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infoviz OR infovis_2020-10-15_17-44-42.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 16, 2020
Short Description:
infoviz OR infovis via NodeXL https://bit.ly/2HdH3sP
@vis4dh
@infovis_
@nrchtct
@janwillemtulp
@tmrhyne
@popaylove
@cartocalypse
@jessicahullman
@mappingbernie
@thedilpreet

Top hashtags:
#dataviz
#ieeevis
#infovis
#visualanalytics
#siggraph
#ieeecga
#colourlovers

Description:
Description
The graph represents a network of 348 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, 16 October 2020 at 00:45 UTC.

The requested start date was Friday, 16 October 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 13-day, 11-hour, 53-minute period from Friday, 02 October 2020 at 08:57 UTC to Thursday, 15 October 2020 at 20:50 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 : 348
Unique Edges : 287
Edges With Duplicates : 611
Total Edges : 898
Number of Edge Types : 5
Mentions : 129
Replies to : 13
Retweet : 259
MentionsInRetweet : 406
Tweet : 91
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.0169491525423729
Reciprocated Edge Ratio : 0.0333333333333333
Connected Components : 29
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 286
Maximum Edges in a Connected Component : 809
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.997928
Graph Density : 0.00397495776607374
Modularity : 0.486199
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 348 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, 16 October 2020 at 00:45 UTC.

The requested start date was Friday, 16 October 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 13-day, 11-hour, 53-minute period from Friday, 02 October 2020 at 08:57 UTC to Thursday, 15 October 2020 at 20:50 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:
[73] https://www.researchgate.net/publication/344486368_Cartographic_Relief_Shading_with_Neural_Networks
[11] https://vis4dh.dbvis.de/papers/
[5] https://infovis.fh-potsdam.de/tutorials/
[4] https://www.usatoday.com/in-depth/graphics/2020/10/09/visualizing-those-exposed-to-covid-19-by-trump-white-house-superspreader-outbreak/5927865002/
[2] https://www.elperiodico.com/es/tenis/20200928/bolas-anti-nadal-roland-garros-8131422?utm_source=twitter&utm_medium=social&utm_campaign=btn-share
[2] https://trib.al/B9ImTNT
[2] https://www.bloomberg.com/graphics/2020-election-senate-races/south-carolina.html?utm_content=graphics&utm_medium=social&utm_source=twitter&cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic
[2] https://trib.al/QvYFw54
[2] https://www.nytimes.com/interactive/2020/10/10/us/trump-covid-isolation.html
[2] https://www.usatoday.com/in-depth/news/health/2020/09/24/rapid-cheap-covid-tests-ready-but-regulatory-barriers-remain/5824882002/

Top URLs in Tweet in G1:
[2] https://www.wsj.com/articles/2020-presidential-and-senate-election-ratings-and-analysis-11602072000?mod=hp_lead_pos10
[2] https://www.eluniversal.com.mx/espectaculos/50-motivos-para-extranar-janis-joplin
[2] https://www.eluniversal.com.mx/ciencia-y-salud/muere-mario-molina-ganador-del-premio-nobel-1995
[2] http://josepablorobles.com/graphics/2020/chopsticks-difference/index.html
[2] https://ft.trib.al/K7x4nou
[2] https://www.nytimes.com/interactive/2020/10/10/us/trump-covid-isolation.html
[2] https://trib.al/QvYFw54
[2] https://www.bloomberg.com/graphics/2020-election-senate-races/south-carolina.html?utm_content=graphics&utm_medium=social&utm_source=twitter&cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic
[2] https://trib.al/B9ImTNT
[2] https://www.elperiodico.com/es/tenis/20200928/bolas-anti-nadal-roland-garros-8131422?utm_source=twitter&utm_medium=social&utm_campaign=btn-share

Top URLs in Tweet in G2:
[72] https://www.researchgate.net/publication/344486368_Cartographic_Relief_Shading_with_Neural_Networks

Top URLs in Tweet in G3:
[1] http://idl.cs.washington.edu/papers/narrative/
[1] http://datagramas.cl/courses/infovis/

