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infoviz OR infovis_2017-05-19_18-53-26.xlsx
infoviz OR infovis_2017-05-19_18-53-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 20, 2017
Short Description:
infoviz OR infovis via NodeXL http://bit.ly/2rBfQTV
@alevergara78
@mattbrehmer
@jofu_
@dataandme
@nathriche
@bigdatagal
@tmrhyne
@vidkid

Description:
Description
The graph represents a network of 255 Twitter users whose tweets in the requested range contained "infoviz OR infovis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 20 May 2017 at 01:54 UTC.

The requested start date was Saturday, 20 May 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 2-hour, 43-minute period from Saturday, 06 May 2017 at 00:50 UTC to Friday, 19 May 2017 at 03:33 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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 : 255
Unique Edges : 384
Edges With Duplicates : 141
Total Edges : 525
Self-Loops : 124
Reciprocated Vertex Pair Ratio : 0.0284900284900285
Reciprocated Edge Ratio : 0.0554016620498615
Connected Components : 57
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 144
Maximum Edges in a Connected Component : 359
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.607138
Graph Density : 0.00557356800988112
Modularity : 0.628895
NodeXL Version : 1.0.1.380

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[28] http://ilab.cpsc.ucalgary.ca/energyvis/
[19] https://www.lynda.com/Python-tutorials/Python-Data-Science-Essential-Training/520233-2.html?lpk35=9131&utm_medium=ldc-partner&utm_source=CMPRC&utm_content=524&utm_campaign=CD20546&bid=524&aid=CD20546
[19] http://jov.arvojournals.org/article.aspx?articleid=2504104&utm_content=bufferfd013&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://www.amazon.com/Data-Science-Dummies-Computer-Tech/dp/1119327636/ref=as_li_ss_tl?ie=UTF8&linkCode=sl1&tag=datamania-20&linkId=6a8af1921111bc91f1ba4554ddac6c47
[12] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705
[12] https://planetarydatart.blogspot.se/2012/07/apollo-11-landing-site-map.html?utm_content=bufferbb657&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] http://www.dailyinfographic.com/
[10] http://headlineswiki.com/news/2882294994
[8] https://medium.com/@jofu/openvis-2017-a-recap-3e945bb9f267?source=userActivityShare-c032a1e0acf6-1494094634&utm_content=buffer1192c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] http://flowingdata.com/2017/05/17/american-workday/

Top URLs in Tweet in G1:
[16] http://jov.arvojournals.org/article.aspx?articleid=2504104&utm_content=bufferfd013&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] https://planetarydatart.blogspot.se/2012/07/apollo-11-landing-site-map.html?utm_content=bufferbb657&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://medium.com/@jofu/openvis-2017-a-recap-3e945bb9f267?source=userActivityShare-c032a1e0acf6-1494094634&utm_content=buffer1192c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://twitter.com/samim/status/864151423482834944
[2] http://isites.harvard.edu/fs/docs/icb.topic1526468.files/p4
[2] diagrams/150310_GSD2142_P4
[2] Semiology
[2] of
[2] Graphics.pdf?utm_content=bufferb0940&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/856849248524140545

Top URLs in Tweet in G2:
[2] http://www.openculture.com/2017/05/the-history-of-electronic-music-visualized-on-a-circuit-diagram-of-a-1950s-theremin.html?platform=hootsuite
[2] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705
[2] http://2017.hci.international/thursday
[1] https://twitter.com/datarobot/status/860659889953271809
[1] http://beatsigner.com/publications/signer_arXiv2017.pdf
[1] https://twitter.com/i/web/status/860737560750043136
[1] http://infovis.fh-potsdam.de/
[1] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705?utm_content=bufferfa77e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://a816-dohbesp.nyc.gov/IndicatorPublic/dognames/
[1] http://www.himisspuff.com/wedding-backdrop-ideas/

Top URLs in Tweet in G3:
[27] http://ilab.cpsc.ucalgary.ca/energyvis/
[1] https://twitter.com/i/web/status/860254631212990465

Top URLs in Tweet in G4:
[17] https://www.lynda.com/Python-tutorials/Python-Data-Science-Essential-Training/520233-2.html?lpk35=9131&utm_medium=ldc-partner&utm_source=CMPRC&utm_content=524&utm_campaign=CD20546&bid=524&aid=CD20546
[16] https://www.amazon.com/Data-Science-Dummies-Computer-Tech/dp/1119327636/ref=as_li_ss_tl?ie=UTF8&linkCode=sl1&tag=datamania-20&linkId=6a8af1921111bc91f1ba4554ddac6c47
[5] http://flowingdata.com/2017/05/17/american-workday/

