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infoviz OR infovis_2020-09-17_17-44-42.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 18, 2020
Short Description:
infoviz OR infovis via NodeXL https://bit.ly/2H8vW4t
@infovis_
@tmrhyne
@zeynephg
@florenabd
@icahninstitute
@jzarracina
@pabloroblesg
@visualisingdata
@mesabree
@lwjshow

Top hashtags:
#dataviz
#infovis
#datavis
#postdoc
#csphd
#genetics
#visualanalytics
#ieeevis

Description:
Description
The graph represents a network of 261 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, 18 September 2020 at 00:45 UTC.

The requested start date was Friday, 18 September 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, 8-hour, 26-minute period from Friday, 04 September 2020 at 09:51 UTC to Thursday, 17 September 2020 at 18:18 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 : 261
Unique Edges : 220
Edges With Duplicates : 489
Total Edges : 709
Number of Edge Types : 5
Retweet : 190
MentionsInRetweet : 277
Tweet : 138
Mentions : 93
Replies to : 11
Self-Loops : 138
Reciprocated Vertex Pair Ratio : 0.00315457413249211
Reciprocated Edge Ratio : 0.00628930817610063
Connected Components : 33
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 130
Maximum Edges in a Connected Component : 442
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.35662
Graph Density : 0.00468611847922193
Modularity : 0.407754
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 261 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, 18 September 2020 at 00:45 UTC.

The requested start date was Friday, 18 September 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, 8-hour, 26-minute period from Friday, 04 September 2020 at 09:51 UTC to Thursday, 17 September 2020 at 18:18 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:
[7] https://infovis.fh-potsdam.de/tutorials/
[4] https://flowingdata.com/2020/09/10/a-timeline-of-california-wildfires/
[3] https://thenextweb.com/shift/2020/09/01/how-oxfordshire-is-using-connected-vehicles-to-predict-accident-hotspots-syndication/
[2] https://trib.al/MxOqILw
[2] https://trib.al/UluOJzU
[2] https://trib.al/tBywaSh
[2] https://goldenstatswarrior.substack.com/p/the-working-story-of-chinese-immigration
[2] https://www.latimes.com/projects/california-coronavirus-cases-tracking-outbreak/
[2] https://ft.trib.al/ROjz1KS
[2] https://www.bloomberg.com/news/articles/2020-09-17/china-to-make-decision-on-who-vaccine-program-snubbed-by-trump?cmpid%3D=socialflow-twitter-graphics&utm_medium=social&utm_campaign=socialflow-organic&utm_content=graphics&utm_source=twitter

Top URLs in Tweet in G1:
[4] https://flowingdata.com/2020/09/10/a-timeline-of-california-wildfires/
[2] https://trib.al/MxOqILw
[2] https://www.reddit.com/r/vexillology/comments/it45q4/accurate_mexican_flag_timeline/?utm_name=iossmf
[2] https://www.theguardian.com/australia-news/datablog/ng-interactive/2020/sep/07/coronavirus-map-nsw-sydney-covid-19-cases-by-region-new-south-wales-case-numbers-data-graph-trend-rising-falling-corona-hotspots-areas-postcodes?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7441049/
[2] https://www.madrid-destino.com/sites/default/files/2020-09/eme21mag37.pdf
[2] https://trib.al/A8MApBE
[2] https://meetu.ps/e/JlgPf/Ktjyh/a
[2] https://earthobservatory.nasa.gov/images/89757/people-cause-most-us-wildfires
[2] https://ft.trib.al/ROjz1KS

Top URLs in Tweet in G3:
[1] https://projects.economist.com/us-2020-forecast/president
[1] https://twitter.com/sdbernard/status/1303279594754240512
[1] https://link.medium.com/UDtJ27poP9
[1] https://www.linkedin.com/slink?code=d_Wsv9N
[1] https://demos.algorithmia.com/colorize-photos/
[1] https://www.linkedin.com/slink?code=dTfZzAv
[1] https://sciviscolor.org/home/colormoves/
[1] https://www.linkedin.com/slink?code=dypMe4A
[1] https://twitter.com/mslima/status/1304428508576460802
[1] https://twitter.com/sig_chi/status/1305416999808438281

