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infoviz OR infovis_2020-08-06_17-55-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2020
Short Description:
infoviz OR infovis via NodeXL https://bit.ly/2PyE8fr
@infovis_
@karim_douieb
@observablehq
@duto_guerra
@tierneyl
@tamaramunzner
@blackili
@infovanguardia
@erictopol
@tmrhyne

Top hashtags:
#dataviz
#infovis
#siggraph
#malofiej28
#ieeevis
#infoviz
#ieeecga

Description:
Description
The graph represents a network of 137 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 Friday, 07 August 2020 at 00:55 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 23-hour, 59-minute period from Friday, 24 July 2020 at 14:42 UTC to Wednesday, 05 August 2020 at 14:42 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 : 137
Unique Edges : 114
Edges With Duplicates : 210
Total Edges : 324
Number of Edge Types : 5
Retweet : 59
MentionsInRetweet : 93
Replies to : 14
Mentions : 100
Tweet : 58
Self-Loops : 59
Reciprocated Vertex Pair Ratio : 0.0318471337579618
Reciprocated Edge Ratio : 0.0617283950617284
Connected Components : 21
Single-Vertex Connected Components : 8
Maximum Vertices in a Connected Component : 63
Maximum Edges in a Connected Component : 179
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.390518
Graph Density : 0.00869471876341778
Modularity : 0.451915
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 137 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 Friday, 07 August 2020 at 00:55 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 11-day, 23-hour, 59-minute period from Friday, 24 July 2020 at 14:42 UTC to Wednesday, 05 August 2020 at 14:42 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : infoviz OR infovis
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://observablehq.com/@pierreleripoll/how-to-visualize-periodic-signals
[3] https://link.medium.com/A38ut3n5q8
[2] https://munsell.com/color-blog/applying-munsell-analogous-and-complementary-color-harmonies-to-visualizing-a-computationally-modeled-hurricane/
[2] https://ft.trib.al/Su907Zc
[2] https://graphics.reuters.com/INDIA-RIVER/010081TW39P/index.html
[2] https://twitter.com/TheOfficialACM/status/1288582851487764481
[2] https://pypi.org/project/hotelling/
[1] https://www.cs.ubc.ca/~tmm/vadbook/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DjVC6SQS23ak&q=EgS4SO-bGKu3rvkFIhkA8aeDS69ZyCKXPUEJRESq-KZI4A2wrC5PMgFy
[1] https://link.medium.com/6EhPk6vSF8

Top URLs in Tweet in G1:
[2] https://graphics.reuters.com/INDIA-RIVER/010081TW39P/index.html
[2] https://ft.trib.al/Su907Zc
[1] https://www.bloomberg.com/graphics/2020-coronavirus-transportation-data-cities-traffic-mobility/?cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic&utm_medium=social&utm_content=graphics&utm_source=twitter
[1] https://www.bloomberg.com/graphics/2020-new-york-city-reopening/?utm_medium=social&utm_campaign=socialflow-organic&utm_content=graphics&cmpid%3D=socialflow-twitter-graphics&utm_source=twitter
[1] https://www.bloomberg.com/graphics/2020-ppp-racial-disparity/?cmpid%3D=socialflow-twitter-graphics&utm_medium=social&utm_campaign=socialflow-organic&utm_content=graphics&utm_source=twitter
[1] https://www.bloomberg.com/graphics/2020-unemployment-benefits/?utm_content=graphics&utm_campaign=socialflow-organic&utm_source=twitter&utm_medium=social&cmpid%3D=socialflow-twitter-graphics
[1] https://twitter.com/malofiej/status/1290258519501885443
[1] https://www.malofiejgraphics.com/
[1] https://multimedia.scmp.com/infographics/news/hong-kong/article/3032146/hong-kong-protests/index.html
[1] https://multimedia.scmp.com/infographics/news/hong-kong/article/3027462/hong-kong-100-days-of-protests/index.html

Top URLs in Tweet in G2:
[3] https://link.medium.com/A38ut3n5q8
[2] https://twitter.com/TheOfficialACM/status/1288582851487764481
[2] https://munsell.com/color-blog/applying-munsell-analogous-and-complementary-color-harmonies-to-visualizing-a-computationally-modeled-hurricane/
[1] https://link.medium.com/6EhPk6vSF8
[1] https://link.medium.com/D09a6rXYn8
[1] https://twitter.com/DataVizSociety/status/1286693708595855361
[1] https://link.medium.com/Hdcpwtz8x8
[1] https://link.medium.com/w9Dp2tW8x8
[1] https://link.medium.com/PGkDJ4JOG8
[1] https://link.medium.com/AopufpjNH8