Top URLs in Tweet in G4:
[1] https://twitter.com/alexkale17/status/1312036224778022913
[1] https://twitter.com/AlexKale17/status/1288902588235001857

Top URLs in Tweet in G5:
[10] https://vis4dh.dbvis.de/papers/
[4] https://infovis.fh-potsdam.de/tutorials/
[1] https://www.researchgate.net/publication/344486368_Cartographic_Relief_Shading_with_Neural_Networks
[1] http://tulpinteractive.com

Top URLs in Tweet in G6:
[2] https://link.medium.com/qkSI30AMwab
[2] https://www.mdpi.com/2227-9709/7/3/35
[1] https://link.medium.com/s9qfkF0BBab
[1] https://www.linkedin.com/slink?code=d9ifTef
[1] http://geotests.net/couleurs/frequences_en.html#ce
[1] https://twitter.com/arvindsatya1/status/1313112044552544260
[1] http://ieeevis.org
[1] https://www.linkedin.com/slink?code=d5f9rxm
[1] https://www.linkedin.com/slink?code=dffGnpM
[1] https://twitter.com/VisInPractice/status/1311360050443644930

Top URLs in Tweet in G7:
[3] https://www.usatoday.com/in-depth/graphics/2020/10/09/visualizing-those-exposed-to-covid-19-by-trump-white-house-superspreader-outbreak/5927865002/
[1] https://www.usatoday.com/in-depth/news/health/2020/09/24/rapid-cheap-covid-tests-ready-but-regulatory-barriers-remain/5824882002/
[1] https://www.usatoday.com/story/news/health/2020/10/02/white-house-coronavirus-outbreak-puts-spotlight-rapid-covid-testing/5894666002/
[1] https://www.usatoday.com/in-depth/news/investigations/2020/10/07/likely-rose-garden-covid-superspreader-white-house-drew-hundreds/3636925001/
[1] https://www.usatoday.com/in-depth/news/2020/10/02/president-trump-has-covid-19-timeline-of-events/3592164001/
[1] https://www.usatoday.com/story/news/investigations/2020/10/09/trump-suggested-he-got-covid-19-gold-star-event-experts-disagree/5936784002/

Top URLs in Tweet in G8:
[1] https://sherpa.blog/online-egitim/veri-gorsellestirme-teknikleri?utm_content=bufferf9f41&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.acessepolitica.com.br/portal-infovis-bahia-lanca-painel-que-aborda-a-demografia-do-estado-baiano/
[1] https://infovis.fh-potsdam.de/tutorials/
[1] https://netinterest.substack.com/p/the-cartographers-of-finance
[1] http://feeds.feedburner.com/~r/jornalgrandebahia/~3/YZAP9i9_mCc/?utm_source=feedburner&utm_medium=twitter&utm_campaign=jornalgrandebah
[1] https://www.jornalgrandebahia.com.br/2020/10/site-infovis-apresenta-painel-sobre-dados-da-demografia-da-bahia/
[1] https://www.ischool.berkeley.edu/news/2019/word-clouds-we-cant-make-them-go-away-so-lets-improve-them
[1] https://www.evl.uic.edu/creativecoding/pdfs/Forbes_TagRiver_VisWeek2011.pdf

Top URLs in Tweet in G9:
[1] http://piling.lekschas.de
[1] https://vcg.seas.harvard.edu/publications/a-generic-framework-and-library-for-exploration-of-small-multiples-through-interactive-piling

Top URLs in Tweet in G10:
[1] https://www.weblyzard.com/us-election-2020-web-monitor/

Top Domains
Top Domains in Tweet in Entire Graph:
[73] researchgate.net
[13] medium.com
[13] twitter.com
[11] dbvis.de
[10] usatoday.com
[8] nytimes.com
[7] wsj.com
[6] trib.al
[5] bloomberg.com
[5] fh-potsdam.de

Top Domains in Tweet in G1:
[7] nytimes.com
[7] wsj.com
[6] trib.al
[5] bloomberg.com
[4] com.mx
[4] twitter.com
[2] josepablorobles.com
[2] usatoday.com
[2] elperiodico.com
[2] nyti.ms

