20120813 big data Twitter NodeXL SNA Map
20120813 big data Twitter NodeXL SNA Map
From:
marc_smith
Uploaded on:
August 14, 2012
Description:
The graph represents a network of 338 Twitter users whose recent tweets contained ""big data" OR bigdata". The network was obtained on Tuesday, 14 August 2012 at 00:15 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 2-hour period from Monday, 13 August 2012 at 22:35 UTC to Tuesday, 14 August 2012 at 00:08 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: 338
Unique Edges: 952
Edges With Duplicates: 122
Total Edges: 1074
Self-Loops: 372
Reciprocated Vertex Pair Ratio: 0.357142857142857
Reciprocated Edge Ratio: 0.526315789473684
Connected Components: 123
Single-Vertex Connected Components: 114
Maximum Vertices in a Connected Component: 207
Maximum Edges in a Connected Component: 922
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 3.137907
Graph Density: 0.0060049514511966
Modularity: 0.396804
NodeXL Version: 1.0.1.221

Top 10 Vertices, Ranked by Betweenness Centrality:
gigaom
DEVOPS_BORAT
furrier
ScalingBigData
RDCushing
TheCloudNetwork
YvesMulkers
imbigdata
TheTechGang
ScottOstby

Top Replied-To in Entire Graph:
alexlundry
sxsw
gkoberger
bigdata_mx
accel
big_data_europe
lucyaw89
shaka_lulu

Top Replied-To in G1:
shaka_lulu
lucyaw89
big_data_europe
bigdata_mx
gkoberger

Top Replied-To in G4:
sxsw
alexlundry

Top Mentioned in Entire Graph:
devops_borat
gigaom
suryaray
scoopit
flowingdata
emcgs
emccorp
derrickharris
weckerson
crossdevelop

Top Mentioned in G1:
suryaray
flowingdata
amarchugg
ibmbigdata
istockanalyst
brw
dzone
kelliehigh
sivavaid
violinmemory

Top Mentioned in G2:
edtech_highered
crossdevelop
birkett_matthew
biz_innovations
robertspaige
dougmowen
accenture
tdwi
domotalk
socialnewscorp

Top Mentioned in G3:
scoopit
emcgs
emccorp
siliconangle
sparkworks_4u
3pmedt
pewinternet
theeconomist
mckinsey_mgi
whitehouseostp

Top Mentioned in G4:
gigaom
identified
jowyang
tyleraltrup
badgeville
mcmoots
billstarnaud
matthewbrowning
imjb2u
crossdevelop

Top Mentioned in G5:
derrickharris
weckerson
gigaom
forrester
scoopit
ibmspss
lmwalsh2112
beyenetwork
tara0525
conf2012

Top Mentioned in G6:
devops_borat
derrickharris
gigaom

Top Mentioned in G7:
gigaom
avkashchauhan

Top Mentioned in G8:
gisuser

Top Mentioned in G9:
theasideblog

Top URLs in Tweet in Entire Graph:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=dlvr.it&utm_medium=twitter
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=social&utm_medium=twitter&utm_campaign=gigaom
http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/?utm_source=twitterfeed&utm_medium=twitter
http://www.forbes.com/sites/ciocentral/2012/08/13/big-data-is-hot-now-what-2/
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/
http://www.zdnet.com/cloud-and-big-data-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/
http://blogs.sap.com/innovation/big-data/metadata-helps-make-data-discoverable-013718
http://www.afr.com/p/technology/big_data_creeps_out_online_customers_2CJAxqYONJO2wzf1Yos7YL

Top URLs in Tweet in G1:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=dlvr.it&utm_medium=twitter
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/?utm_source=twitterfeed&utm_medium=twitter
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/?utm_medium=twitter&utm_source=twitterfeed
http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/?utm_source=twitterfeed&utm_medium=twitter
http://socialmediab2b.com/2012/08/b2b-companies-big-data/
http://bits.blogs.nytimes.com/2012/08/12/unboxed-how-big-data-became-so-big/
http://www.nytimes.com/
http://www.nytimes.com/2012/08/12/business/how-big-data-became-so-big-unboxed.html
http://www.sysadminjobcentral.com/san-francisco-bay-area/2012/08/senior-software-engineer-big-data-analytics-platform-foster-city/

