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20120803 datascienceTwitter NodeXL SNA Map
20120803 datascienceTwitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
August 04, 2012
Description:
The graph represents a network of 166 Twitter users whose recent tweets contained "datascience". The network was obtained on Saturday, 04 August 2012 at 04:43 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 Friday, 27 July 2012 at 06:07 UTC to Saturday, 04 August 2012 at 03:14 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: 166
Unique Edges: 638
Edges With Duplicates: 234
Total Edges: 872
Self-Loops: 254
Reciprocated Vertex Pair Ratio: 0.408312958435208
Reciprocated Edge Ratio: 0.579861111111111
Connected Components: 16
Single-Vertex Connected Components: 15
Maximum Vertices in a Connected Component: 151
Maximum Edges in a Connected Component: 857
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 3.016041
Graph Density: 0.0210295728368018
Modularity: 0.313686
NodeXL Version: 1.0.1.220

Top 10 Vertices, Ranked by Betweenness Centrality:
dpatil
IBMbigdata
moorejh
pphilp
teddy777
isragaytan
YvesMulkers
josek_net
GilPress
ciro

Top Replied-To in Entire Graph:
tammykfennell
bigdata
laurapasquini
naokichipocket

Top Replied-To in G1:
bigdata

Top Replied-To in G3:
laurapasquini

Top Replied-To in G6:
naokichipocket

Top Replied-To in G7:
tammykfennell

Top Mentioned in Entire Graph:
scottostby
gnip
hmason
bitly
pphilp
moorejh
ischoolsu
ironwalker76
ebenhewitt
siliconrepublic

Top Mentioned in G1:
scottostby
pphilp
ebenhewitt
ironwalker76
ibmbigdata
yvesmulkers
gilpress
bigdataguru
edgenetinc
kaulg

Top Mentioned in G2:
gnip
hmason
bitly
petzoldt
dpatil
siliconrepublic
nitin
mathbabedotorg
hpccsystems
moorejh

Top Mentioned in G3:
pphilp
gnip
hmason
bitly
ebenhewitt
yvesmulkers
jameskobielus
ivanku
echen
kaggle

Top Mentioned in G4:
moorejh
ischoolsu
lopantano
jfstn
infoecho
twbell
kdnuggets
patrickdurusau
revodavid
protozoo

Top Mentioned in G5:
ironwalker76
bigdive_eu
the5el
hasgeek
brianfeeny
graphcommons
ciro
gnip
hmason
bitly

Top Mentioned in G6:
gnip
hmason
bitly
syamant
analyticbridge
saghariz
siliconrepublic

Top Mentioned in G7:
hadapt
mingshenghong
copewrites
rww
davidedecaro
turicaggegi
tecnoetica
justinborgman

Top Mentioned in G8:
greenplum
siliconrepublic
forbes
emcacademics
emcanz
jameshorton
emccorp
emcgs
guardian
eastcarolina

Top Mentioned in G9:
metablake
foursquare
g33k_talk

Top URLs in Tweet in Entire Graph:
http://www.forbes.com/sites/ciocentral/2012/06/22/big-bets-on-big-data/
http://infospace.ischool.syr.edu/2012/07/23/open-source-textbook-democratizes-data-science/
http://blog.gnip.com/hilary-mason-interview/
http://www.rosebt.com/1/post/2012/08/predictive-descriptive-prescriptive-analytics.html
http://wikibon.org/blog/big-data-statistics/
http://analytical-solution.com/
http://www.hadapt.com/blog/2012/7/31/data-scientists-the-opportunity-the-skillset-and-the-mission.html
http://smartdatacollective.com/gilpress/60991/big-data-interview-sanjay-mirchandani-cio
http://www.siliconrepublic.com/careers/item/28640-emc-urges-organisations-to
http://tech.fortune.cnn.com/2012/07/30/amazon-5/

Top URLs in Tweet in G1:
http://www.forbes.com/sites/ciocentral/2012/06/22/big-bets-on-big-data/
http://wikibon.org/blog/big-data-statistics/
http://infospace.ischool.syr.edu/2012/07/23/open-source-textbook-democratizes-data-science/
http://analytical-solution.com/
http://www.rosebt.com/1/post/2012/08/predictive-descriptive-prescriptive-analytics.html
http://blog.factual.com/how-the-data-stack-can-organize-your-data-science-program
http://pewinternet.org/~/media/Files/Reports/2012/PIP_Future_of_Internet_2012_Big_Data.pdf
http://tech.fortune.cnn.com/2012/07/30/amazon-5/
http://hdl.handle.net/2451/31553
http://www.rosebt.com/1/post/2012/07/data-fundamentals.html