Top Domains in Tweet in G2:
[72] researchgate.net

Top Domains in Tweet in G3:
[1] washington.edu
[1] datagramas.cl

Top Domains in Tweet in G4:
[2] twitter.com

Top Domains in Tweet in G5:
[10] dbvis.de
[4] fh-potsdam.de
[1] researchgate.net
[1] tulpinteractive.com

Top Domains in Tweet in G6:
[13] medium.com
[7] twitter.com
[3] linkedin.com
[2] mdpi.com
[1] geotests.net
[1] ieeevis.org
[1] algorithmia.com
[1] sciviscolor.org
[1] visualisingdata.com
[1] dbvis.de

Top Domains in Tweet in G7:
[8] usatoday.com

Top Domains in Tweet in G8:
[2] com.br
[1] sherpa.blog
[1] fh-potsdam.de
[1] substack.com
[1] feedburner.com
[1] berkeley.edu
[1] uic.edu

Top Domains in Tweet in G9:
[1] lekschas.de
[1] harvard.edu

Top Domains in Tweet in G10:
[1] weblyzard.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[59] dataviz
[51] ieeevis
[47] infovis
[26] visualanalytics
[18] siggraph
[16] ieeecga
[14] colourlovers
[14] albers_lucy
[13] durhamcountylib
[12] albersloc



Top Hashtags in Tweet in G1:
[11] dataviz
[4] datavisualization
[4] illustration
[3] portfolioday
[2] ddj
[2] printseite
[2] infovis2020
[2] london
[2] noisepollution
[2] sciartink

Top Hashtags in Tweet in G2:
[1] infovis

Top Hashtags in Tweet in G3:
[30] ieeevis

Top Hashtags in Tweet in G4:
[3] ieeevis

Top Hashtags in Tweet in G5:
[10] vis4dh
[4] dataviz
[1] ieeevis
[1] digitalhumanities
[1] infovis
[1] portfolioday

Top Hashtags in Tweet in G6:
[42] infovis
[38] dataviz
[24] visualanalytics
[18] siggraph
[17] ieeevis
[16] ieeecga
[14] colourlovers
[14] albers_lucy
[13] durhamcountylib
[12] albersloc

Top Hashtags in Tweet in G8:
[1] sna
[1] network
[1] visualization
[1] dataviz
[1] datavizz
[1] bigdata
[1] smalldata
[1] gephi
[1] infovis
[1] seo

Top Hashtags in Tweet in G10:
[5] storytelling
[1] election2020
[1] uselection2020
[1] research
[1] datascience
[1] bigdata
[1] infoviz
[1] visualanalytics

Top Words
Top Words in Tweet in Entire Graph:
[73] cartographic
[73] relief
[73] shading
[73] neural
[73] networks
[73] magnus
[73] heitzler
[73] thedilpreet
[73] marianna
[72] mappingbernie

Top Words in Tweet in G1:
[16] coronavirus
[13] covid
[12] more
[12] 19
[11] #dataviz
[10] today
[10] cases
[9] trump
[9] love
[8] visual

Top Words in Tweet in G2:
[72] cartographic
[72] relief
[72] shading
[72] neural
[72] networks
[72] magnus
[72] heitzler
[72] thedilpreet
[72] marianna
[71] mappingbernie

Top Words in Tweet in G3:
[32] visualization
[30] eddie
[30] segel
[30] i's
[30] work
[30] narrative
[30] won
[30] #ieeevis
[30] infovis
[30] 10

Top Words in Tweet in G4:
[30] paper
[27] jessicahullman
[26] judgments
[23] decisions
[23] mjskay
[23] alexkale17
[21] reasoning
[21] strategies
[21] effect
[21] size

Top Words in Tweet in G5:
[11] check
[11] papers
[10] list
[10] accepted
[10] #vis4dh
[10] 2020
[10] thank
[10] everyone
[10] submitted
[9] vis4dh

Top Words in Tweet in G6:
[42] #infovis
[38] #dataviz
[24] #visualanalytics
[18] #siggraph
[17] #ieeevis
[16] #ieeecga
[14] #colourlovers
[14] #albers_lucy
[14] autumn
[13] #durhamcountylib

