#dataviz (corona OR covid), Twitter, 4/27/2020 10:40:00 AM, 225640


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#dataviz (corona OR covid) Twitter NodeXL SNA Map and Report for maanantai, 27 huhtikuuta 2020 at 10
#dataviz (corona OR covid) Twitter NodeXL SNA Map and Report for maanantai, 27 huhtikuuta 2020 at 10
From:
mihkal
Uploaded on:
April 27, 2020
Short Description:
#dataviz (corona OR covid) via NodeXL https://bit.ly/2Y8UqRK
@_twitwork
@odidev
@solsilvanazb
@stamen
@piaaaac
@fedfragapane
@rdwinkelman
@ojo_publico
@jdanielgoh
@rstatstweet

Top hashtags:
#dataviz
#covid19
#coronavirus
#covid_19
#covid
#migrants
#data
#covidー19

Description:
Description
The graph represents a network of 832 Twitter users whose recent tweets contained "#dataviz (corona OR covid)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18 000 tweets. The network was obtained from Twitter on Monday, 27 April 2020 at 10:19 UTC.

The tweets in the network were tweeted over the 7-day, 19-hour, 6-minute period from Sunday, 19 April 2020 at 14:24 UTC to Monday, 27 April 2020 at 09:30 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 : 846
Unique Edges : 1507
Edges With Duplicates : 317
Total Edges : 1824
Number of Edge Types : 5
Mentions : 261
Retweet : 670
MentionsInRetweet : 708
Tweet : 167
Replies to : 18
Self-Loops : 175
Reciprocated Vertex Pair Ratio : 0,0237449118046133
Reciprocated Edge Ratio : 0,046388336646786
Connected Components : 89
Single-Vertex Connected Components : 35
Maximum Vertices in a Connected Component : 625
Maximum Edges in a Connected Component : 1535
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3,697968
Graph Density : 0,00211087330563599
Modularity : 0,731334
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 832 Twitter users whose recent tweets contained "#dataviz (corona OR covid)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18 000 tweets. The network was obtained from Twitter on Monday, 27 April 2020 at 10:19 UTC.

The tweets in the network were tweeted over the 7-day, 19-hour, 6-minute period from Sunday, 19 April 2020 at 14:24 UTC to Monday, 27 April 2020 at 09:30 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 : TwitterSearch
Graph Term : #dataviz (corona OR covid)
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:
[10] https://www.icfj.org/news/key-quotes-story-uncertainty-how-deal-covid-19-and-data
[7] https://civio.es/covid-movilidad-europea/
[7] https://zenodo.org/record/3737102
[7] https://observablehq.com/@lounjukk/flights-during-covid-19-pandemic
[6] https://www.vox.com/recode/2020/4/13/21214948/coronavirus-covid-cure-treatment-artificial-intelligence
[6] https://datamos.com.mx/2020/04/09/visualizamos-del-avance-del-coronavirus-covid-19-en-puebla/
[5] https://qs-demo.acssi.fr/sense/app/1cc01f0f-b601-459c-b145-296ee9e850f9/sheet/be395fa9-1f6b-451a-972a-380abc91c248/state/analysis
[5] https://monitorec.app/
[5] https://ojo-publico.com/1670/cifras-de-la-pandemia-covid-19-se-extiende-por-sudamerica
[5] https://www.icfj.org/covering-covid-19-webinars-experts

Top URLs in Tweet in G1:
[5] https://qs-demo.acssi.fr/sense/app/1cc01f0f-b601-459c-b145-296ee9e850f9/sheet/be395fa9-1f6b-451a-972a-380abc91c248/state/analysis
[4] https://twitter.com/dayus4heaven/status/1254003703452966912
[4] https://tweetedtimes.com/v/1229?s=tnp
[4] https://blogs.sas.com/content/datamanagement/2020/04/22/data-man-role-during-covid-19/
[3] https://www.visualcapitalist.com/consumer-spending-impacting-industries/
[3] https://ourworldindata.org/coronavirus-source-data
[3] https://overflow.solutions/special-projects/covid-19/u-s-covid-19-dashboard/
[2] https://twitter.com/BancoMundial/status/1254153208831893504
[2] https://www.statgraphics.com/covgraphs
[2] https://www.printmag.com/daily-heller/covid-19-new-york-times-front-pages/

Top URLs in Tweet in G2:
[3] http://www.odi.org/migrant-key-workers-covid-19/
[1] https://www.odi.org/migrant-key-workers-covid-19/?utm_content=buffera6a38&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.odi.org/migrant-key-workers-covid-19/?utm_content=buffer2a43b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.odi.org/migrant-key-workers-covid-19/
[1] https://covid19.pitchinteractive.com/stream/us/