Top URLs in Tweet in G3:
[1] https://twitter.com/malofiej/status/1290257367448170496?s=20
[1] https://bit.ly/3hTTmYs
[1] https://trib.al/Xe5RwV6
[1] https://bit.ly/2Dlyv1g
[1] https://observablehq.com/@john-guerra/separate-order-and-align

Top URLs in Tweet in G4:
[2] https://pypi.org/project/hotelling/
[1] http://stemgraphic.org
[1] http://artchiv.es/#.XbD4CiVgsiQ.twitter
[1] https://twitter.com/DionResearchLLC/status/1287213037594775552
[1] https://www.linkedin.com/slink?code=d-m7wuU
[1] https://www.linkedin.com/slink?code=dXWxfNQ

Top URLs in Tweet in G5:
[1] https://research.tableau.com/sites/default/files/CHI-cameraready.pdf
[1] http://sci.utah.edu/~vdl/papers/2019_infovis_criteria.pdf
[1] https://www.mitpressjournals.org/doi/pdf/10.1162/grey_a_00286?cookieSet=1

Top URLs in Tweet in G6:
[1] https://www.cs.ubc.ca/~tmm/vadbook/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DjVC6SQS23ak&q=EgS4SO-bGKu3rvkFIhkA8aeDS69ZyCKXPUEJRESq-KZI4A2wrC5PMgFy

Top URLs in Tweet in G7:
[1] https://visualizing.jp/world-gov-infoviz-report/
[1] https://twitter.com/jbuckland13/status/1288758731782729734
[1] http://humanfactorsblog.org/2020/08/03/infovis-in-the-coronavirus-era/

Top URLs in Tweet in G8:
[1] https://www.nytimes.com/interactive/2020/08/04/world/middleeast/beirut-explosion-damage.html

Top URLs in Tweet in G9:
[1] https://www.sciencemag.org/news/2020/07/brain-fog-heart-damage-covid-19-s-lingering-problems-alarm-scientistsby

Top Domains
Top Domains in Tweet in Entire Graph:
[16] medium.com
[12] twitter.com
[8] linkedin.com
[7] observablehq.com
[4] bloomberg.com
[3] trib.al
[2] munsell.com
[2] reuters.com
[2] scmp.com
[2] bit.ly

Top Domains in Tweet in G1:
[4] bloomberg.com
[2] reuters.com
[2] trib.al
[2] twitter.com
[2] scmp.com
[1] malofiejgraphics.com

Top Domains in Tweet in G2:
[16] medium.com
[6] twitter.com
[6] linkedin.com
[2] munsell.com
[1] publicdomainreview.org
[1] algorithmia.com
[1] sciviscolor.org
[1] observablehq.com

Top Domains in Tweet in G3:
[2] bit.ly
[1] twitter.com
[1] trib.al
[1] observablehq.com

Top Domains in Tweet in G4:
[2] linkedin.com
[2] pypi.org
[1] stemgraphic.org
[1] artchiv.es
[1] twitter.com

Top Domains in Tweet in G5:
[1] tableau.com
[1] utah.edu
[1] mitpressjournals.org

Top Domains in Tweet in G6:
[1] ubc.ca
[1] google.com

Top Domains in Tweet in G7:
[1] visualizing.jp
[1] twitter.com
[1] humanfactorsblog.org

Top Domains in Tweet in G8:
[1] nytimes.com

Top Domains in Tweet in G9:
[1] sciencemag.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[58] dataviz
[57] infovis
[20] siggraph
[17] malofiej28
[16] ieeevis
[14] infoviz
[14] ieeecga
[13] visualanalytics
[13] albers_lucy
[12] colourlovers



Top Hashtags in Tweet in G1:
[17] malofiej28
[2] tidytuesday
[2] dataviz
[1] cleanenergy
[1] fossil
[1] nuclear
[1] renewable
[1] barcelona
[1] longcovid
[1] rstats

Top Hashtags in Tweet in G2:
[45] infovis
[44] dataviz
[20] siggraph
[16] ieeevis
[14] ieeecga
[13] visualanalytics
[13] albers_lucy
[12] albersloc
[12] durhamcountylib
[12] colourlovers