Top Words in Tweet in G7:
[8] trump
[6] covid
[6] usatoday
[5] 19
[4] usatgraphics
[3] melania
[3] people
[3] exposed
[3] print
[2] abbott

Top Words in Tweet in G8:
[7] infovis
[5] visualization
[4] infoviz
[3] bahia
[3] painel
[3] demografia
[3] information
[3] used
[2] veri
[2] gã

Top Words in Tweet in G9:
[8] paper
[7] excited
[7] share
[7] forthcoming
[7] ieeevis
[7] interactive
[7] visual
[7] piling
[7] exploration
[7] comparison

Top Words in Tweet in G10:
[5] visual
[5] #storytelling
[5] detecting
[5] visualizing
[5] emerging
[5] online
[5] stories
[5] shaping
[5] presidential
[5] race

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[73] cartographic,relief
[73] relief,shading
[73] shading,neural
[73] neural,networks
[73] networks,magnus
[73] magnus,heitzler
[73] heitzler,thedilpreet
[73] thedilpreet,marianna
[72] mappingbernie,cartographic
[72] marianna,faâ

Top Word Pairs in Tweet in G1:
[12] covid,19
[5] info_universal,el_universal_mx
[4] medio,siglo
[4] white,house
[4] weâ,re
[3] melania,trump
[3] amy,coney
[3] coney,barrett
[3] climate,change
[2] work,interactive

Top Word Pairs in Tweet in G2:
[72] cartographic,relief
[72] relief,shading
[72] shading,neural
[72] neural,networks
[72] networks,magnus
[72] magnus,heitzler
[72] heitzler,thedilpreet
[72] thedilpreet,marianna
[71] mappingbernie,cartographic
[71] marianna,faâ

Top Word Pairs in Tweet in G3:
[30] eddie,segel
[30] segel,i's
[30] i's,work
[30] work,narrative
[30] narrative,visualization
[30] visualization,won
[30] won,#ieeevis
[30] #ieeevis,infovis
[30] infovis,10
[30] 10,year

Top Word Pairs in Tweet in G4:
[23] judgments,decisions
[23] jessicahullman,mjskay
[21] reasoning,strategies
[21] strategies,effect
[21] effect,size
[21] size,judgments
[20] big,news
[20] news,paper
[20] paper,jessicahullman
[19] alexkale17,big

Top Word Pairs in Tweet in G5:
[10] check,list
[10] list,accepted
[10] accepted,papers
[10] papers,#vis4dh
[10] #vis4dh,2020
[10] 2020,thank
[10] thank,everyone
[10] everyone,submitted
[9] vis4dh,check
[9] submitted,wor

Top Word Pairs in Tweet in G6:
[32] #dataviz,#infovis
[18] #infovis,#visualanalytics
[13] wheeling,autumn
[11] #albersloc,wheeling
[8] #ieeevis,#ieeecga
[7] #ieeecga,#durhamcountylib
[7] #siggraph,#ieeevis
[6] #infovis,#dataviz
[5] #siggraph,#ieeecga
[5] #visualanalytics,#colourlovers

Top Word Pairs in Tweet in G7:
[5] covid,19
[3] melania,trump
[2] first,lady
[2] usatoday,keeping
[2] keeping,track
[2] track,people
[2] today's,usatoday
[2] people,exposed
[2] white,house

Top Word Pairs in Tweet in G8:
[3] information,visualization
[2] veri,gã
[2] gã,rselleåÿtirme
[2] site,infovis
[2] infovis,apresenta
[2] apresenta,painel
[2] painel,dados
[2] dados,demografia
[2] demografia,bahia
[2] interesting,infoviz

Top Word Pairs in Tweet in G9:
[7] excited,share
[7] share,forthcoming
[7] forthcoming,ieeevis
[7] ieeevis,paper
[7] paper,interactive
[7] interactive,visual
[7] visual,piling
[7] piling,exploration
[7] exploration,comparison
[7] comparison,small