Top URLs in Tweet in G3:
[7] https://zenodo.org/record/3737102
[7] https://observablehq.com/@lounjukk/flights-during-covid-19-pandemic
[4] https://despouy.ca/flights-canada-corona/
[1] https://informationisbeautiful.net/visualizations/covid-19-coronavirus-infographic-datapack/
[1] https://www.ft.com/coronavirus-latest
[1] https://www.ft.com/content/3fe8a876-7d7c-11ea-8fdb-7ec06edeef84

Top URLs in Tweet in G4:
[3] https://public.tableau.com/profile/ajay.varghese#!/vizhome/CoronaVirusTracker-Kerala/Dashboard1?publish=yes
[2] https://viborc.com/hr/koronavirus-hrvatska-covid-19-podaci-oboljeli/
[2] https://github.com/viborccom/data/tree/master/covid-19/croatia
[2] http://www.verigazeteciligi.com/covid-19a-dair-etkilesimli-veri-haberleri-portali/
[1] https://covid.nepallearning.com/labs-in-nepal-to-test-covid-19/
[1] https://www.youtube.com/watch?v=XnbSsh3F7os

[1] https://www.linkedin.com/slink?code=gWH-RwW
[1] https://analyticsindiamag.com/bridgei2i-launches-data-driven-interactive-dashboard-to-understand-stock-movements-market-impact-amid-covid-19?utm_content=126860206&utm_medium=social&utm_source=twitter&hss_channel=tw-309007739
[1] https://bridgei2i.com/covid-19-market-impact-monitor/?utm_content=126860206&utm_medium=social&utm_source=twitter&hss_channel=tw-309007739
[1] https://www.dataetc.org/2020/04/20/covid-deaths.html

Top URLs in Tweet in G5:
[6] https://datamos.com.mx/2020/04/09/visualizamos-del-avance-del-coronavirus-covid-19-en-puebla/
[2] https://interactivo.eluniversal.com.mx/2020/covid-19-impacto-en-mexico/
[1] https://datamos.com.mx/2020/04/15/se-expande-covid-19-en-los-municipios/
[1] https://datamos.com.mx/2020/04/17/neumonia-obesidad-e-hipertension-abren-paso-al-coronavirus/
[1] https://www.youtube.com/watch?v=F0cqOcSBCCU&feature=youtu.be

[1] https://datamos.com.mx/2020/04/14/asi-llega-se-instala-y-se-expande-el-covid-19-en-pacientes-de-puebla

Top URLs in Tweet in G6:
[1] https://twitter.com/tableau/status/1250219822866202634

Top URLs in Tweet in G7:
[1] https://visualization.covid19mobility.org
[1] https://covid19.pitchinteractive.com/stream/us/

Top URLs in Tweet in G8:
[2] https://multimedia.scmp.com/infographics/news/world/article/3080824/covid19-disrupts-food-supply/index.html?src=social
[2] https://www.statista.com/chart/21198/effect-of-social-distancing-signer-lab/?utm_campaign=cde23b598e-All_InfographTicker_daily_COM_PM_KW12_2020_Tu_COPY&utm_medium=email&utm_source=Statista%20Global&utm_term=0_afecd219f5-cde23b598e-299978269
[2] https://multimedia.scmp.com/infographics/news/china/article/3047038/wuhan-virus/index.html?src=social
[1] https://multimedia.scmp.com/infographics/news/world/article/3077057/europe-coronavirus/index.html?src=social
[1] https://octaveio.zendesk.com/hc/en-gb/articles/360013307120-FOCUS-COVID-19-Drop-to-Kibana-vous-donne-des-informations-pr%C3%A9cises-en-quelques-secondes
[1] https://octaveio.zendesk.com/hc/en-gb/articles/360013343059-FOCUS-COVID-19-Efficient-dashboard-built-from-Drop-to-Kibana-gives-you-accurate-insights-in-seconds

Top URLs in Tweet in G9:
[1] https://rdwinkelman.shinyapps.io/US_COVID_Explorer/
[1] https://github.com/rdwinkelman/US_COVID_App
[1] https://github.com/Covid19R/covid19italy
[1] https://twitter.com/brain_analytics/status/1252979130431410176