Top URLs in Tweet in G2:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=dlvr.it&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNGBfs9F40ooQNzvYDjft1zQlanN6A&url=http://www.zdnet.com/cloud-and-big-data-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/
http://www.forbes.com/sites/ciocentral/2012/08/13/big-data-is-hot-now-what-2/
http://blogs.sap.com/innovation/big-data/metadata-helps-make-data-discoverable-013718
http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/?utm_source=twitterfeed&utm_medium=twitter
http://www.edtechmagazine.com/higher/article/2012/08/should-we-be-afraid-big-data-higher-education
http://www.BigDataNews.co
http://www.simplyzesty.com/social-media/the-guide-to-search-why-the-future-is-social-mobile/
http://www.zdnet.com/cloud-and-big-data-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/

Top URLs in Tweet in G3:
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNHJqu3Ft0qmKAxeus4AMYeUjWu2mA&url=http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/&utm_source=twitterfeed&utm_medium=twitter
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNGBfs9F40ooQNzvYDjft1zQlanN6A&url=http://www.zdnet.com/cloud-and-big-data-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/&utm_source=twitterfeed&utm_medium=twitter
http://infocus.emc.com/community_manager/leveraging-big-data-technology-and-it-transformation/
http://siliconangle.com/blog/2012/08/13/hadoop-for-big-data-in-cloud-is-inevitable-says-mapr/
http://feedproxy.google.com/~r/CloudNewsAndBlogPosts/~3/nFxmr9jGmgk/url?utm_source=twitterfeed&utm_medium=twitter
http://infocus.emc.com/community_manager/leveraging-big-data-technology-and-it-transformation/?utm_medium=twitter&utm_source=twitterfeed
http://www.itproportal.com/
http://www.scoop.it/t/innovation-in-emergings/p/2400495531/the-emergence-of-big-data-in-the-boardroom-itproportal-com
http://www.scoop.it/t/innovation-in-emergings/p/2400496208/pragmatic-programming-techniques-big-data-analytics
http://www.scoop.it/t/innovation-in-emergings/p/2400497276/hadoop-for-big-data-in-cloud-is-inevitable-says-mapr

Top URLs in Tweet in G4:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=social&utm_medium=twitter&utm_campaign=gigaom
http://newsle.com/article/0/27103122/
http://blogs.perficient.com/healthcare/blog/2012/08/06/from-little-data-to-big-data-one-step-at-a-time/
http://www.informationweek.com/big-data/news/big-data-analytics/240005311/big-data-projects-6-ways-to-start-smart
http://panelpicker.sxsw.com/vote/36
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=dlvr.it&utm_medium=twitter
http://www.itproportal.com/2012/08/13/emergence-big-data-boardroom/
http://www.zdnet.com/cloud-and-big-data-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/?utm_source=twitterfeed&utm_medium=twitter
http://www.nytimes.com/

Top URLs in Tweet in G5:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/
http://www.greentechmedia.com/articles/read/versant-nosql-and-the-smart-grid-big-data-challenge/
http://vip.informatica.com/content/Downloads?docid=1853&lsc=NA-Ongoing-2011Q4-BK-BD-BigDataAnalytics_Eckerson_Rpt_www
http://www.sourcelink.com/blog/judith-hemmel/2012/08/10/building-your-house-on-sand
http://sourcelink.rallypointwebinars.com/course/webinar.php?id=1221&source=social
http://www.linkedin.com/slink?code=iH6PTm
http://www.predictive-analytics.info/2012/08/top-10-pmml-resources.html
https://www-304.ibm.com/connections/blogs/smarteranalytics/entry/analytics_infrastructure_choosing_the_right_platform?lang=en_us
http://bitly.com/a/warning?url=http%3a%2f%2fchannelnomics%2ecom%2f2012%2f08%2f13%2f5%2dbig%2ddata%2dtrends%2dtransforming%2dchannel%2f&hash=MUpyvo
http://blogs.sap.com/innovation/big-data/metadata-helps-make-data-discoverable-013718