Top URLs in Tweet in G5:
[5] http://fcsh.unl.pt/ensino/pos-graduacoes-pt/visualizacao-de-informacao
[3] http://jov.arvojournals.org/article.aspx?articleid=2504104&utm_content=bufferfd013&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://vis4dh.org/
[2] https://medium.com/@jofu/openvis-2017-a-recap-3e945bb9f267?source=userActivityShare-c032a1e0acf6-1494094634&utm_content=buffer1192c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.computer.org/csdl/mags/cg/2017/03/mcg2017030096-abs.html
[1] https://twitter.com/i/web/status/860620301163474947
[1] https://twitter.com/i/web/status/861042191136727041
[1] https://www.youtube.com/watch?time_continue=43&v=5YvIHREdVX4
[1] http://fj.ics.keio.ac.jp/topoinvis/
[1] http://www.geotests.net/couleurs/frequences_en.html#ce

Top URLs in Tweet in G6:
[1] https://www.researchgate.net/publication/312166759_Showing_People_Behind_Data_Does_Anthropomorphizing_Visualizations_Elicit_More_Empathy_for_Human_Rights_Data?utm_source=twitter&utm_medium=rgShare&utm_campaign=shareFullTextPublication
[1] https://twitter.com/i/web/status/860660754063675392
[1] https://twitter.com/i/web/status/861589011219001346
[1] https://twitter.com/i/web/status/860149441637916672
[1] http://ilab.cpsc.ucalgary.ca/energyvis/

Top URLs in Tweet in G7:
[10] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705
[1] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705#---0-255
[1] https://medium.com/@eytanadar/banning-exploration-in-my-infovis-class-9578676a4705?utm_content=buffer53854&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[10] http://www.dailyinfographic.com/
[1] https://twitter.com/i/web/status/862049064225034240

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/864257857734234112

Top URLs in Tweet in G10:
[4] http://steveharoz.com/blog/2015/related-work-section/

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[28] ucalgary.ca
[24] medium.com
[19] lynda.com
[19] arvojournals.org
[17] amazon.com
[17] hackstats.com
[12] blogspot.se
[11] dailyinfographic.com
[11] pinterest.com

Top Domains in Tweet in G1:
[16] arvojournals.org
[12] blogspot.se
[8] twitter.com
[6] medium.com
[2] harvard.edu
[1] ubc.ca

Top Domains in Tweet in G2:
[17] hackstats.com
[13] twitter.com
[11] pinterest.com
[4] medium.com
[2] fh-potsdam.de
[2] openculture.com
[2] paper.li
[2] hci.international
[2] linkedin.com
[1] beatsigner.com

Top Domains in Tweet in G3:
[27] ucalgary.ca
[1] twitter.com

Top Domains in Tweet in G4:
[17] lynda.com
[16] amazon.com
[5] flowingdata.com

Top Domains in Tweet in G5:
[16] twitter.com
[5] unl.pt
[3] arvojournals.org
[2] vis4dh.org
[2] iaria.org
[2] eagereyes.org
[2] medium.com
[1] computer.org
[1] youtube.com
[1] ac.jp

Top Domains in Tweet in G6:
[3] twitter.com
[1] researchgate.net
[1] ucalgary.ca

Top Domains in Tweet in G7:
[12] medium.com

Top Domains in Tweet in G8:
[10] dailyinfographic.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[4] steveharoz.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[147] infovis
[77] dataviz
[49] infoviz
[29] opendata
[22] chi2017
[21] visualanalytics
[19] albersioc
[11] infographic
[11] maps
[10] bigdata

Top Hashtags in Tweet in G1:
[11] maps
[9] infovis
[6] openvisconf
[6] dataviz
[4] timelinecurator
[3] infoviz
[3] semanticnetwork
[1] visualization

Top Hashtags in Tweet in G2:
[24] infoviz
[19] infovis
[10] dataleak
[6] securityintelligence
[6] freedownload
[6] free
[6] giveaway
[4] dataviz
[2] history
[2] electronic

Top Hashtags in Tweet in G3:
[28] opendata
[28] infovis
[1] chi2017

Top Hashtags in Tweet in G4:
[18] infovis
[8] datascience
[8] dataviz
[6] datadriven
[5] visualization
[5] bigdata
[5] datamining
[2] freetrial
[2] data

Top Hashtags in Tweet in G5:
[54] infovis
[48] dataviz
[21] visualanalytics
[18] albersioc
[11] chi2017
[6] educause
[6] colortheory
[5] colourlovers
[5] vis4dh
[4] ieeevis

