20120826 kdnuggets Twitter NodeXL SNA Map
20120826 kdnuggets Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
August 26, 2012
Description:
The graph represents a network of 133 Twitter users whose recent tweets contained "kdnuggets". The network was obtained on Sunday, 26 August 2012 at 20:15 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 period from Sunday, 19 August 2012 at 00:06 UTC to Sunday, 26 August 2012 at 18:48 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: 133
Unique Edges: 485
Edges With Duplicates: 341
Total Edges: 826
Self-Loops: 166
Reciprocated Vertex Pair Ratio: 0.383838383838384
Reciprocated Edge Ratio: 0.554744525547445
Connected Components: 11
Single-Vertex Connected Components: 9
Maximum Vertices in a Connected Component: 122
Maximum Edges in a Connected Component: 813
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.117071
Graph Density: 0.0312143996354523
Modularity: 0.215168
NodeXL Version: 1.0.1.221

Top 10 Vertices, Ranked by Betweenness Centrality:
kdnuggets
Zementis
salfordsystems
mgualtieri
stuartmdavis
josek_net
IBMbigdata
imbigdata
ExcelDataMining
doryokujin

Top Replied-To in Entire Graph:
kdnuggets
pbeeson
i001962
marc_smith
innakolyshkina
erickwa
josek_net
neuwirthe
gaelvaroquaux
verasf

Top Replied-To in G1:
kdnuggets
charliedatamine
verasf
neuwirthe
erickwa
marc_smith
i001962
pbeeson
josek_net
gaelvaroquaux

Top Replied-To in G2:
kdnuggets

Top Replied-To in G3:
kdnuggets

Top Replied-To in G5:
kdnuggets
innakolyshkina

Top Mentioned in Entire Graph:
kdnuggets
jeffreybreen
timoreilly
zementis
ibmbigdata
cmswire
marc_smith
jmgomez
josek_net
yvesmulkers

Top Mentioned in G1:
kdnuggets
timoreilly
zementis
ibmbigdata
cmswire
jeffreybreen
klout
klakhani
marc_smith
yvesmulkers

Top Mentioned in G2:
kdnuggets
mgualtieri
trendsbehaviour
tamarabarber
hackathorn
lauramikovsky
mikovsky
tamaradull
rdkugelvr
panoramasw

Top Mentioned in G3:
kdnuggets
jmgomez
talentanalytics
josek_net
jeffreybreen
marc_smith
timoreilly
zementis
ibmbigdata
cmswire

Top Mentioned in G4:
kdnuggets
klakhani
doryokujin

Top Mentioned in G5:
kdnuggets
jeffreybreen
chihadoopusers

Top Mentioned in G6:
zite

Top Mentioned in G7:
kdnuggets
stuartmdavis
kurtuhlir
sydneyowen
exceldatamining

Top URLs in Tweet in Entire Graph:
http://www.facebook.com/pages/Datawunder/155307384492332
http://www.information-management.com/news/Eight-Principles-of-Data-Visualization-10023032-1.html
http://www.slideshare.net/ChicagoHUG/getting-started-with-r-hadoop-chug-20120815
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/tkxlXFAs1Dk/us-intelligence-tests-crowd-sourcing-against-experts.html?utm_source=twitterfeed&utm_medium=twitter
http://wiki.stdout.org/rcookbook/
http://www.kdnuggets.com/2012/08/interesting-open-source-projects-in-ai-machine-learning.html
http://techcrunch.com/2012/08/14/khan-academy-launches-the-future-of-computer-science-education/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/otRa6f29D1Y/apache-drill-clones-google-dremel-real-time-big-data-tool.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/j5R9JcnKiSo/top-news-week-Aug-12.html?utm_source=twitterfeed&utm_medium=twitter
http://www.computing.co.uk/ctg/analysis/2200588/the-language-of-data-science