Top URLs in Tweet in G4:
[3] https://infovis.fh-potsdam.de/tutorials/

Top URLs in Tweet in G5:
[2] https://infovis.fh-potsdam.de/tutorials/
[1] https://www.google.com/imgres?imgurl=x-raw-image%3A%2F%2F%2F7d3d8730e7051b6273af8c5a044171c9e253cb89b50cc4e9fc9b8ad90fffdd02&imgrefurl=https%3A%2F%2Fwww.infovis.org%2Finfovis2002%2FPostersCompendium.pdf&tbnid=YhsF5zCHPX1rBM&vet=10CAUQxiAoBGoXChMIuPKH8f7V6wIVAAAAAB0AAAAAEAI..i&docid=mr-aDn0jVLsoKM&w=1024&h=744&itg=1&q=ECOSTRESS%2C%20and%20NEOCam%20json%203%20satellite&ved=0CAUQxiAoBGoXChMIuPKH8f7V6wIVAAAAAB0AAAAAEAI
[1] https://www.rtv.be/artikels/actie-bij-heilig-hartziekenhuis-mol-a74553
[1] https://rainrfid.org/south-carolina-state-university-helps-secure-agribusiness-supply-chain-with-zebra-rfid-solution/
[1] https://www.doi.gov/sites/doi.gov/files/uploads/specialissuesingledocument-2-12-2019.pdf
[1] https://rocketreach.co/rene-daemen-email_67878290
[1] https://www.tritonatm.com/partner/technical_support/kb_docs/user_manuals/RL2000/07103-00152%20(RL2K%20User)%20Apr%2010%2009.pdf
[1] https://medium.com/@dataheartist/how-data-visualization-helped-me-to-analyze-my-tsundoku-and-fix-it-9772be92b1d7?source=linkShare-e06e063bd441-1599931040&_branch_match_id=link-833378064713471078
[1] https://www.publichealthontario.ca/en/data-and-analysis/infectious-disease/covid-19-data-surveillance/covid-19-data-tool
[1] https://gisanddata.maps.arcgis.com/apps/opsdashboard/index.html#/bda7594740fd40299423467b48e9ecf6

Top URLs in Tweet in G6:
[1] https://www.usatoday.com/in-depth/news/2020/06/20/less-lethal-rubber-bullet-protester-pepper-ball-tear-gas-injured-blinded/5343717002/
[1] https://www.usatoday.com/story/money/2020/09/04/unemployment-rate-jobs-report-august-m-jobs-added/5710737002/
[1] https://www.usatoday.com/story/news/nation/2020/09/03/daniel-prude-death-black-man-died-police-asphyxiation/5700827002/
[1] https://www.usatoday.com/in-depth/graphics/2020/09/04/youth-sports-reopening-during-covid-soccer-football-softball-baseball-basketball/5641243002/
[1] https://www.usatoday.com/in-depth/news/2020/09/10/wildfires-california-washington-oregon-drought-heat-climate-change-graphics/5764156002/
[1] https://www.usatoday.com/in-depth/news/investigations/2020/04/09/instead-prepping-coronavirus-trump-partied-golfed-held-fundraisers/2941076001/

Top URLs in Tweet in G7:
[1] https://projectcornelia.be/uploads/lamqaddam_vis_2020_preprint.pdf
[1] https://twitter.com/HLMQA/status/1301238932450037761

Top URLs in Tweet in G8:
[1] https://twitter.com/WitmerLab/status/1305876708529262596