Top Hashtags in Tweet in G6:
[12] infovis
[6] chi2017
[2] chi17
[1] opendata

Top Hashtags in Tweet in G7:
[1] infovis

Top Hashtags in Tweet in G8:
[10] infographic
[10] dataviz
[10] infoviz
[9] datastorytelling

Top Hashtags in Tweet in G9:
[5] spotfire

Top Hashtags in Tweet in G10:
[4] chi2017
[1] infovis

Top Words
Top Words in Tweet in Entire Graph:
[142] Words in Sentiment List#1: Positive
[44] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[4716] Non-categorized Words
[4902] Total Words
[188] infovis
[78] dataviz
[58] infoviz
[42] data
[42] dataandme

Top Words in Tweet in G1:
[36] dataandme
[17] review
[17] key
[17] ideas
[17] 4
[17] types
[17] ensemble
[17] coding
[17] data
[17] visualizations

Top Words in Tweet in G2:
[28] infovis
[26] infoviz
[10] dataleak
[7] using
[6] baby
[6] security
[6] intelligence
[6] vtk
[6] qt
[6] securityintelligence

Top Words in Tweet in G3:
[28] opendata
[28] infovis
[27] jozilla
[27] hiring
[27] postdocs
[27] calgary
[27] talk
[27] w
[27] willett
[27] myself

Top Words in Tweet in G4:
[27] bigdatagal
[19] learn
[18] infovis
[17] python
[17] charts
[17] 30
[17] days
[13] linkedin
[13] now
[13] show

Top Words in Tweet in G5:
[54] infovis
[49] dataviz
[21] visualanalytics
[19] study
[18] albersioc
[17] blue
[17] chi2017
[14] pink
[13] albers
[12] tmrhyne

Top Words in Tweet in G6:
[12] infovis
[9] work
[7] out
[7] mattbrehmer
[6] check
[6] msftresearch's
[6] chi2017
[6] portfolio
[6] feat
[6] bongshin

Top Words in Tweet in G7:
[11] exploration
[11] eytanadar
[10] infovis
[10] class
[9] banning
[2] interesting
[2] wrote
[2] thing
[2] paid
[2] explore

Top Words in Tweet in G8:
[10] daily
[10] infographic
[10] brought
[10] dailyinfographc
[10] dataviz
[10] infoviz
[9] kirkdborne
[9] datastorytelling
[9] htt

Top Words in Tweet in G9:
[5] create
[5] better
[5] world
[5] stephen
[5] few
[5] today
[5] spotfire
[5] insights
[5] graphs
[5] dashboards

Top Words in Tweet in G10:
[5] infovis
[4] mariawolters
[4] reminds
[4] sharoz
[4] 's
[4] critique
[4] citation
[4] practices
[4] chi2017
[3] birdbassador

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] dataviz,infovis
[29] opendata,infovis
[28] hiring,postdocs
[28] postdocs,calgary
[28] calgary,opendata
[28] infovis,talk
[28] talk,w
[28] w,willett
[28] willett,myself
[28] myself,sknudsendk

Top Word Pairs in Tweet in G1:
[17] review,key
[17] key,ideas
[17] ideas,4
[17] 4,types
[17] types,ensemble
[17] ensemble,coding
[17] coding,data
[17] data,visualizations
[17] visualizations,dalbersszafir
[16] dataandme,review

Top Word Pairs in Tweet in G2:
[10] dataleak,infoviz
[6] security,intelligence
[6] intelligence,infovis
[6] infovis,using
[6] using,vtk
[6] vtk,qt
[6] qt,securityintelligence
[6] securityintelligence,freedownload
[6] freedownload,free
[6] free,giveaway

Top Word Pairs in Tweet in G3:
[28] opendata,infovis
[27] hiring,postdocs
[27] postdocs,calgary
[27] calgary,opendata
[27] infovis,talk
[27] talk,w
[27] w,willett
[27] willett,myself
[27] myself,sknudsendk
[26] jozilla,hiring

Top Word Pairs in Tweet in G4:
[17] 30,days
[13] linkedin,now
[13] now,show
[13] show,use
[13] use,python
[13] python,create
[13] create,web
[13] web,friendly
[13] friendly,plot
[13] plot,ly

Top Word Pairs in Tweet in G5:
[31] dataviz,infovis
[12] infovis,visualanalytics
[11] chi2017,infovis
[10] pink,orange
[10] infovis,dataviz
[8] blue,pink
[7] dataviz,visualanalytics
[6] albers,study
[6] information,visualization
[6] tmrhyne,albersioc

Top Word Pairs in Tweet in G6:
[6] check,out
[6] out,msftresearch's
[6] msftresearch's,chi2017
[6] chi2017,portfolio
[6] portfolio,feat
[6] feat,infovis
[6] infovis,work
[6] work,bongshin
[6] bongshin,nathriche
[6] nathriche,fisherdanyel

