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

2012-10-01 KDNuggets NodeXL Twitter Search
2012-10-01 KDNuggets NodeXL Twitter Search
From:
marc_smith
Uploaded on:
October 01, 2012
Description:
The graph represents a network of 163 Twitter users whose recent tweets contained "kdnuggets". The network was obtained on Monday, 01 October 2012 at 11:21 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, 0-hour, 6-minute period from Sunday, 23 September 2012 at 10:03 UTC to Monday, 01 October 2012 at 10:10 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 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: 163
Unique Edges: 670
Edges With Duplicates: 384
Total Edges: 1054
Self-Loops: 171
Reciprocated Vertex Pair Ratio: 0.305114638447972
Reciprocated Edge Ratio: 0.467567567567568
Connected Components: 8
Single-Vertex Connected Components: 7
Maximum Vertices in a Connected Component: 156
Maximum Edges in a Connected Component: 1047
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.30251
Graph Density: 0.0280239339544043
Modularity: 0.269998
NodeXL Version: 1.0.1.224

Top 10 Vertices, Ranked by Betweenness Centrality:
kdnuggets
jowyang
peteskomoroch
YvesMulkers
Zementis
marcusborba
stuartmdavis
salfordsystems
data_nerd
doug_laney

Top Replied-To in Entire Graph:
kdnuggets
olinhyde
jowyang
maslett
deronaucoin
peteskomoroch
sheldonborkin
chandaglover

Top Replied-To in G1:
kdnuggets
chandaglover
peteskomoroch
deronaucoin
olinhyde
sheldonborkin

Top Replied-To in G2:
kdnuggets
jowyang
maslett

Top Replied-To in G3:
kdnuggets

Top Replied-To in G4:
kdnuggets

Top Mentioned in Entire Graph:
kdnuggets
jowyang
prismatic
peteskomoroch
jmgomez
kirkdborne
davidinbar
hackathorn
jbartot
datameer

Top Mentioned in G1:
kdnuggets
jbartot
sethgrimes
lowtechcartoon
siliconangle
gilpress
peteskomoroch
klout
mark_harbor
calibresimon

Top Mentioned in G2:
kdnuggets
peteskomoroch
kirkdborne
jmgomez
davidinbar
crowdhunters
zementis
mark__vincent
eelcokaper
latentview

Top Mentioned in G3:
jowyang
kdnuggets
quickenloans
stuartmdavis
brainjuicer
marcusnelson
cbadops
prismatic

Top Mentioned in G4:
kdnuggets
prismatic
peteskomoroch
davidandrzej
pris
neal_lathia
scoopit
xcoatl

Top Mentioned in G5:
kdnuggets
jmgomez
tmre
jc_gonzalez
katetribe

Top Mentioned in G6:
prismatic

Top URLs in Tweet in Entire Graph:
http://www.kdnuggets.com/2012/09/what-will-replace-big-data-when.html
http://tweetedtimes.com/#!/kdnuggets/analytics-data-mining
http://www.facebook.com/pages/Datawunder/155307384492332
http://story.getprismatic.com/og?url=http%3A%2F%2Fwww.kdnuggets.com%2F2012%2F09%2Fpedro-domingos-useful-things-about-machine-learning.html
http://tweetedtimes.com/#!/DataMiningBlog/data-mining
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/SjUz_MVLMng/pedro-domingos-useful-things-about-machine-learning.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/joU6InZsJrg/precog-public-beta-platform-for-big-data.html?utm_source=twitterfeed&utm_medium=twitter
http://www.kdnuggets.com/2012/09/acm-representing-predictive-solutions-with-pmml.html
http://www.kdnuggets.com/2012/09/book-journeys-to-data-mining-experiences-from-15-renowned-researchers.html
http://www.kdnuggets.com/jobs/12/09-24-firmenich-computational-systems-scientist-b.html