Top Hashtags in Tweet in G3:
[3] infovis
[1] cleanenergy
[1] fossil
[1] nuclear
[1] renewable

Top Hashtags in Tweet in G4:
[8] infoviz
[7] dataviz
[4] stats
[3] controlcharts
[2] datascience
[2] datavisualization
[2] accessibility
[2] colorimpaired
[2] print
[2] t2

Top Hashtags in Tweet in G6:
[1] infovis

Top Hashtags in Tweet in G7:
[1] tsundoku
[1] fixed
[1] datviz
[1] infoviz
[1] reading
[1] books
[1] infovis

Top Hashtags in Tweet in G8:
[1] beirut

Top Hashtags in Tweet in G9:
[1] longcovid

Top Hashtags in Tweet in G10:
[2] digitalhumanities
[2] infoviz
[2] musetech

Top Words
Top Words in Tweet in Entire Graph:
[58] #dataviz
[57] #infovis
[28] malofiej
[20] visualization
[20] #siggraph
[20] gold
[17] project
[17] #malofiej28
[16] #ieeevis
[15] data

Top Words in Tweet in G1:
[25] malofiej
[19] gold
[17] #malofiej28
[16] project
[10] usa
[10] hong
[10] kong
[6] awards
[6] bronze
[6] medals

Top Words in Tweet in G2:
[45] #infovis
[44] #dataviz
[20] #siggraph
[16] #ieeevis
[14] #ieeecga
[13] orange
[13] cyan
[13] #visualanalytics
[13] #albers_lucy
[12] #albersloc

Top Words in Tweet in G3:
[6] encoding
[3] #infovis
[3] try
[3] use
[3] positional
[3] channels
[3] variables
[3] effective
[3] categorical
[2] washingtonpost

Top Words in Tweet in G4:
[9] seen
[8] #infoviz
[7] visualization
[7] #dataviz
[6] timeline
[5] haven't
[5] kind
[5] frequently
[5] used
[5] really

Top Words in Tweet in G5:
[2] dfreelon
[2] jessicahullman
[2] syardi
[2] mjskay
[2] albertocairo
[2] jschwabish
[2] infovis
[2] visualization

Top Words in Tweet in G6:
[5] ifromm
[5] shawnmjones
[5] oducs
[5] use
[5] tamaramunzner's
[5] wonderful
[5] visualization
[5] analysis
[5] design
[5] textbook

Top Words in Tweet in G7:
[4] infovis
[2] dah

Top Words in Tweet in G9:
[2] know

Top Words in Tweet in G10:
[2] exploring
[2] projects
[2] rca
[2] phd
[2] livingwmachines
[2] bl_digischol
[2] #digitalhumanities
[2] #infoviz
[2] #musetech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] #dataviz,#infovis
[13] #infovis,#dataviz
[13] orange,cyan
[12] #albersloc,orange
[12] cyan,harmonics
[10] usa,project
[10] hong,kong
[10] #infovis,#visualanalytics
[8] malofiej,gold
[8] #siggraph,#ieeevis

Top Word Pairs in Tweet in G1:
[10] usa,project
[10] hong,kong
[8] malofiej,gold
[4] gold,york
[4] york,times
[4] times,usa
[4] gold,reuters
[4] reuters,usa
[4] kong,#malofiej28
[4] gold,south

Top Word Pairs in Tweet in G2:
[36] #dataviz,#infovis
[13] orange,cyan
[12] #albersloc,orange
[12] cyan,harmonics
[10] #infovis,#visualanalytics
[8] #siggraph,#ieeevis
[8] #infovis,#dataviz
[7] #ieeevis,#ieeecga
[6] datavizsociety,#dataviz
[5] data,visualization

Top Word Pairs in Tweet in G3:
[3] #infovis,try
[3] try,use
[3] use,positional
[3] positional,channels
[3] channels,encoding
[3] encoding,variables
[3] variables,effective
[3] effective,encoding
[3] encoding,categorical
[2] duto_guerra,#infovis

Top Word Pairs in Tweet in G4:
[7] #dataviz,#infoviz
[5] haven't,seen
[5] seen,kind
[5] kind,visualization
[5] visualization,frequently
[5] frequently,used
[5] used,really
[5] really,appreciate
[5] appreciate,compact
[5] compact,easy

