/ibm-cloud-rescue/archive/2012/09/innovator-chat-the-power-of-predictive-analytics-in-the-cloud/262007/
http://www.cio.com/article/716726/How_Big_Data_Brings_BI_Predictive_Analytics_Together
http://www.itworld.com/software/296560/how-big-data-brings-bi-predictive-analytics-together
http://ezinearticles.com/7299637?utm_source=twitterfeed&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNHGIwlZ2IUAoNQ9o6f0k8aC8D31qw&url=http://www.cio.in/news/big-data-update-brings-bi-predictive-analytics-together-307642012&utm_source=dlvr.it&utm_medium=twitter
http://www.linkedin.com/slink?code=YiCHbT
http://organic-devon.co.uk/latest/wealthbuilding/index.php?t=predictive-analytics-leading-the-path-to-more&i=26904428P18i&d=Sep2012&utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/365ThingsToDoBoston/~3/LITdiTR7M4Q/Calling-all-business-people-Predictive-Analytics-World-is-here
http://bit.ly/PJCDFp
http://feedproxy.google.com/~r/B2C_Business/~3/BrfhFKHZTCM/predictive-analytics-changing-the-way-insurers-think-about-their-homeowners-risks-0293794?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G6:
http://www.insurancenetworking.com/vwc/valen-willis-propertyright-homeowners-31080-1.html
http://thebusinessofrisk.com/?p=676
http://finance.yahoo.com/news/willis-partners-valen-technologies-homeowners-130000980.html
http://www.iso.com/blog/property/predictive-analytics-changing-the-way-insurers-think-about-their-homeowners-risks/
http://feedproxy.google.com/~r/Verisk-Insurance-Solutions-Blog/~3/MwRGIGCYux0/?utm_medium=twitter&utm_source=twitterfeed
http://www.facebook.com/photo.php?pid=824483&l=4181482cde&id=295051740582600
http://www.dwsimpson.com/jobs/7852/predictive-analytics-expert-northeast-usa-non-acas-w-strong-casualty-experience-37213
http://www.actuarialoutpost.com/actuarial_discussion_forum/showthread.php?t=248056&goto=newpost
http://184.72.243.192//6017Txkz
http://www.canadianunderwriter.ca/news/predictive-analytics-use-among-insurers-still-small-but-growing-survey/1001712290/x8z4Mrvpq78wW6855vs30rrv280q4rM20/?link_source=aypr_CU&AF=&utm_source=CU&utm_medium=email&utm_campaign=CU-EN09242012&link_targ=DailyNews

Top URLs in Tweet in G7:
http://www.centerdigitaled.com/news/The-Future-of-Predictive-Analytics-Higher-Ed.html
http://radar.oreilly.com/2012/08/data-health-care.html
http://continuingedupdate.blogspot.com/2012/09/the-future-of-predictive-analytics-in.html?utm_term=%23continuinged&utm_source=twitterfeed&utm_medium=twitter
http://www.information-management.com/news/predictive-analytics-making-little-decisions-with-big-data-10023151-1.html
http://www.youtube.com/watch?v=N_hWaPRfjMg

Top URLs in Tweet in G8:
http://www.bignewsnetwork.com/index.php/sid/209490627/scat/a4a790acad5bca6b?utm_source=twitterfeed&utm_medium=twitter
http://www.bignewsnetwork.com/index.php/sid/209490627/scat/a4a790acad5bca6b?utm_medium=twitter&utm_source=twitterfeed

Top URLs in Tweet in G9:
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNHtm7xEkY0cHVRxvcDkeTMVZo8pLA&url=http://www.sacbee.com/2012/09/28/4863022/lattice-engines-to-keynote-at.html
http://www.prnewswire.com/news-releases/lattice-engines-to-keynote-at-predictive-analytics-world-171785361.html?utm_source=dlvr.it&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNHtm7xEkY0cHVRxvcDkeTMVZo8pLA&url=http%3A%2F%2Fwww.sacbee.com%2F2012%2F09%2F28%2F4863022%2Flattice-engines-to-keynote-at.html&utm_source=dlvr.it&utm_medium=twitter
http://www.information-management.com/news/predictive-analytics-making-little-decisions-with-big-data-10023151-1.html