Top URLs in Tweet in G1:
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/joU6InZsJrg/precog-public-beta-platform-for-big-data.html?utm_source=twitterfeed&utm_medium=twitter
http://www.kdnuggets.com/2012/09/what-will-replace-big-data-when.html
http://www.analyticbridge.com/profiles/blogs/the-8-worst-predictive-modeling-techniques
http://www.kdnuggets.com/2012/09/pedro-domingos-useful-things-about-machine-learning.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/zX3a4UDFLZY/09-25-ntu-asst-assoc-professors-analytics.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/BzeI87bMJug/analytics-segment-leads-indian-kpo-sector.html?utm_source=twitterfeed&utm_medium=twitter
http://datacoalition.blogspot.com/2012/09/digging-into-senates-new-data-act-same.html
http://www.overkillanalytics.net/kaggles-wordpress-challenge-the-like-graph/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/SjUz_MVLMng/pedro-domingos-useful-things-about-machine-learning.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/KrgXrB4cOnQ/crowdanalytix-contest-predicting-loan-group-category-for-peer-2-peer-lending.html?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G2:
http://www.facebook.com/pages/Datawunder/155307384492332
http://www.kdnuggets.com/2012/09/what-will-replace-big-data-when.html
http://www.kdnuggets.com/2012/09/book-journeys-to-data-mining-experiences-from-15-renowned-researchers.html
http://www.kdnuggets.com/2012/09/acm-representing-predictive-solutions-with-pmml.html
http://www.kdnuggets.com/jobs/12/09-24-firmenich-computational-systems-scientist-b.html
http://blogs.hbr.org/events/2012/09/mining-big-data-to-find-new-ma.html
http://www.kdnuggets.com/2012/06/confessions-of-a-serial-analyst.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/XguN5fZ0wcc/pub-kdnuggets-12-n22-journeys-to-data-mining-what-will-replace-big-data.html?utm_source=twitterfeed&utm_medium=twitter
http://www.sas.com/news/preleases/hbr-datadrivensurvey.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/_UQrFCWmAl4/what-will-replace-big-data-when.html?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G3:
http://www.kdnuggets.com/2012/09/what-will-replace-big-data-when.html
http://www.kdnuggets.com/jobs/12/09-20-quickenloans-data-scientist.html
http://www.kdnuggets.com/education/online.html
http://www.kdnuggets.com/2012/09/what-w
http://shannonbelew.visibli.com/share/okQfVZ
http://t.co/uJVSZwQr
http://paper.li/InsightsGal/market-research
http://story.getprismatic.com/og?url=http%3A%2F%2Fwww.kdnuggets.com%2F2012%2F09%2Fwhat-will-replace-big-data-when.html
http://storify.com/evectis/open-linked-data-solutions-chapter-32?awesm=sfy.co_c94J&utm_medium=sfy.co-twitter&utm_content=storify-pingback&utm_source=direct-sfy.co&utm_campaign=

Top URLs in Tweet in G4:
http://tweetedtimes.com/#!/kdnuggets/analytics-data-mining
http://tweetedtimes.com/#!/DataMiningBlog/data-mining
http://story.getprismatic.com/og?url=http%3A%2F%2Fwww.kdnuggets.com%2F2012%2F09%2Fpedro-domingos-useful-things-about-machine-learning.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/SjUz_MVLMng/pedro-domingos-useful-things-about-machine-learning.html?utm_source=twitterfeed&utm_medium=twitter
http://siliconangle.com/blog/2012/09/27/todays-the-data-human-face-of-big-data-app-launched/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/l0WbhUE9WaA/wcai-research-opportunity-leveraging-smartmeter-data.html?utm_source=twitterfeed&utm_medium=twitter
http://techcrunch.com/2012/09/24/linkedin-debuts-endorsements-as-a-lightweight-way-to-recommend-a-professional-contacts-skills/
http://www.linkedin.com/company/statsoft/electronic-statistics-textbook-728916/product?goback=%2Efcs_GLHD_statsoft_false_*2_*2_*2_*2_*2_*2_*2_*2_*2_*2_*2_*2
http://www.youtube.com/watch?v=U-TGvfkTSiw
http://online.wsj.com/

Top URLs in Tweet in G5:
http://jcgonzalez.visibli.com/share/f1ACJP
http://www.kdnuggets.com/2012/09/pedro-domingos-useful-things-about-machine-learning.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+kdnuggets-data-mining-analytics+%28KDnuggets%3A+Data+Mining+and+Analytics%29
http://mashable.com/2012/09/21/fourandsix-fourmatc/
http://paper.li/NextGenMR
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/lVMniq4SX8M/pervasive-big-data-rushanalytics-for-knime.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/_Txdj-k2LwM/predictive-analytics-innovation-summit-chicago-nov-15-16.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/nKRCmV-YRJA/top-news-week-Sep-23.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/lVMniq4SX8M/pervasive-big-data-rushanalytics-for-knime.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/_Txdj-k2LwM/predictive-analytics-innovation-summit-chicago-nov-15-16.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/nKRCmV-YRJA/top-news-week-Sep-23.html

Top URLs in Tweet in G6:
http://story.getprismatic.com/og?url=http%3A%2F%2Fwww.kdnuggets.com%2F2012%2F09%2Fpedro-domingos-useful-things-about-machine-learning.html
http://www.kdnuggets.com/2012/09/precog-public-beta-platform-for-big-data.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+kdnuggets-data-mining-analytics+%28KDnuggets%3A+Data+Mining+and+Analytics%29
http://www.kdnuggets.com/2012/09/what-will-replace-big-data-when.html
http://www.datagenetics.com/blog/september32012/index.html
http://www.kdnuggets.com/2012/08/poll-analytics-data-mining-programming-languages.html#.UGXjsQ9PEL8.facebook
http://www.plurk.com/p/hdi4uw

Top Domains in Tweet in Entire Graph:
kdnuggets.com
google.com
tweetedtimes.com
facebook.com
getprismatic.com
hbr.org
forbes.com
visibli.com
paper.li
youtube.com

Top Domains in Tweet in G1:
google.com
kdnuggets.com
computerworld.com
forbes.com
visibli.com
hbr.org
analyticbridge.com
youtube.com
blogspot.com
mashable.com