Top Word Pairs in Tweet in G7:
[10] exploration,infovis
[10] infovis,class
[9] banning,exploration
[7] class,eytanadar
[2] wrote,thing
[2] thing,banning

Top Word Pairs in Tweet in G8:
[10] daily,infographic
[10] infographic,brought
[10] brought,dailyinfographc
[10] dailyinfographc,dataviz
[10] dataviz,infoviz
[9] kirkdborne,daily
[9] infoviz,datastorytelling
[9] datastorytelling,htt

Top Word Pairs in Tweet in G9:
[5] create,better
[5] better,world
[5] world,stephen
[5] stephen,few
[5] few,today
[5] today,spotfire
[5] spotfire,insights
[5] insights,graphs
[5] graphs,dashboards
[5] dashboards,infoviz

Top Word Pairs in Tweet in G10:
[4] mariawolters,reminds
[4] reminds,sharoz
[4] sharoz,'s
[4] 's,critique
[4] critique,citation
[4] citation,practices
[4] practices,infovis
[4] infovis,chi2017
[3] birdbassador,mariawolters

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dataandme
@bigdatagal
@jozilla
@sknudsendk
@vidkid
@dalbersszafir
@tmrhyne
@jofu_
@eytanadar
@dailyinfographc

Top Mentioned in G1:
@dataandme
@dalbersszafir
@jofu_
@tamaramunzner
@ubc_cs
@mattbrehmer
@ubcrcommons
@duto_guerra
@openvisconf

Top Mentioned in G3:
@jozilla
@sknudsendk
@vidkid
@vidkidlinds

Top Mentioned in G4:
@bigdatagal
@innarliiv

Top Mentioned in G5:
@tmrhyne
@chi2017
@dataandme
@ieeevis
@sig_chi
@afigueiras
@yaledhlab
@dalbersszafir
@benjamin_moore
@jofu_

Top Mentioned in G6:
@mattbrehmer
@msftresearch
@bongshin
@nathriche
@fisherdanyel
@domoritz
@jawalnut
@myjyby
@filwd
@anshulbits

Top Mentioned in G7:
@eytanadar

Top Mentioned in G8:
@dailyinfographc
@kirkdborne

Top Mentioned in G9:
@michoconnell
@perce

Top Mentioned in G10:
@sharoz
@birdbassador
@mariawolters
@d3js_org

Top Tweeters
Top Tweeters in Entire Graph:
@javascriptd
@nosqldigest
@arkangelscrap
@itknowingness
@ilovemypebble
@alevergara78
@chidambara09
@gerardblokdijk
@artofserviceit
@emereobooks

Top Tweeters in G1:
@dwhauthor
@rosetececilio
@hrabiakent
@luiy
@niche_canada
@evanlitsa
@ezbrooks
@dataandme
@stevenbeeckman
@dashingd3js

Top Tweeters in G2:
@gerardblokdijk
@artofserviceit
@emereobooks
@cio_news
@taos_events
@enterprisenews1
@nikolai3d
@steveportigal
@andysugs
@chumulu

Top Tweeters in G3:
@jkohlmann
@aquigley
@opendatamonkey
@marabales
@ppival
@shivamg
@jozilla
@proclubboy
@chris_evans
@kopfnuss

Top Tweeters in G4:
@nosqldigest
@itknowingness
@chidambara09
@pybiandstuff
@hitpol
@renato_umeton
@bigdatagal
@ardalby71
@danielfinance
@beskotw

Top Tweeters in G5:
@alevergara78
@brunomiguel
@eagereyes
@benjamin_moore
@ghonim
@nixzalizb
@elementary
@tmrhyne
@ssn
@bscharp22

Top Tweeters in G6:
@timelyportfolio
@clancynewyork
@msftresearch
@filwd
@domoritz
@ken_hinckley
@mattbrehmer
@fisherdanyel
@monkeyinsurgent
@uta_ente

Top Tweeters in G7:
@miguelpaz
@transhumanbob
@alastairotter
@4psa
@charley_glynn
@golodhros
@miriescribe
@oshikryu
@peternachbaur
@vyslexic

Top Tweeters in G8:
@arkangelscrap
@gvalan
@kirkdborne
@johnsnowai
@strategyfintech
@goodstrattweet
@motolin5
@moka18313
@denodo
@dailyinfographc

Top Tweeters in G9:
@tibco
@sandolinic
@peteitalia
@michoconnell
@lundbergarna
@perce

Top Tweeters in G10:
@mariawolters
@birdbassador
@sharoz
@bilalalsallakh
@eduardfosch
@d3js_org