Top Word Pairs in Tweet in G5:
[2] dfreelon,jessicahullman
[2] jessicahullman,syardi
[2] syardi,mjskay
[2] mjskay,albertocairo
[2] albertocairo,jschwabish

Top Word Pairs in Tweet in G6:
[5] ifromm,shawnmjones
[5] shawnmjones,oducs
[5] oducs,use
[5] use,tamaramunzner's
[5] tamaramunzner's,wonderful
[5] wonderful,visualization
[5] visualization,analysis
[5] analysis,design
[5] design,textbook
[5] textbook,slides

Top Word Pairs in Tweet in G10:
[2] exploring,projects
[2] projects,rca
[2] rca,phd
[2] phd,livingwmachines
[2] livingwmachines,bl_digischol
[2] bl_digischol,#digitalhumanities
[2] #digitalhumanities,#infoviz
[2] #infoviz,#musetech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@malofiej
@datavizsociety
@tamaramunzner
@shawnmjones
@oducs
@weiglemc
@ifromm
@bbgvisualdata
@emresevinc
@f_dion

Top Mentioned in G1:
@malofiej
@bbgvisualdata
@sciencefocus
@reutersgraphics
@la_lettura
@sciam
@infovanguardia
@zcreativelabs
@el_universal_mx
@info_universal

Top Mentioned in G2:
@datavizsociety
@tmrhyne
@anychart
@munsellcolor
@pratapvardhan
@amycesal
@aymanbari1
@tdatascience
@aarieff
@connect4mary

Top Mentioned in G3:
@washingtonpost
@observablehq
@duto_guerra
@malofiej
@joemfox
@sethblanchard
@gabrielflorit
@jacrump
@anngerhart
@timmeko

Top Mentioned in G4:
@emresevinc
@f_dion
@stemgraphic
@dionresearchllc

Top Mentioned in G5:
@jessicahullman
@syardi
@mjskay
@albertocairo
@jschwabish
@miriah_meyer
@jsndyks

Top Mentioned in G6:
@shawnmjones
@oducs
@tamaramunzner
@weiglemc
@ifromm

Top Mentioned in G8:
@singhvianjali
@scottreinhard
@atmccann
@laurenleatherby
@nytgraphics

Top Mentioned in G9:
@sciencemagazine
@jcouzin
@sciencevisuals
@oooitsplasma

Top Mentioned in G10:
@rca
@livingwmachines
@bl_digischol
@oliviafvane

Top Tweeters
Top Tweeters in Entire Graph:
@el_universal_mx
@washingtonpost
@morgenpost
@albertocairo
@srcanciller
@ewhitmore
@divineblkpearl
@harryhsolo
@sciam
@datasciencebot_

Top Tweeters in G1:
@el_universal_mx
@morgenpost
@sciam
@la_lettura
@sciencefocus
@jcarlosjramirez
@bbgvisualdata
@infovis_
@ftdata
@tmarcoh

Top Tweeters in G2:
@aarieff
@jordantzvetkov
@thestartup_
@tdatascience
@tmrhyne
@munsellcolor
@anychart
@editornhays
@romsson
@amycesal

Top Tweeters in G3:
@washingtonpost
@nicoguaro
@anngerhart
@joemfox
@sethblanchard
@postgraphics
@eu_eurostat
@duto_guerra
@zakjan
@johnmuyskens

Top Tweeters in G4:
@datasciencebot_
@emresevinc
@muhuk
@f_dion
@matplotlib
@robinvenneman
@jason_j09
@rush_data
@dionresearchllc
@stemgraphic

Top Tweeters in G5:
@albertocairo
@syardi
@dfreelon
@jschwabish
@birdbassador
@jsndyks
@mjskay
@jessicahullman
@miriah_meyer

Top Tweeters in G6:
@roboticwrestler
@shawnmjones
@ifromm
@keyboardpipette
@tamaramunzner
@weiglemc
@berkustun
@oducs

Top Tweeters in G7:
@sleepingkebab
@fabien_ux
@mcrate_s
@17117188
@anotensai
@dataheartist
@csabahurton
@hfblog

Top Tweeters in G8:
@nytgraphics
@atmccann
@laurenleatherby
@scottreinhard
@blackili
@singhvianjali

Top Tweeters in G9:
@erictopol
@sciencemagazine
@oooitsplasma
@sciencevisuals
@jcouzin

Top Tweeters in G10:
@rca
@bothumdig
@bl_digischol
@livingwmachines
@oliviafvane


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