Top Domains in Tweet in G2:
kdnuggets.com
google.com
facebook.com
hbr.org
forbes.com
sas.com
tweetedtimes.com
huffingtonpost.com
analyticbridge.com
hashonomy.com

Top Domains in Tweet in G3:
kdnuggets.com
visibli.com
t.co
paper.li
getprismatic.com
storify.com

Top Domains in Tweet in G4:
tweetedtimes.com
google.com
getprismatic.com
kdnuggets.com
linkedin.com
youtube.com
wsj.com
hbr.org
statsoft.com
siliconangle.com

Top Domains in Tweet in G5:
google.com
kdnuggets.com
visibli.com
mashable.com
paper.li
textanalyticsnews.com
forbes.com

Top Domains in Tweet in G6:
kdnuggets.com
getprismatic.com
datagenetics.com
plurk.com

Top Hashtags in Tweet in Entire Graph:
bigdata
datamining
analytics
pmml
data
innovation
ff
hfobd
acm
pawcon

Top Hashtags in Tweet in G1:
bigdata
hfobd
rstats
ff
innovation
measureourworld
analytics
datamining
learning
hbr

Top Hashtags in Tweet in G2:
bigdata
datamining
analytics
pmml
data
innovation
dataminin
pawcon
predictiveanalytics
hbr

Top Hashtags in Tweet in G3:
bigdata
datamining
analytics
guayaslab
storify

Top Hashtags in Tweet in G4:
bigdata
in
fb
machinelearning
datamining
statistics

Top Hashtags in Tweet in G5:
analytics
datamining
acm
image
pmml
security
textanalytics
nlproc
textmining
visualization

Top Hashtags in Tweet in G6:
data

Top Words in Tweet in Entire Graph:
data
rt
kdnuggets
big
analytics
mining
bigdata
top
via
machine

Top Words in Tweet in G1:
data
kdnuggets
rt
big
analytics
bigdata
mining
via
top
predictive

Top Words in Tweet in G2:
rt
kdnuggets
data
mining
big
bigdata
analytics
top
via
replace

Top Words in Tweet in G3:
data
rt
jowyang
big
buzzword
smart
kill
ready
replacements
here's

Top Words in Tweet in G4:
kdnuggets
data
rt
more
see
machine
learning
few
useful
things

Top Words in Tweet in G5:
rt
kdnuggets
analytics
few
useful
things
machine
learning
jmgomez
data

Top Words in Tweet in G6:
data
machine
learning
de
mining
kdnuggets
data'
'big
pedro
domingos

Top Word Pairs in Tweet in Entire Graph:
rt,kdnuggets
big,data
data,mining
kdnuggets,rt
machine,learning
few,useful
useful,things
via,kdnuggets
replace,big
rt,jowyang

Top Word Pairs in Tweet in G1:
big,data
rt,kdnuggets
data,mining
via,kdnuggets
replace,big
machine,learning
kdnuggets,rt
precog,public
public,beta
beta,platform

Top Word Pairs in Tweet in G2:
rt,kdnuggets
data,mining
big,data
via,kdnuggets
kdnuggets,rt
replace,big
poll,results
results,replace
top,kdnuggets
kdnuggets,tweets

Top Word Pairs in Tweet in G3:
rt,jowyang
big,data
smart,data
ready,kill
kill,big
data,buzzword
buzzword,here's
here's,replacements
replacements,smart
data,lead

Top Word Pairs in Tweet in G4:
rt,kdnuggets
see,more
machine,learning
few,useful
useful,things
things,know
know,machine
data,mining
pedro,domingos
domingos,few

Top Word Pairs in Tweet in G5:
rt,kdnuggets
few,useful
useful,things
machine,learning
rt,jmgomez
big,data
pedro,domingos
domingos,few
things,know
know,machine

Top Word Pairs in Tweet in G6:
machine,learning
data,mining
pedro,domingos
domingos,few
few,useful
useful,things
things,know
know,machine

Top Tweeters in Entire Graph:
hashonomy_gus
ConsultRamy
jborrego
data_nerd
YvesMulkers
jowyang
mag174
cbgreenwood
seanmcbride
Shizuo_88

Top Tweeters in G1:
hashonomy_gus
jborrego
seanmcbride
ChandaGlover
cshanklin
C_Bravo_R
channingwalton
DevonLair
kdnuggets
spoonboy42

Top Tweeters in G2:
data_nerd
YvesMulkers
mag174
crowdhunters
ggheorghiu
RangerRick
EelcoKaper
analyticsdennis
marcusborba
paulblaser

Top Tweeters in G3:
jowyang
cbgreenwood
evr
eswayne
mattceni
ben_israel
CosimoAccoto
sardire
markperera
evectis

Top Tweeters in G4:
doryokujin
xamat
aneesha
menatalamohamed
peteskomoroch
neal_lathia
xcoatl
vasundhar
anitayorker
eduardofv

Top Tweeters in G5:
ConsultRamy
jmgomez
rafa_haro
jc_gonzalez
NextGenMR
miguelpdm
scmoral

Top Tweeters in G6:
Shizuo_88
Sunng
fndtn357
keitheis
AlliesCom
prashantreddy
Suzanherself