Top URLs in Tweet in G2:
http://blog.gnip.com/hilary-mason-interview/
http://radar.oreilly.com/2012/07/data-jujitsu.html
http://www.siliconrepublic.com/careers/item/28640-emc-urges-organisations-to
http://blog.factual.com/how-the-data-stack-can-organize-your-data-science-program
http://mathbabe.org/2012/07/31/statisticians-arent-the-problem-for-data-science-the-real-problem-is-too-many-posers/
http://www.linkedin.com/slink?code=crrjh2
http://www.linkedin.com/slink?code=G-hBWf
http://www.linkedin.com/slink?code=H-XAdY
http://www.linkedin.com/slink?code=jM27ir
http://brinx.it/ffA

Top URLs in Tweet in G3:
http://blog.gnip.com/hilary-mason-interview/
http://wikibon.org/blog/big-data-statistics/
http://tech.fortune.cnn.com/2012/07/30/amazon-5/
http://socialmediatoday.com/marketmesuite/659406/wow-twitter-can-tell-you-when-you-are-going-get-sick
http://missionpossiblesf.org/
http://dataaware.net/datascience/4553
http://highscalability.com/blog/2012/7/30/prismatic-architecture-using-machine-learning-on-social-netw.html
http://infospace.ischool.syr.edu/2012/07/23/open-source-textbook-democratizes-data-science/
http://www.rosebt.com/1/post/2012/08/predictive-descriptive-prescriptive-analytics.html
http://smartdatacollective.com/nraden/48952/fallacy-data-scientist-shortage

Top URLs in Tweet in G4:
http://infospace.ischool.syr.edu/2012/07/23/open-source-textbook-democratizes-data-science/
http://www.r-bloggers.com/genetic-algorithms-a-simple-r-example/
http://orange.biolab.si/
http://www.ncbi.nlm.nih.gov/pubmed/22851473?dopt=Abstract&utm_source=twitterfeed&utm_medium=twitter
http://infospace.ischool.syr.edu/2012/07/16/data-science-whats-in-it-for-the-new-librarian/
http://blogs.wsj.com/tech-europe/2012/04/26/big-datas-big-problem-little-talent/
http://www.dilbert.com/dyn/str_strip/000000000/00000000/0000000/100000/60000/2000/700/162783/162783.strip.print.gif
http://www.kdnuggets.com/2012/08/poll-analytics-data-mining-programming-languages.html
http://tm.durusau.net/?p=18666
http://www.epistasis.org/index.html

Top URLs in Tweet in G5:
http://www.rosebt.com/1/post/2012/08/predictive-descriptive-prescriptive-analytics.html
http://fifthelephant.in/2012/
http://www.larssono.com/musings/matmatpy/index.html
http://www.datagotham.com/
http://blog.gnip.com/hilary-mason-interview/
http://www.discoverycorpsinc.com/predicting-the-olympic-medal-c/
http://metamarkets.com/2012/data-scientist-profile-hadley-wickham/
http://www.rosebt.com/1/post/2012/07/data-fundamentals.html
http://www.rosebt.com/1/post/2012/07/the-emerging-data-stack.html
http://www.d4d.orange.com/home

Top URLs in Tweet in G6:
http://blog.gnip.com/hilary-mason-interview/
http://www.guardian.co.uk/news/datablog/2012/jul/28/music-data-science-emi-predict-song-preferences
http://www.techopedia.com/2/28797/it-business/it-careers/how-to-nurture-a-data-scientist
http://www.amazon.com/dp/B007RFI6JI/ref=cm_sw_r_tw_dp_5mRfqb1DAA2FJ
http://finfo.fish.hokudai.ac.jp/yasuma/DataScience/2010/
http://www.kaggle.com/
http://parasdoshi.visibli.com/share/sZsXqj
http://feeds.feedburner.com/~r/habrahabr/feed/~3/_lWNE8rSvd8/?utm_source=feedburner&utm_medium=twitter&utm_campaign=101terkin
http://www.amazon.com/Building-Data-Science-Teams-ebook/dp/B005O4U3ZE/ref=sr_1_1?ie=UTF8&qid=1343843357&sr=8-1&keywords=Building+Data+Science+Team
http://cscs.umich.edu/~crshalizi/weblog/925.html