Top URLs in Tweet in G1:
http://www.information-management.com/news/Eight-Principles-of-Data-Visualization-10023032-1.html
http://venturefizz.com/blog/scaling-hard-case-study-tripadvisor
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/_QMqVIBsrio/top-news-week-Aug-19.html?utm_source=twitterfeed&utm_medium=twitter
http://wiki.stdout.org/rcookbook/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/tkxlXFAs1Dk/us-intelligence-tests-crowd-sourcing-against-experts.html?utm_source=twitterfeed&utm_medium=twitter
http://www.slideshare.net/ChicagoHUG/getting-started-with-r-hadoop-chug-20120815
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/sCnYco0Z5EQ/08-23-ibm-business-analytics-and-optimization-consultant.html?utm_source=twitterfeed&utm_medium=twitter
http://gigaom.com/data/how-0xdata-wants-to-help-everyone-become-data-scientists/
https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=1039
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/j5R9JcnKiSo/top-news-week-Aug-12.html?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G2:
http://techcrunch.com/2012/08/14/khan-academy-launches-the-future-of-computer-science-education/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/tkxlXFAs1Dk/us-intelligence-tests-crowd-sourcing-against-experts.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/bOZkhnE56hY/analytics-2012-agenda-now-available.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/OciIvH8DPLI/stanford-data-mining-and-statistics-courses-online.html?utm_source=twitterfeed&utm_medium=twitter
http://scn.sap.com/blogs/BIGroupRenatoSilva/2012/08/17/when-business-analytics-projects-fail
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/j5R9JcnKiSo/top-news-week-Aug-12.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/d4OI8Kwc8WQ/08-19-linkedin-data-scientist-analytics-b.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/AR7fsXMfh5Q/us-government-dni-data-mining-report.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/aEJ9ZK8NpgY/top-tweets-aug16-aug19.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/BCY56tljgjY/sas-lsu-launch-ms-analytics.html?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G3:
http://wiki.stdout.org/rcookbook/
http://www.talentanalytics.com/blog/call-to-arms-analytics-professionals-needed-to-ensure-successful-study/
http://www.computing.co.uk/ctg/analysis/2200588/the-language-of-data-science
http://predictive-models.blogspot.com/2012/08/social-network-analysis1-free-powerful.html
http://www.slideshare.net/ChicagoHUG/getting-started-with-r-hadoop-chug-20120815
http://tweetedtimes.com/DataMiningBlog/data-mining
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/j5R9JcnKiSo/top-news-week-Aug-12.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/otRa6f29D1Y/apache-drill-clones-google-dremel-real-time-big-data-tool.html?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/tkxlXFAs1Dk/us-intelligence-tests-crowd-sourcing-against-experts.html
http://www.information-management.com/news/Eight-Principles-of-Data-Visualization-10023032-1.html

Top URLs in Tweet in G4:
http://www.kdnuggets.com/2012/08/interesting-open-source-projects-in-ai-machine-learning.html
http://www.kdnuggets.com/jobs/12/08-20-cfpb-lead-data-scientist.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/BCY56tljgjY/sas-lsu-launch-ms-analytics.html?utm_source=twitterfeed&utm_medium=twitter
http://gregoryps.visibli.com/share/h2GkrB
http://www.kdnuggets.com/jobs/12/08-25-netflix-sr-data-scientist-pd-algorithms-and-analytics-recent-grad.html
http://www.statconn.com/
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/zgrcNhRlFAc/strata-big-data-hadoop-meetings.html?utm_source=twitterfeed&utm_medium=twitter
http://www.kdnuggets.com/jobs/12/08-24-medmutual-sr-customer-experience-analyst.html