Top URLs in Tweet in G9:
[1] https://www.bloomberg.com/graphics/2020-opinion-fed-inflation-economic-data/?utm_campaign=socialflow-organic&utm_medium=social&cmpid%3D=socialflow-twitter-graphics&utm_content=graphics&utm_source=twitter
[1] https://www.bloomberg.com/news/articles/2020-09-05/gold-gets-trickier-to-insure-as-it-reaches-record-prices?utm_medium=social&utm_content=graphics&utm_source=twitter&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-graphics
[1] https://www.bloomberg.com/news/features/2020-09-08/weight-gain-is-flip-side-of-covid-food-crisis-for-richer-nations?utm_medium=social&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-graphics&utm_source=twitter&utm_content=graphics
[1] https://www.bloomberg.com/graphics/jobs-numbers/?utm_medium=social&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-graphics&utm_content=graphics&utm_source=twitter
[1] https://www.bloomberg.com/graphics/tv-streaming-deals-best-bundle-options/?utm_content=graphics&utm_medium=social&utm_source=twitter&cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic
[1] https://www.bloomberg.com/news/articles/2020-09-06/hong-kong-tycoons-banks-claimed-millions-in-virus-subsidies?utm_medium=social&cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=graphics
[1] https://www.bloomberg.com/graphics/2020-election-battleground/covid-economy-shaping-12-battleground-states.html
[1] https://www.bloomberg.com/graphics/pop-star-ranking/2020-september/cardi-b-s-sexy-wap-rides-controversy-to-the-top.html?cmpid%3D=socialflow-twitter-graphics&utm_campaign=socialflow-organic&utm_content=graphics&utm_source=twitter&utm_medium=social
[1] https://www.bloomberg.com/graphics/2020-race-against-heat/?utm_medium=social&utm_content=graphics&utm_source=twitter&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-graphics
[1] https://www.bloomberg.com/graphics/2020-wildfires-us-west/?utm_content=graphics&utm_medium=social&utm_campaign=socialflow-organic&cmpid%3D=socialflow-twitter-graphics&utm_source=twitter

Top URLs in Tweet in G10:
[1] https://nyti.ms/32nY4r9
[1] https://www.nytimes.com/interactive/2019/us/elections/2020-presidential-election-calendar.html
[1] https://www.nytimes.com/interactive/2020/us/fires-map-tracker.html
[1] https://nyti.ms/2Znl2hu
[1] https://www.visualisingdata.com/2020/09/best-of-the-visualisation-web-june-2020/

Top Domains
Top Domains in Tweet in Entire Graph:
[23] bloomberg.com
[12] trib.al
[10] twitter.com
[10] medium.com
[8] linkedin.com
[8] ft.com
[8] fh-potsdam.de
[7] usatoday.com
[5] economist.com
[4] wapo.st

Top Domains in Tweet in G1:
[11] trib.al
[8] bloomberg.com
[8] ft.com
[4] flowingdata.com
[4] wapo.st
[4] economist.com
[3] com.ar
[3] theguardian.com
[3] latimes.com
[3] buff.ly

Top Domains in Tweet in G3:
[9] medium.com
[7] linkedin.com
[4] twitter.com
[1] economist.com
[1] algorithmia.com
[1] sciviscolor.org
[1] geotests.net
[1] brown.edu

Top Domains in Tweet in G4:
[3] fh-potsdam.de

Top Domains in Tweet in G5:
[2] fh-potsdam.de
[2] arcgis.com
[2] mapbox.com
[1] google.com
[1] rtv.be
[1] rainrfid.org
[1] doi.gov
[1] rocketreach.co
[1] tritonatm.com
[1] medium.com

Top Domains in Tweet in G6:
[6] usatoday.com

Top Domains in Tweet in G7:
[1] projectcornelia.be
[1] twitter.com

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

Top Domains in Tweet in G9:
[15] bloomberg.com

Top Domains in Tweet in G10:
[2] nyti.ms
[2] nytimes.com
[1] visualisingdata.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[56] dataviz
[56] infovis
[49] datavis
[46] postdoc
[46] csphd
[46] genetics
[21] visualanalytics
[19] ieeevis
[19] siggraph
[17] covid19



Top Hashtags in Tweet in G1:
[9] dataviz
[6] datavisualization
[4] coronavirus
[4] covid19
[3] infografia
[3] amisalon2020
[2] mexico
[2] funwithflags
[2] notasdeljurado
[2] ñh20

Top Hashtags in Tweet in G2:
[46] postdoc
[46] csphd
[46] datavis
[46] genetics
[1] infovis
[1] datascience
[1] genomics
[1] compbio
[1] academictwitter
[1] phdchat