Top Word Pairs in Tweet in G10:
[5] visual,#storytelling
[5] #storytelling,detecting
[5] detecting,visualizing
[5] visualizing,emerging
[5] emerging,online
[5] online,stories
[5] stories,shaping
[5] shaping,presidential
[5] presidential,race
[4] weblyzard,visual

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thedilpreet
@mappingbernie
@jeffrey_heer
@jessicahullman
@alexkale17
@mjskay
@usatgraphics
@datavizsociety
@vis4dh
@xdatamx

Top Mentioned in G1:
@usatgraphics
@wsj
@info_universal
@wsjgraphics
@jzarracina
@el_universal_mx
@fivethirtyeight
@bbgvisualdata
@nadiehbremer
@nytimes

Top Mentioned in G2:
@thedilpreet
@mappingbernie

Top Mentioned in G3:
@jeffrey_heer
@tamaramunzner

Top Mentioned in G4:
@jessicahullman
@mjskay
@alexkale17
@jeffrey_heer
@northwesterncs

Top Mentioned in G5:
@vis4dh
@nrchtct
@janwillemtulp
@bubaykurt
@elsdenchris
@chrisnf
@laurenfklein
@mappingbernie
@thedilpreet
@arnicas

Top Mentioned in G6:
@datavizsociety
@tmrhyne
@thestartup_
@bothness
@iu_soic_ies
@jessicahullman
@ieeevis
@connect4mary
@thezekiel
@sherwinwilliams

Top Mentioned in G7:
@usatoday
@usatgraphics
@jjsergent
@geopetras
@mitchthorson
@janiehaseman
@shawnjsullivan
@carlieprocell
@tricianadolny
@joshsalman

Top Mentioned in G8:
@impactology

Top Mentioned in G9:
@ieeevis
@flekschas
@benjbach
@ngehlenborg
@hpfister

Top Mentioned in G10:
@weblyzard
@jennagiesta
@profhansnoel
@usembvienna

Top Tweeters
Top Tweeters in Entire Graph:
@el_universal_mx
@repubblica
@reuters
@corriere
@nytimes
@washingtonpost
@usatoday
@wsj
@latimes
@daveweigel

Top Tweeters in G1:
@el_universal_mx
@repubblica
@reuters
@nytimes
@washingtonpost
@wsj
@latimes
@daveweigel
@tijd
@fivethirtyeight

Top Tweeters in G2:
@bertus161057
@turtlekiosk
@whatimafter_
@thomasg77
@fbogeo
@geoobserver_
@rsimmon
@michiganmapper
@erikvanderzee
@cq94

Top Tweeters in G3:
@miskaknapek
@noahi
@colinmegill
@storybench
@monfera
@jwkritchie
@pere_rovira
@minsuk_chang
@theredpea
@lcastricato

Top Tweeters in G4:
@albertocairo
@pdakean
@politiker
@roboticwrestler
@_juanmnl
@thomas_mock
@mdeckersley
@sharoz
@eredmil1
@andy_matuschak

Top Tweeters in G5:
@arnicas
@1n9r1d
@dhbbaw
@janwillemtulp
@cartocalypse
@slider_hoos
@dagh
@bubaykurt
@laurenfklein
@kanarinka

Top Tweeters in G6:
@visualisingdata
@shridushyant
@tdatascience
@thestartup_
@tmrhyne
@sherwinwilliams
@popaylove
@mdpiopenaccess
@amycesal
@ayman_alhakami

Top Tweeters in G7:
@usatoday
@dinahvp
@joshsalman
@katiewedell
@carlieprocell
@indymarisak
@jzarracina
@tricianadolny
@mitchthorson
@shawnjsullivan

Top Tweeters in G8:
@miniver
@jornalgrandebah
@acessepolitica
@impactology
@heenrik
@martaespuny
@spdegabrielle
@avstockh
@alexqchen
@fedecarg

Top Tweeters in G9:
@ngehlenborg
@benjbach
@artistjaneadams
@ieeevis
@flekschas
@slowkow
@michaelaupetit
@hpfister
@harvardvcg

Top Tweeters in G10:
@datasciencebot_
@usembvienna
@jennagiesta
@profhansnoel
@decarbonet
@weblyzard
@ecoresearch
@asap_eu


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