Top URLs in Tweet in G5:
http://www.slideshare.net/ChicagoHUG/getting-started-with-r-hadoop-chug-20120815
http://datalicious.visibli.com/share/JOr7t2
http://en.wikipedia.org/wiki/Hari_Seldon
http://www.kdnuggets.com/2012/08/poll-analytics-data-mining-programming-languages.html
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/xhVE4-fTV2k/top-tweets-aug20-aug22.html?utm_source=twitterfeed&utm_medium=twitter
http://www.kdnuggets.com/jobs/12/08-20-cfpb-lead-data-scientist.html?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%253A+kdnuggets-data-mining-analytics+%2528KDnuggets%253A+Data+Mining+and+Analytics%2529&utm_content=Google+Reader

Top URLs in Tweet in G6:
http://www.kdnuggets.com/polls/2011/tools-analytics-data-mining.html
http://www.kdnuggets.com/2012/08/interesting-open-source-projects-in-ai-machine-learning.html
http://www.kdnuggets.com/2012/07/acm-sigkdd-2012-innovation-award-vipin-kumar.html
http://www.crcpress.com/ecommerce_product/book_series.jsf?series_id=57
http://feedproxy.google.com/~r/kdnuggets-data-mining-analytics/~3/tkxlXFAs1Dk/us-intelligence-tests-crowd-sourcing-against-experts.html
http://www.kdnuggets.com/software/social-network-analysis.html
http://techcrunch.com/2012/08/20/google-analytics-could-be-banned-in-norway/
http://www.kdnuggets.com/2012/08/science-fiction-story-competition-predicting-future-healthcare.html
http://www.kdnuggets.com/jobs/12/08-25-netflix-sr-data-scientist-pd-algorithms-and-analytics-recent-grad.html

Top URLs in Tweet in G7:
http://www.facebook.com/pages/Datawunder/155307384492332
http://www.kdnuggets.com/2012/08/us-government-dni-data-mining-report.html
http://www.kdnuggets.com/2012/08/science-fiction-story-competition-predicting-future-healthcare.html?utm_source=Datawunder&utm_medium=twitter
http://paper.li/kenburbary/1306204464
http://www.kdnuggets.com/2012/08/analytics-2012-agenda-now-available.html?utm_source=Datawunder&utm_medium=twitter
http://www.kdnuggets.com/jobs/12/08-19-linkedin-data-scientist-analytics-b.html?utm_source=Datawunder&utm_medium=twitter
http://www.kdnuggets.com/2012/08/top-tweets-aug16-aug19.html?utm_source=Datawunder&utm_medium=twitter
http://www.kdnuggets.com/2012/08/sas-lsu-launch-ms-analytics.html?utm_source=Datawunder&utm_medium=twitter
http://www.kdnuggets.com/jobs/12/08-20-cfpb-lead-data-scientist.html?utm_source=Datawunder&utm_medium=twitter
http://www.kdnuggets.com/jobs/12/08-20-a9-software-development-engineer-search-analytics.html?utm_source=Datawunder&utm_medium=twitter

Top URLs in Tweet in G8:
http://www.snsanalytics.com/XXhyy0

Top Hashtags in Tweet in Entire Graph:
bigdata
rstats
datamining
analytics
apstudy
sna
data
talent
gartner
fb

Top Hashtags in Tweet in G1:
bigdata
rstats
data
sna
strataconf
crowdsourcing
cloud
agreed
algorithms
innovation

Top Hashtags in Tweet in G2:
bigdata
ff
gartner
fb
analytics

Top Hashtags in Tweet in G3:
datamining
apstudy
rstats
analytics
bigdata
talent
sna
gartner
fb
hadoop

Top Hashtags in Tweet in G4:
machinelearning
ormsjob
sas
rstats
msexcel
bigdata

Top Hashtags in Tweet in G5:
rstats
rhadoop

Top Hashtags in Tweet in G6:
sotesola
opensource
datamining
data

Top Hashtags in Tweet in G7:
bigdata
analytics

Top Words in Tweet in Entire Graph:
kdnuggets
data
rt
analytics
mining
r
bigdata
top
science
via

