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https://www.maptive.com/the-top-100-big-data-experts/ (experimental version)
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From:
marc_smith
Uploaded on:
January 07, 2016
Description:
Description
The graph represents a network of 100 specified Twitter users who appeared on the Maptive 100 Bigdata thought leaders list at https://www.maptive.com/the-top-100-big-data-experts/

The network was obtained from Twitter on Thursday, 07 January 2016 at 20:52 UTC.

It shows who was mentioned or replied to in the users' recent tweets. It includes only the specified users.

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.


Author Description


Overall Graph Metrics
Vertices : 100
Unique Edges : 301
Edges With Duplicates : 19921
Total Edges : 20222
Self-Loops : 19135
Reciprocated Vertex Pair Ratio : 0.214452214452214
Reciprocated Edge Ratio : 0.353166986564299
Connected Components : 7
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 94
Maximum Edges in a Connected Component : 19023
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.278218
Graph Density : 0.0526262626262626
Modularity : 0.014144
NodeXL Version : 1.0.1.348

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[71] http://www.forbes.com/sites/bernardmarr/2016/01/06/the-rise-of-thinking-machines-how-ibms-watson-takes-on-the-world/
[58] http://www.forbes.com/sites/bernardmarr/2015/12/27/big-data-12-amazing-highs-and-lows-of-2015/
[48] https://commun.it/
[32] http://www.forbes.com/sites/bernardmarr/2016/01/07/big-data-uncovered-what-does-a-data-scientist-really-do/
[26] https://infocus.emc.com/william_schmarzo/the-challenge-of-macro-analytics-economics/
[25] https://www.maptive.com/the-top-100-big-data-experts/
[23] https://infocus.emc.com/william_schmarzo/the-mid-market-big-data-call-to-action/
[22] https://www.linkedin.com/pulse/17-mind-blowing-internet-things-facts-everyone-should-bernard-marr?trk=mp-reader-card
[19] https://ctovision.com/
[15] https://infocus.emc.com/william_schmarzo/thinking-like-a-data-scientist-part-i/

Top URLs in Tweet in G1:
[40] https://commun.it/
[19] https://ctovision.com/
[14] http://www.forbes.com/sites/theopriestley/2016/01/06/why-the-new-twitter-character-limit-is-a-good-thing/
[13] https://www.maptive.com/the-top-100-big-data-experts/
[11] http://businessoverbroadway.com/top-10-skills-in-data-science
[11] http://tweetedtimes.com/v/1830
[10] https://sumall.com/thankyou
[8] http://www.forbes.com/sites/gilpress/2015/12/15/6-predictions-for-big-data-analytics-and-cognitive-computing-in-2016/
[8] http://tweetedtimes.com/v/1831
[7] http://www.forbes.com/sites/gilpress/2015/12/06/6-predictions-about-the-future-of-digital-transformation/

Top URLs in Tweet in G2:
[9] https://github.com/donnemartin/data-science-ipython-notebooks
[6] http://conferences.oreilly.com/strata/hadoop-big-data-eu/public/cfp/425
[5] https://soundcloud.com/nssd-podcast/episode-5-irl-roger-is-totally-with-it
[5] https://www.oreilly.com/ideas/big-science-problems-big-data-solutions
[4] https://leanpub.com/rprogramming
[4] https://leanpub.com
[4] http://www.visualisingdata.com/2015/12/best-of-the-visualisation-web-november-2015/
[4] http://www.visualisingdata.com/2015/12/10-significant-visualisation-developments-july-to-december-2015/
[4] http://qz.com/580859/the-most-misleading-charts-of-2015-fixed/
[4] https://www.linkedin.com/pulse/apache-spark-china-ben-lorica

Top URLs in Tweet in G3:
[12] http://click.linksynergy.com/fs-bin/click?id=*JDLXjeE*wk&subid=&offerid=323058.1&type=10&tmpid=14538&RD_PARM1=https://www.udemy.com/complete-python-bootcamp/
[11] http://drumup.io
[10] http://floq.to/vQq5D/
[9] http://community.lithium.com/t5/Science-of-Social-blog/Gamification-Tenet-4-You-Must-Change-Faster-Than-Your-Players/ba-p/207150
[8] http://floq.to/MA0p5/
[8] http://floq.to/G77Vm/
[8] http://www.exasol.com/newsroom/blog/mit-dem-turbo-punkten/
[7] http://floq.to/DWkdx/
[7] http://tweepsmap.com/!merv
[7] http://click.linksynergy.com/fs-bin/click?id=*JDLXjeE*wk&subid=&offerid=323058.1&type=10&tmpid=14538&RD_PARM1=https://www.udemy.com/sql-for-newbs/