Top URLs in Tweet in G10:
http://networkedblogs.com/CI9h5

Top Domains in Tweet in Entire Graph:
cio.com
google.com
ibm.com
itworld.com
theatlantic.com
linkedin.com
scdigest.com
co.uk
ctrl-search.com
toolsjournal.com

Top Domains in Tweet in G1:
cio.com
google.com
itworld.com
scdigest.com
toolsjournal.com
feedburner.com
linkedin.com
bit.ly
theatlantic.com
insurancetech.com

Top Domains in Tweet in G2:
google.com
itworld.com
cio.com
ctrl-search.com
b-eye-network.com
theiegroup.com
infochimps.com
linkedin.com
ugent.be
paper.li

Top Domains in Tweet in G3:
ibm.com
cio.com
theatlantic.com
ibmpressbooks.com
google.com
zorgvisie.nl
tumblr.com
itworld.com
youtube.com
shar.es

Top Domains in Tweet in G4:
theatlantic.com
google.com
cio.com
linkedin.com
co.uk
youtube.com
itworld.com
ezinearticles.com
scoop.it
scdigest.com

Top Domains in Tweet in G6:
insurancenetworking.com
thebusinessofrisk.com
yahoo.com
iso.com
google.com
facebook.com
dwsimpson.com
actuarialoutpost.com
184.72.243.192
canadianunderwriter.ca

Top Domains in Tweet in G7:
centerdigitaled.com
oreilly.com
blogspot.com
information-management.com
youtube.com

Top Domains in Tweet in G8:
bignewsnetwork.com

Top Domains in Tweet in G9:
google.com
prnewswire.com
information-management.com

Top Domains in Tweet in G10:
networkedblogs.com

Top Hashtags in Tweet in Entire Graph:
analytics
bigdata
predictiveanalytics
predictive
bi
ibm
ibmanalytics
tucon2012
nationalguard
ibmfss12

Top Hashtags in Tweet in G1:
bigdata
analytics
predictive
bi
predictiveanalytics
greenplum
data
alpine
erp
ciod12

Top Hashtags in Tweet in G2:
predictiveanalytics
bigdata
analytics
tucon2012
predictive
bi
data
pawcon
ibm
datamining

Top Hashtags in Tweet in G3:
analytics
ibmanalytics
nationalguard
ibm
ibmfss12
predictiveanalytics
ibmspss
bigdata
nyc
ciod12

Top Hashtags in Tweet in G4:
bigdata
analytics
predictiveanalytics
predictive
jobs
r
edtech
pr
supplychain
blackrar

Top Hashtags in Tweet in G5:
datareten
dataretention
natsecinquiry
metadata

Top Hashtags in Tweet in G6:
analytics
predictive
claims
costs
smasummit
modeling
homeowners
risk
insurance
northeast

Top Hashtags in Tweet in G7:
highered
datascience
nhs
predictiveanalytics
pub
edtech
elearning
publichealth
bank
cyber

Top Hashtags in Tweet in G9:
leadership

Top Words in Tweet in Entire Graph:
analytics
predictive
rt
data
big
bi
bigdata
brings
together
amp

Top Words in Tweet in G1:
analytics
predictive
rt
data
big
bi
brings
together
bigdata
via

Top Words in Tweet in G2:
analytics
predictive
rt
data
predictiveanalytics
big
bigdata
bi
together
brings

Top Words in Tweet in G3:
analytics
rt
predictive
ibm
ibmanalytics
amp
nationalguard
ibmfss12
5
1

Top Words in Tweet in G4:
analytics
predictive
data
big
together
business
brings
bi
amp
via

Top Words in Tweet in G5:
rt
liampomfret
predictive
analytics
metadata
anyone
claiming
harm
someone
concept

Top Words in Tweet in G6:
predictive
analytics
rt
insurers
cu_harmeet
survey
use
cdnunderwriter
willis
re

Top Words in Tweet in G7:
predictive
analytics
rt
future
via
highered
higher
ed
bwddph
urbandata

Top Words in Tweet in G8:
analytics
experts
unveil
new
tools
predictive
conference
social
media
content

Top Words in Tweet in G9:
lattice
engines
keynote
predictive
analytics
world
sacramento
bee

Top Words in Tweet in G10:
next
big
thing
retail
transformation
real
time
intelligence
amp
predictive