Top URLs in Tweet in G6:
http://news.google.com/news/url?sa=t&fd=R&usg=AFQjCNHJqu3Ft0qmKAxeus4AMYeUjWu2mA&url=http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=dlvr.it&utm_medium=twitter
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=social&utm_medium=twitter&utm_campaign=structureblog
http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/?utm_source=dlvr.it&utm_medium=twitter
http://gigaom.com/cloud/how-indias-favorite-tv-show-uses-data-to-change-the-world/
http://feedproxy.google.com/~r/OmMalik/~3/35lgor11-Vk/?utm_medium=twitter&utm_source=twitterfeed
http://www.zdnet.com/ocean-observatories-initiative-cloud-and-big-data-come-together-to-give-scientists-unprecedented-access-to-essential-climate-insights-7000002564/?utm_source=twitterfeed&utm_medium=twitter

Top URLs in Tweet in G7:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=social&utm_medium=twitter&utm_campaign=gigaom
http://blogs.wsj.com/cio/2012/08/02/cios-big-problem-with-big-data/
http://blogs.sap.com/innovation/big-data/metadata-helps-make-data-discoverable-013718

Top URLs in Tweet in G8:
http://symbiandevzone.tradepub.com/free/w_stob05/prgm.cgi

Top URLs in Tweet in G9:
http://theasideblog.blogspot.com/2012/05/goldilocks-effect-visualizing-just.html
http://theasideblog.blogspot.com/2012/02/state-of-infographics-in-education.html

Top URLs in Tweet in G10:
http://gigaom.com/data/geospatial-big-data-startup-spacecurve-nets-another-3-5m/?utm_source=social&utm_medium=twitter&utm_campaign=gigaom

Top Hashtags in Tweet in Entire Graph:
bigdata
suryaray
surya
cloud
analytics
news
nosql
emc
data
itblogs

Top Hashtags in Tweet in G1:
bigdata
suryaray
surya
news
analytics
tech
security
cio
ciso
socialmedia

Top Hashtags in Tweet in G2:
bigdata
nosql
tech
highered
twitter
search
mobile
sem
seo
marketing

Top Hashtags in Tweet in G3:
bigdata
cloud
itblogs
emc
news
infocus
sna
tcn
itnews
blogs

Top Hashtags in Tweet in G4:
bigdata
calit2
data
ehr
aco
hcsm
hitsm
healthdata
physics
nosql

Top Hashtags in Tweet in G5:
bigdata
analytics
nosql
datamining
kdd2012
ibm
smarteranalytics
hadoop
pmml
predictive

Top Hashtags in Tweet in G6:
cloud
data
bigdata

Top Hashtags in Tweet in G7:
bigdata
metadata

Top Hashtags in Tweet in G9:
edchat
sschat

Top Words in Tweet in Entire Graph:
data
big
rt
spacecurve
bigdata
startup
another
3
geospatial
5m

Top Words in Tweet in G1:
data
big
spacecurve
startup
another
3
geospatial
nets
5m
rt

Top Words in Tweet in G2:
data
big
bigdata
rt
startup
spacecurve
geospatial
3
another
5m

Top Words in Tweet in G3:
big
data
cloud
give
bigdata
blog
zdnet
ocean
scientists
unprecedented

Top Words in Tweet in G4:
big
data
startup
spacecurve
another
geospatial
nets
3
5m
bigdata

Top Words in Tweet in G5:
data
bigdata
big
analytics
rt
geospatial
startup
spacecurve
nets
another