Top Hashtags in Tweet in G3:
[35] infovis
[32] dataviz
[19] siggraph
[19] ieeevis
[18] visualanalytics
[16] ieeecga
[14] albers_lucy
[14] durhamcountylib
[13] albersloc
[13] colourlovers

Top Hashtags in Tweet in G4:
[5] infovis
[2] datavis
[2] oer

Top Hashtags in Tweet in G5:
[14] dataviz
[13] covid19
[13] gis
[13] maps
[13] infovis
[11] map
[10] epidemiology
[10] pandemic
[7] covid
[2] cdnhealth

Top Hashtags in Tweet in G8:
[1] dinosaur
[1] paleontology
[1] paleoart
[1] 3dart
[1] cellular
[1] molecular
[1] bacteriaphage
[1] editorial
[1] cover
[1] sciviz

Top Hashtags in Tweet in G9:
[1] sally

Top Words
Top Words in Tweet in Entire Graph:
[95] please
[56] #dataviz
[56] #infovis
[49] #datavis
[47] position
[47] available
[46] #postdoc
[46] group
[46] icahninstitute
[46] nyc

Top Words in Tweet in G1:
[23] cases
[18] covid
[15] coronavirus
[15] california
[15] bbgvisualdata
[12] more
[12] 19
[11] election
[11] world
[11] today

Top Words in Tweet in G2:
[92] please
[46] #postdoc
[46] position
[46] available
[46] group
[46] icahninstitute
[46] nyc
[46] #csphd
[46] #datavis
[46] #genetics

Top Words in Tweet in G3:
[35] #infovis
[32] #dataviz
[19] #siggraph
[19] #ieeevis
[18] #visualanalytics
[16] #ieeecga
[14] #albers_lucy
[14] #durhamcountylib
[13] #albersloc
[13] #colourlovers

Top Words in Tweet in G4:
[5] #infovis
[5] tutorials
[4] nrchtct
[3] response
[3] very
[3] kind
[3] positive
[3] decided
[3] add
[3] lectures

Top Words in Tweet in G5:
[14] #dataviz
[13] #covid19
[13] #gis
[13] #maps
[13] #infovis
[11] #map
[10] #epidemiology
[10] #pandemic
[9] 19
[7] #covid

Top Words in Tweet in G6:
[3] covid
[3] 19
[2] police
[2] play

Top Words in Tweet in G7:
[5] preprint
[5] ieeevis
[5] paper
[5] critical
[5] aspect
[5] meaning
[5] infovis
[5] humanist
[5] contexts
[5] help

Top Words in Tweet in G8:
[2] year
[2] working

Top Words in Tweet in G9:
[3] million
[2] category
[2] data
[2] rate
[2] prices
[2] pandemic
[2] jobs
[2] states

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[46] please,#postdoc
[46] #postdoc,position
[46] position,available
[46] available,group
[46] group,icahninstitute
[46] icahninstitute,nyc
[46] nyc,#csphd
[46] #csphd,#datavis
[46] #datavis,#genetics
[46] #genetics,please

Top Word Pairs in Tweet in G1:
[12] covid,19
[6] coronavirus,cases
[6] confirmed,cases
[4] hong,kong
[4] nou,màster
[4] màster,visual
[4] visual,tools
[4] tools,empower
[4] empower,citizens
[4] over,last

Top Word Pairs in Tweet in G2:
[46] please,#postdoc
[46] #postdoc,position
[46] position,available
[46] available,group
[46] group,icahninstitute
[46] icahninstitute,nyc
[46] nyc,#csphd
[46] #csphd,#datavis
[46] #datavis,#genetics
[46] #genetics,please

Top Word Pairs in Tweet in G3:
[30] #dataviz,#infovis
[14] #infovis,#visualanalytics
[10] #albersloc,intersecting
[10] intersecting,colors
[10] #siggraph,#ieeevis
[10] #ieeevis,#ieeecga
[9] #ieeecga,#durhamcountylib
[5] #colourlovers,#siggraph
[5] #durhamcountylib,#albers_lucy
[5] datavizsociety,#dataviz