Top Word Pairs in Tweet in Entire Graph:
predictive,analytics
big,data
analytics,together
bi,predictive
brings,bi
data,brings
together,via
analytics,world
rt,liampomfret
via,cioonline

Top Word Pairs in Tweet in G1:
predictive,analytics
big,data
analytics,together
brings,bi
bi,predictive
data,brings
together,via
via,cioonline
bigdata,brings
analytics,changing

Top Word Pairs in Tweet in G2:
predictive,analytics
big,data
bi,predictive
analytics,together
brings,bi
data,brings
analytics,world
analytics,predictiveanalytics
rt,loubajuk
follow,latest

Top Word Pairs in Tweet in G3:
predictive,analytics
1,9
9,million
c,5
million,manpower
5,aircraft
maintenance,costs
costs,c
save,1
manpower,maintenance

Top Word Pairs in Tweet in G4:
predictive,analytics
big,data
brings,bi
bi,predictive
analytics,together
data,brings
q,amp
analytics,leading
leading,path
path,more

Top Word Pairs in Tweet in G5:
rt,liampomfret
predictive,analytics
anyone,claiming
claiming,metadata
metadata,harm
harm,someone
someone,concept
concept,done
done,predictive
liampomfret,rt

Top Word Pairs in Tweet in G6:
predictive,analytics
rt,cu_harmeet
rt,cdnunderwriter
willis,re
valen,technologies
analytics,use
use,insurers
insurers,still
still,small
small,growing

Top Word Pairs in Tweet in G7:
predictive,analytics
future,predictive
analytics,higher
higher,ed
rt,bwddph
via,urbandata
urbandata,report
report,datascience
datascience,transforming
transforming,health

Top Word Pairs in Tweet in G8:
analytics,experts
experts,unveil
unveil,new
new,tools
tools,predictive
predictive,analytics
analytics,conference
conference,social
social,media
media,analytics

Top Word Pairs in Tweet in G9:
lattice,engines
engines,keynote
predictive,analytics
keynote,predictive
analytics,world
world,sacramento
sacramento,bee

Top Word Pairs in Tweet in G10:
next,big
big,thing
thing,retail
retail,transformation
transformation,real
real,time
time,intelligence
intelligence,amp
amp,predictive
predictive,analytics

Top Tweeters in Entire Graph:
mikecane
gomaam
FastNewss
Asher_Wolf
timesecrets
wlynnae
Kaymee
DarrenSproat
businesspress24
rwang0

Top Tweeters in G1:
gomaam
timesecrets
wlynnae
DarrenSproat
rwang0
ValaAfshar
esideout
CashCats
DeLuCa
almaqdam

Top Tweeters in G2:
mikecane
FastNewss
ConsultRamy
TuPresentacion
TheSocialMined
data_nerd
cloud_aware
jameskobielus
stewarttownsend
SEOGoblin

Top Tweeters in G3:
dumondmd
CIOEastAfrica
TiffanyWinman
dbms_output
IBMcloud
IBMsystemsID
LotusRockStar
HALx86
jmcaton
oalomar

Top Tweeters in G4:
businesspress24
diasforum
ShawnKing
Chicago_Jobs
digital_labz
einverk
ITjobLondon
yourmoneyhelper
EON_ProServices
TradeShowsToday

Top Tweeters in G5:
Asher_Wolf
Kaymee
NewtonMark
mwyres
NatashaChart
IDMclean
Seedswapper
piecritic
LiamPomfret
grumpyhawk

Top Tweeters in G6:
InsuranceMedia
_INN
actuaryjobs
EzraPenland
covertony
dwsimpson
GiffordOttawa
NateG_InsTech
Tekknot
millimaninsight

Top Tweeters in G7:
KateAlvanley
PaulMBaker
rhollingsworth
C21U
BWDDPH
civichack
UPCEA
rayschroeder
GovConInfo
Jmillsapps

Top Tweeters in G8:
AIGrp
ZEntrepreneur9
WebSEOM
HotelSwift
Marketers9
MarketerG

Top Tweeters in G9:
b2bnewsupdates
BarbiZehner
stevebosworth

Top Tweeters in G10:
Verint
VerintCourtney
VerintVideo1