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

Top Words in Tweet in G2:
kdnuggets
data
analytics
rt
mining
top
science
future
oct
amp

Top Words in Tweet in G3:
kdnuggets
rt
data
r
analytics
datamining
top
apstudy
mining
rstats

Top Words in Tweet in G4:
data
kdnuggets
rt
great
interesting
open
source
projects
machine
learning

Top Words in Tweet in G5:
kdnuggets
data
rt
r
hadoop
jeffreybreen
read
getting
started
rstats

Top Words in Tweet in G6:
data
analytics
science
analysis
via
zite

Top Words in Tweet in G7:
kdnuggets
data
analytics
mining
rt
scientist
business
odni
engage
activities

Top Words in Tweet in G8:
kdnuggets
数据挖掘软件排名

Top Word Pairs in Tweet in Entire Graph:
rt, kdnuggets
data, mining
via, kdnuggets
big, data
data, scientist
machine, learning
data, science
r, hadoop
kdnuggets, top
open, source

Top Word Pairs in Tweet in G1:
rt, kdnuggets
data, mining
via, kdnuggets
big, data
machine, learning
data, scientist
predictive, analytics
principles, data
data, visualization
data, science

Top Word Pairs in Tweet in G2:
rt, kdnuggets
data, mining
big, data
cool, rt
kdnuggets, khan
khan, academy
academy, launches
launches, future
future, computer
computer, science

Top Word Pairs in Tweet in G3:
rt, kdnuggets
rt, jmgomez
data, mining
rt, josek_net
top, news
kdnuggets, cookbook
cookbook, r
r, solutions
solutions, common
common, tasks

Top Word Pairs in Tweet in G4:
data, mining
rt, kdnuggets
interesting, open
open, source
source, projects
projects, machine
machine, learning
learning, data
data, scientist
great, job

Top Word Pairs in Tweet in G5:
rt, kdnuggets
r, hadoop
getting, started
started, r
kdnuggets, jeffreybreen
via, kdnuggets
kdnuggets, top

Top Word Pairs in Tweet in G6:
analysis, link
via, zite

Top Word Pairs in Tweet in G7:
data, mining
data, scientist
odni, engage
engage, activities
activities, use
use, develop
develop, data
mining, functionality
functionality, 2011
2011, find

Top Tweeters in Entire Graph:
GovernmentBot
ConsultRamy
the_britguy
nopiedra
ChinaWebNews
doryokujin
crowdhunters
OutsourcingFirm
kenburbary
josek_net

Top Tweeters in G1:
ctrl_Tech_News
C_Bravo_R
kdnuggets
matthew_ryan
klakhani
agonzalezyanes
manuel_h_leunam
monavernon
dBFunky
egarciagarcia

Top Tweeters in G2:
crowdhunters
OutsourcingFirm
mal_disposto
mgualtieri
marcusborba
aschaefer77
InsightsGal
BPMredux
bevelson
Edgar_Villegas

Top Tweeters in G3:
ConsultRamy
nopiedra
josek_net
zoltanvarju
hriscareerworld
YvesMulkers
razZ0r
aghilmort
TalentAnalytics
Bus_Analytics

Top Tweeters in G4:
doryokujin
sirpowell
tquintana
jpatanooga
hkmurakami
imbigdata
INFORMS
i001962
HarlanH
commahawk

Top Tweeters in G5:
tdoyon
datalicious
JeffreyBreen
srisatish
aitmoreno
sheldonborkin
piccolbo
InnaKolyshkina
TroubadourRC

Top Tweeters in G6:
the_britguy
nilakar
DerDackel
danieldekay
aborruso
AdrianRainey
datalytix
rebubbacan
TandF_Eng

Top Tweeters in G7:
GovernmentBot
kenburbary
macroneus
JohnBFair
ExcelDataMining
stuartmdavis
MortimerDanger
BigDataPBI

Top Tweeters in G8:
ChinaWebNews
199IT