Top URLs in Tweet in G4:
[71] http://www.forbes.com/sites/bernardmarr/2016/01/06/the-rise-of-thinking-machines-how-ibms-watson-takes-on-the-world/
[57] http://www.forbes.com/sites/bernardmarr/2015/12/27/big-data-12-amazing-highs-and-lows-of-2015/
[30] http://www.forbes.com/sites/bernardmarr/2016/01/07/big-data-uncovered-what-does-a-data-scientist-really-do/
[23] https://infocus.emc.com/william_schmarzo/the-mid-market-big-data-call-to-action/
[23] https://infocus.emc.com/william_schmarzo/the-challenge-of-macro-analytics-economics/
[21] https://www.linkedin.com/pulse/17-mind-blowing-internet-things-facts-everyone-should-bernard-marr?trk=mp-reader-card
[14] https://infocus.emc.com/william_schmarzo/thinking-like-a-data-scientist-part-i/
[10] http://tweetjukebox.com/thankyou/
[9] http://siliconangle.tv/2015-top-ceos/
[7] https://commun.it/

Top URLs in Tweet in G5:
[13] http://www.ociweb.com/
[12] https://www.historicaloptiondata.com/
[3] http://www.azul.com/catch-new-zulu-embedded-demos-javaone-2015/
[3] http://www.ociweb.com/iten2016
[2] https://www.accenture.com/us-en/insight-digital-carbon-disruptors.aspx?c=stg_stratsmctwt_10000096&n=smc_1015
[2] http://fortune.com/2015/12/16/ceo-accenture-hologram/
[2] https://open.spotify.com/user/%C3%ADndice/playlist/5cy6dmd2ZiCcPcKTABjL0o
[2] http://www.fortaleza.pr.gov/envivo
[2] http://bit.ly/1MSMs2J
[2] https://github.com/oci-pronghorn/ProtocolTestProject

Top Domains
Top Domains in Tweet in Entire Graph:
[1211] twitter.com
[428] forbes.com
[336] linkedin.com
[281] datasciencecentral.com
[242] kdnuggets.com
[211] linkis.com
[183] youtube.com
[182] google.com
[169] dy.si
[160] co.uk

Top Domains in Tweet in G1:
[390] twitter.com
[200] linkis.com
[158] google.com
[130] forbes.com
[124] linkedin.com
[110] fivethirtyeight.com
[75] t.co
[71] co.uk
[59] youtube.com
[59] paper.li

Top Domains in Tweet in G2:
[370] twitter.com
[114] oreilly.com
[85] wsj.com
[71] revolutionanalytics.com
[54] github.com
[49] nytimes.com
[47] medium.com
[34] reddit.com
[30] youtube.com
[29] trib.al

Top Domains in Tweet in G3:
[217] twitter.com
[196] kdnuggets.com
[154] linksynergy.com
[137] floq.to
[115] gartner.com
[106] dy.si
[88] linkedin.com
[87] forbes.com
[72] exasol.com
[51] datasciencecentral.com

Top Domains in Tweet in G4:
[203] datasciencecentral.com
[190] forbes.com
[154] twitter.com
[146] crowdchat.net
[105] linkedin.com
[99] nodexlgraphgallery.org
[83] emc.com
[35] youtube.com
[34] hbr.org
[33] co.uk

Top Domains in Tweet in G5:
[80] twitter.com
[39] radian6.com
[23] ociweb.com
[18] accenture.com
[13] youtube.com
[12] historicaloptiondata.com
[9] forbes.com
[9] justcoz.org
[8] com.au
[8] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2145] bigdata
[788] datascience
[730] analytics
[659] iot
[330] dataviz
[242] machinelearning
[184] rstats
[177] data
[141] cloud
[141] rt



Top Hashtags in Tweet in G1:
[599] bigdata
[157] iot
[124] datascience
[121] analytics
[115] ces2016
[104] socialselling
[82] ibm
[62] privacy
[59] salesforcear
[58] cloud

Top Hashtags in Tweet in G2:
[191] dataviz
[189] bigdata
[183] datascience
[156] rstats
[98] analytics
[81] python
[75] machinelearning
[71] stratahadoop
[45] powerbi
[38] wrangleconf

Top Hashtags in Tweet in G3:
[890] bigdata
[349] analytics
[266] iot
[258] datascience
[133] rt
[132] kdn
[130] sale
[119] bbbt
[86] data
[83] machinelearning

Top Hashtags in Tweet in G4:
[441] bigdata
[223] datascience
[196] iot
[156] analytics
[102] mrx
[74] dataviz
[68] internetofthings
[68] storagepredictions
[67] machinelearning
[67] quote

Top Hashtags in Tweet in G5:
[129] godigital
[53] java
[26] bigdata
[23] digital
[21] programming
[20] iot
[12] nathan
[11] ai
[8] cx
[8] digitaltransformation

Top Words
Top Words in Tweet in Entire Graph:
[11469] Words in Sentiment List#1: Positive
[5069] Words in Sentiment List#2: Negative
[68] Words in Sentiment List#3: Angry/Violent
[251332] Non-categorized Words
[267879] Total Words
[2704] data
[2155] bigdata
[1086] analytics
[1034] new
[976] big