Top URLs in Tweet in G7:
http://www.hadapt.com/blog/2012/7/31/data-scientists-the-opportunity-the-skillset-and-the-mission.html
http://www.readwriteweb.com/archives/twitter-drives-new-insights-in-the-social-sciences.php

Top URLs in Tweet in G8:
https://community.emc.com/docs/DOC-17878
http://smartdatacollective.com/gilpress/60991/big-data-interview-sanjay-mirchandani-cio
http://www.greenplum.com/blog/topics/big-data-topics/the-proving-ground-agile-analytics
http://www.itbusinessedge.com/cm/blogs/vizard/need-for-data-scientists-defeats-the-big-data-purpose/?cs=50879
http://www.itwire.com/business-it-news/networking/55674-a-day-in-the-life-of-big-data
http://highscalability.com/blog/2012/7/30/prismatic-architecture-using-machine-learning-on-social-netw.html
http://www.greenplum.com/blog/topics/big-data-topics/understanding-how-data-flows-through-your-organization
http://www.greenplum.com/sites/default/wp/blog/wp-content/uploads/2012/07/gregory_mead_data_science_infographic.jpeg
http://infocus.emc.com/david_dietrich/moving-from-stem-grad-to-data-scientist/?utm_medium=twitter&utm_source=twitterfeed
http://www.siliconrepublic.com/careers/item/28640-emc-urges-organisations-to

Top URLs in Tweet in G9:
http://g33ktalk.com/foursquare-machine-learning-with-large-networks-of-people-and-places/

Top Hashtags in Tweet in Entire Graph:
datascience
bigdata
analytics
data
datamining
machinelearning
dsss2
emc
infospace
rstats

Top Hashtags in Tweet in G1:
datascience
bigdata
ipad
fraudprevention
creditrisk
newproductdevelopment
analytics
bi
upskilling
sanjaymirchandani

Top Hashtags in Tweet in G2:
datascience
bigdata
data
analytics
upskilling
machinelearning
datamining
perfectsearch
healthcare
genetics

Top Hashtags in Tweet in G3:
datascience
bigdata
data
analytics
r
cops
networks
networkedpractice
networkinaction
pln

Top Hashtags in Tweet in G4:
datascience
bigdata
datamining
infospace
machinelearning
statistics
rstats
artificialintelligence
librarians
genetics

Top Hashtags in Tweet in G5:
datascience
bigdata
analytics
graphdb
matlab
mathematica
python
data
olympics
challenge

Top Hashtags in Tweet in G6:
datascience
data
bigdata
collaboration
machinelearning
ftw
kaggle
analytics
r
datamining

Top Hashtags in Tweet in G7:
datascience
dsss2
bigdata
datascientists
hadoop

Top Hashtags in Tweet in G8:
datascience
bigdata
emc
analytics
datascientist
data
emcproven
datastream
cio
blog

Top Hashtags in Tweet in G9:
datascience
machinelearning

Top Words in Tweet in Entire Graph:
datascience
data
bigdata
rt
science
big
new
analytics
scientist
hot

Top Words in Tweet in G1:
datascience
big
bigdata
data
rt
new
bets
become
hot
discipline

Top Words in Tweet in G2:
data
datascience
rt
bigdata
new
scientist
science
via
gnip
story

Top Words in Tweet in G3:
data
science
datascience
scientist
bigdata
rt
big
new
job
analytics

Top Words in Tweet in G4:
datascience
rt
data
bigdata
datamining
mt
moorejh
science
infospace
machinelearning

Top Words in Tweet in G5:
datascience
rt
data
bigdata
analytics
vs
predictive
descriptive
prescriptive
ironwalker76

Top Words in Tweet in G6:
datascience
data
science
rt
via
gnip
new
story
interview
hmason

Top Words in Tweet in G7:
datascience
dsss2
data
hadapt
second
live
tools
bigdata
better
marketmesuite