Top Word Pairs in Tweet in G4:
[3] response,#infovis
[3] #infovis,tutorials
[3] tutorials,very
[3] very,kind
[3] kind,positive
[3] positive,decided
[3] decided,add
[3] add,lectures
[3] lectures,cover
[2] nrchtct,response

Top Word Pairs in Tweet in G5:
[13] #dataviz,#infovis
[12] #covid19,#gis
[10] #gis,#epidemiology
[10] #epidemiology,#pandemic
[10] #maps,#dataviz
[9] #pandemic,#map
[9] #map,#maps
[7] #covid,19
[3] information,visualization
[2] 19,cases

Top Word Pairs in Tweet in G6:
[3] covid,19

Top Word Pairs in Tweet in G7:
[5] preprint,ieeevis
[5] ieeevis,paper
[5] paper,critical
[5] critical,aspect
[5] aspect,meaning
[5] meaning,infovis
[5] infovis,humanist
[5] humanist,contexts
[5] contexts,help
[4] hlmqa,preprint

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@icahninstitute
@zeynephg
@bbgvisualdata
@ftdata
@postgraphics
@datavizsociety
@usatgraphics
@reutersgraphics
@nytgraphics
@ieeevis

Top Mentioned in G1:
@bbgvisualdata
@ftdata
@postgraphics
@usatgraphics
@reutersgraphics
@simongerman600
@nytgraphics
@el_universal_mx
@econdailycharts
@amidotorg

Top Mentioned in G2:
@icahninstitute
@zeynephg
@academicchatter

Top Mentioned in G3:
@datavizsociety
@tdatascience
@gelliottmorris
@tmrhyne
@vismeapp
@edwardtufte
@khuyentran16
@dataviz
@the_bellhop
@jasonforrestftw

Top Mentioned in G4:
@nrchtct
@projectjupyter
@vega_vis

Top Mentioned in G6:
@usatoday
@usatgraphics
@geopetras
@ggarciaroberts
@michaelbraga2

Top Mentioned in G7:
@ieeevis
@hlmqa

Top Mentioned in G8:
@jasontreat
@natgeomag
@d_bonadonna
@serpenillus

Top Mentioned in G9:
@bbgvisualdata
@majenterprise
@hannahdormido
@ad_leung

Top Mentioned in G10:
@itsayybee
@elmundograficos
@nytgraphics
@jburnmurdoch

Top Tweeters
Top Tweeters in Entire Graph:
@el_universal_mx
@repubblica
@expansionmx
@reuters
@njdoc
@redboybroken
@lesechos
@nytimes
@planetscape
@washingtonpost

Top Tweeters in G1:
@el_universal_mx
@repubblica
@expansionmx
@reuters
@nytimes
@washingtonpost
@latimes
@fivethirtyeight
@majimeno
@sciam

Top Tweeters in G2:
@njdoc
@redboybroken
@planetscape
@academicchatter
@dnaed_tech
@onisillos
@melindaguzman_
@sameravinson
@dervissalih1
@plantophagy

Top Tweeters in G3:
@albertocairo
@gelliottmorris
@vismeapp
@tdatascience
@edwardtufte
@tmrhyne
@jasonforrestftw
@dataviz
@datavizsociety
@kirellbenzi

Top Tweeters in G4:
@m_apfelthaler
@nrchtct
@rafahohr
@projectjupyter
@vega_vis
@alisa_per
@earthml1

Top Tweeters in G5:
@peaceful1979
@artofwarm
@dataheartist
@bensingletonnyc
@ogradylaura
@fundacioudg
@trailmarks

Top Tweeters in G6:
@usatoday
@jzarracina
@michaelbraga2
@ggarciaroberts
@usatgraphics
@geopetras

Top Tweeters in G7:
@hxxxkxxx
@hlmqa
@anne_alh
@ieeevis
@projectcornelia
@katrien_v

Top Tweeters in G8:
@serpenillus
@natgeomag
@jasontreat
@mesabree
@d_bonadonna

Top Tweeters in G9:
@hannahdormido
@bbgvisualdata
@majenterprise
@pabloroblesg
@ad_leung

Top Tweeters in G10:
@jburnmurdoch
@visualisingdata
@nytgraphics
@elmundograficos
@itsayybee


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