Top Words in Tweet in G6:
data
big
show
rt
devops_borat
analytic
80
code
github
crap

Top Words in Tweet in G7:
rt

Top Words in Tweet in G8:
truth
big
data

Top Words in Tweet in G9:
big
data
more

Top Words in Tweet in G10:
gigaom
geospatial
big
data
startup
spacecurve
nets
another
3
5m

Top Word Pairs in Tweet in Entire Graph:
big, data
geospatial, big
data, startup
startup, spacecurve
another, 3
3, 5m
spacecurve, nets
nets, another
cloud, big
give, scientists

Top Word Pairs in Tweet in G1:
big, data
geospatial, big
data, startup
startup, spacecurve
spacecurve, nets
nets, another
another, 3
3, 5m
5m, spacecurve
suryaray, surya

Top Word Pairs in Tweet in G2:
big, data
geospatial, big
data, startup
startup, spacecurve
another, 3
3, 5m
spacecurve, nets
nets, another
cloud, big
give, scientists

Top Word Pairs in Tweet in G3:
big, data
cloud, big
zdnet, blog
give, scientists
scientists, unprecedented
unprecedented, access
access, essential
essential, climate
ocean, observatories
data, give

Top Word Pairs in Tweet in G4:
big, data
geospatial, big
data, startup
startup, spacecurve
spacecurve, nets
nets, another
another, 3
3, 5m
gigaom, geospatial
data, became

Top Word Pairs in Tweet in G5:
big, data
geospatial, big
data, startup
startup, spacecurve
spacecurve, nets
nets, another
another, 3
3, 5m
datamining, bigdata
predictive, analytics

Top Word Pairs in Tweet in G6:
big, data
rt, devops_borat
data, analytic
analytic, show
show, 80
80, code
code, github
github, crap
crap, 20
20, compile

Top Word Pairs in Tweet in G8:
truth, big
big, data

Top Word Pairs in Tweet in G9:
big, data

Top Word Pairs in Tweet in G10:
gigaom, geospatial
geospatial, big
big, data
data, startup
startup, spacecurve
spacecurve, nets
nets, another
another, 3
3, 5m

Top Tweeters in Entire Graph:
mikecane
TheCloudNetwork
TheTechGang
gomaam
All_Trends_IT
4iHD
NewsOnGreen
RDCushing
sonuise
SusanBeame

Top Tweeters in G1:
4iHD
NewsOnGreen
SusanBeame
iowahawkeyedave
SearleMorris
retistra
SaadRA
book20
TechBloggerSean
CR7X

Top Tweeters in G2:
All_Trends_IT
RDCushing
sonuise
Pacific_Typhoon
SocialNewsCorp
TrepLaw
itshumphrey
hitcafe
BizTrends
marcx_hughes

Top Tweeters in G3:
TheCloudNetwork
TheTechGang
CloudBlogs
hfcci
workinthecloud
hedgefundclouds
vRobM
furrier
ComputingClouds
Cloud_Geek

Top Tweeters in G4:
mikecane
Michael_MBA
KateSherrod
lluccipha
AakarTech
filos
gigaom
ej_butler
HapticProject
ElissaAngela

Top Tweeters in G5:
callcenterdr
iBizTek
quirkynerds
IBMVivisimo
sardire
imbigdata
SuccessfulWork
CourseMonster
ScottOstby
GadgetMan4U

Top Tweeters in G6:
gomaam
_DomW
megastuffs
JohnRHeaton
benjmay
LBBoffice
dulmandakh
TheDapperPanda
networkreading
thegrugq

Top Tweeters in G7:
iTechNews21
ROCIOYAGO
ILTechPartner

Top Tweeters in G8:
gisuser
LBSzone
McFallTM

Top Tweeters in G9:
theASIDEblog
carolgerwin

Top Tweeters in G10:
jaysv
AbhinavKrishna