Top Words in Tweet in G8:
datascience
bigdata
data
emc
analytics
via
rt
blog
science
datascientist

Top Words in Tweet in G9:
hear
metablake
talk
datascience
foursquare
machinelearning
large
networks
people
places

Top Word Pairs in Tweet in Entire Graph:
data, science
bigdata, datascience
big, bets
big, data
data, scientist
analytics, bigdata
data, bigdata
datascience, become
become, new
new, hot

Top Word Pairs in Tweet in G1:
big, bets
bigdata, datascience
big, data
data, bigdata
datascience, become
become, new
new, hot
hot, discipline
discipline, next
next, generation

Top Word Pairs in Tweet in G2:
new, data
data, scientist
rt, gnip
gnip, new
data, story
story, interview
interview, hmason
hmason, bitly
bitly, work
work, chief

Top Word Pairs in Tweet in G3:
data, science
data, scientist
bigdata, datascience
big, data
san, francisco
rt, pphilp
analytics, bigdata
analytics, datascience
gnip, new
new, data

Top Word Pairs in Tweet in G4:
rt, moorejh
data, science
bigdata, datascience
machinelearning, datamining
datascience, datamining
rt, ischoolsu
open, source
source, textbook
textbook, democratizes
democratizes, data

Top Word Pairs in Tweet in G5:
bigdata, analytics
analytics, datascience
rt, bigdive_eu
vs, mathematica
predictive, descriptive
descriptive, prescriptive
prescriptive, analytics
rt, ironwalker76
ironwalker76, predictive
data, datascience

Top Word Pairs in Tweet in G6:
data, science
rt, gnip
gnip, new
new, data
data, story
story, interview
interview, hmason
hmason, bitly
bitly, work
work, chief

Top Word Pairs in Tweet in G7:
bigdata, datascience
second, blog
blog, post
post, live
live, mingshenghong
mingshenghong, datascience
datascience, better
better, tools
tools, reduce
reduce, need

Top Word Pairs in Tweet in G8:
bigdata, datascience
bigdata, analytics
analytics, datascience
8, 28
28, 2pm
2pm, est
est, emc
emc, live
live, webcast
webcast, transform

Top Word Pairs in Tweet in G9:
hear, metablake
metablake, talk
talk, datascience
datascience, foursquare
foursquare, machinelearning
machinelearning, large
large, networks
networks, people
people, places
rt, g33k_talk

Top Tweeters in Entire Graph:
pfanderson
cloud_aware
data_nerd
ISOgems
catspyjamasnz
laurapasquini
communicating
josek_net
annika
wtrf111

Top Tweeters in G1:
data_nerd
josek_net
annika
ConeyNL
otfrom
YvesMulkers
mcraddock
EdgenetInc
giovanni_arata
ScottOstby

Top Tweeters in G2:
mikeloukides
dtunkelang
nitin
dpatil
ToddeNet
Alirana
GilPress
mgershoff
aaronblohowiak
ivanku

Top Tweeters in G3:
cloud_aware
catspyjamasnz
laurapasquini
isragaytan
pphilp
vybstat
IBMbigdata
McK_CMSOForum
scpushp
Dataversity

Top Tweeters in G4:
pfanderson
ISOgems
iSchoolSU
moorejh
jay_cobian
cynocephale
salsb
erikpupo
argoneus
spellboundblog

Top Tweeters in G5:
communicating
frankolken
abellogin
neo4j
swgoof
riccardotasso
top_ix
blattnerma
ciro
rayohauno

Top Tweeters in G6:
wtrf111
S_Sivakumar
101byben
Ed_Renehan
paras_doshi
glassresistor
Kingwulf
HotWaterService
zubairkhan565
WordsAbtNumbers

Top Tweeters in G7:
MarketMeSuite
Tecnoetica
TammyKFennell
Art_Wolf
akshatn
kstirman
jmtwn
mingshenghong
Hadapt
JustinBorgman

Top Tweeters in G8:
PaulDunay
kemipa
EMCEducation
TechIsMidlName
EMCPROVEN
AcdSummit
JPIJUAN
EMCAcademics
toddforsythe
zappom

Top Tweeters in G9:
petesoder
StratusSecurity
g33k_talk