Top Words in Tweet in G1:
[671] data
[599] bigdata
[337] 2016
[320] big
[319] new
[305] thanks
[220] more
[213] analytics
[206] great
[206] out

Top Words in Tweet in G2:
[583] data
[215] new
[210] bigdata
[193] dataviz
[183] datascience
[179] more
[164] great
[148] rstats
[143] out
[140] one

Top Words in Tweet in G3:
[885] bigdata
[858] data
[501] analytics
[369] big
[308] new
[304] iot
[256] datascience
[227] 10
[216] year
[211] 2016

Top Words in Tweet in G4:
[533] data
[435] bigdata
[232] analytics
[218] iot
[217] datascience
[188] 2015
[187] big
[181] nodexl
[159] new
[156] forbes

Top Words in Tweet in G5:
[128] godigital
[59] data
[53] java
[50] more
[44] time
[41] out
[36] use
[36] good
[35] code
[34] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[697] big,data
[261] data,science
[239] new,year
[235] bigdata,analytics
[228] internet,things
[162] bigdata,datascience
[143] data,analytics
[131] 10,new
[130] machine,learning
[130] year,sale

Top Word Pairs in Tweet in G1:
[225] big,data
[79] internet,things
[66] thanks,amazing
[66] amazing,week
[62] social,media
[59] really,appreciate
[43] bigdata,analytics
[43] thanks,share
[41] new,year
[36] taking,time

Top Word Pairs in Tweet in G2:
[81] data,science
[62] bigdata,datascience
[43] stratahadoop,singapore
[33] machine,learning
[30] check,out
[28] bigdata,analytics
[24] big,data
[20] data,analysis
[20] data,scientists
[20] looking,forward

Top Word Pairs in Tweet in G3:
[295] big,data
[149] new,year
[137] bigdata,analytics
[130] 10,new
[130] year,sale
[96] internet,things
[78] bigdata,datalive
[67] data,analytics
[63] data,science
[49] happyholidays,bigdata

Top Word Pairs in Tweet in G4:
[149] big,data
[81] forbes,bigdata
[81] data,science
[64] datascience,bigdata
[51] data,scientist
[45] internet,things
[44] mrx,quote
[44] quote,day
[36] machine,learning
[34] ibm,watson

Top Word Pairs in Tweet in G5:
[13] much,more
[12] programming,bigdata
[12] bigdata,clean
[12] clean,inexpensive
[12] inexpensive,market
[12] market,data
[12] data,back
[12] back,testing
[12] testing,plz
[12] plz,use

Top Replied-To
Top Replied-To in Entire Graph:
@hadleywickham

Top Replied-To in G1:
@jeremywaite

Top Replied-To in G2:
@hadleywickham
@peteskomoroch
@johnmyleswhite

Top Replied-To in G3:

Top Replied-To in G4:

Top Replied-To in G5:

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@rwang0
@kdnuggets
@gilpress
@timothy_hughes

Top Mentioned in G1:
@rwang0
@gilpress
@timothy_hughes
@holgermu
@valaafshar

Top Mentioned in G2:
@kirkdborne
@rdpeng
@peteskomoroch
@johnmyleswhite
@randal_olson
@kdnuggets

Top Mentioned in G3:
@kdnuggets
@dana_gardner
@kirkdborne
@vanrijmenam

Top Mentioned in G4:
@kirkdborne
@kristofdewulf
@schmarzo
@diegokuonen
@mark_torr
@bernardmarr

Top Mentioned in G5:

Top Tweeters
Top Tweeters in Entire Graph:
@valaafshar
@simonlporter
@data_nerd
@rwang0
@timothy_hughes
@mikejulietbravo
@yvesmulkers
@itredux
@holgermu
@miguelrios

Top Tweeters in G1:
@valaafshar
@simonlporter
@data_nerd
@rwang0
@timothy_hughes
@mikejulietbravo
@yvesmulkers
@itredux
@holgermu
@knowledgebishop

Top Tweeters in G2:
@chrisalbon
@kirkdborne
@jburnmurdoch
@drewconway
@acroll
@peteskomoroch
@visualisingdata
@hadleywickham
@johnmyleswhite
@hmason

Top Tweeters in G3:
@merv
@vishaltx
@kdnuggets
@mjasay
@claudia_imhoff
@marksmithvr
@marcusborba
@timoelliott
@dana_gardner
@andrewbrust

Top Tweeters in G4:
@analyticbridge
@furrier
@ajitjaokar
@tomderuyck
@diegokuonen
@ericdebray
@dvellante
@bernardmarr
@marc_smith
@kristofdewulf

Top Tweeters in G5:
@miguelrios
@lovestats
@leonidkruglyak
@mikesutcliff
@nathantippy
@cameronmarlow