Top URLs in Tweet in G10:
[6] https://civio.es/covid-movilidad-europea/
[1] https://civio.es/2020/04/21/el-sur-se-frena-y-el-norte-continua-el-coronavirus-abre-otra-brecha-en-europa/
[1] https://civio.es/en/covid-european-mobility/
[1] https://multimedia.scmp.com/infographics/news/world/article/3077057/europe-coronavirus/index.html?src=social
[1] https://alumni.blanquerna.edu/Activity

Top Domains
Top Domains in Tweet in Entire Graph:
[25] twitter.com
[15] icfj.org
[11] tableau.com
[11] com.mx
[9] civio.es
[9] monitorec.app
[9] github.com
[8] scmp.com
[8] observablehq.com
[7] zenodo.org

Top Domains in Tweet in G1:
[10] twitter.com
[5] acssi.fr
[4] visualcapitalist.com
[4] tweetedtimes.com
[4] sas.com
[3] washingtonpost.com
[3] ourworldindata.org
[3] flourish.studio
[3] overflow.solutions
[2] statgraphics.com

Top Domains in Tweet in G2:
[6] odi.org
[1] pitchinteractive.com

Top Domains in Tweet in G3:
[7] zenodo.org
[7] observablehq.com
[4] despouy.ca
[2] ft.com
[1] informationisbeautiful.net

Top Domains in Tweet in G4:
[4] github.com
[4] twitter.com
[3] youtube.com
[3] linkedin.com
[3] tableau.com
[2] viborc.com
[2] verigazeteciligi.com
[2] google.com
[1] nepallearning.com
[1] analyticsindiamag.com

Top Domains in Tweet in G5:
[11] com.mx
[1] youtube.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] covid19mobility.org
[1] pitchinteractive.com

Top Domains in Tweet in G8:
[5] scmp.com
[2] statista.com
[2] zendesk.com

Top Domains in Tweet in G9:
[2] github.com
[1] shinyapps.io
[1] twitter.com

Top Domains in Tweet in G10:
[8] civio.es
[1] scmp.com
[1] blanquerna.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[471] dataviz
[309] covid19
[128] coronavirus
[72] covid_19
[55] covid
[37] migrants
[31] data
[31] covidー19
[29] coveringcovid
[24] ddj



Top Hashtags in Tweet in G1:
[101] dataviz
[45] covid19
[29] covid
[21] coronavirus
[17] covid_19
[15] covidー19
[9] covid__19
[8] dataanalytics
[7] consulting
[7] consultoria

Top Hashtags in Tweet in G2:
[81] covid19
[35] migrants
[22] dataviz
[19] refugees
[16] keyworkers
[1] essentialworkers
[1] coronavirus
[1] migration
[1] workers
[1] covid_19

Top Hashtags in Tweet in G3:
[27] dataviz
[21] coronavirus
[7] covid19
[1] ddj
[1] gistribe
[1] avgeek

Top Hashtags in Tweet in G4:
[43] dataviz
[16] covid19
[10] covid_19
[7] coronavirus
[5] data
[4] covid
[4] stayhome
[3] ddj
[3] coronavirusinindia
[3] covid2019india

Top Hashtags in Tweet in G5:
[19] dataviz
[13] covid_19mx
[8] mentirasdateras
[6] covid19
[3] ddj
[2] visualization
[2] datoscoronavirus
[2] periodismodedatos
[2] covid_19
[2] datajournalism

Top Hashtags in Tweet in G6:
[2] dataviz
[2] covid_19
[1] coronavirus
[1] airtravel

Top Hashtags in Tweet in G7:
[2] dataviz
[1] covid19
[1] flattenthecurve

Top Hashtags in Tweet in G8:
[23] coronavirus
[18] dataviz
[16] socialdistancing
[14] covid19
[9] bigdata
[8] covid_19
[8] analytics
[7] infographic
[7] covidー19
[5] jazz

Top Hashtags in Tweet in G9:
[6] dataviz
[5] covid19
[4] rstats
[4] covid19italy
[4] r
[2] covid_19
[2] covid__19
[1] rshiny
[1] covid19outbreak
[1] italy

Top Hashtags in Tweet in G10:
[11] dataviz
[8] periodismodatos
[8] factcheck
[2] covid
[2] covid_19
[1] movilidad
[1] europeanmobility
[1] infographic
[1] desinformación

Top Words
Top Words in Tweet in Entire Graph:
[885] Words in Sentiment List#1: Positive
[276] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[28376] Non-categorized Words
[29537] Total Words
[965] #dataviz
[462] #covid19
[323] 19
[312] covid
[265] data

Top Words in Tweet in G1:
[205] #dataviz
[93] 19
[77] covid
[76] #covid19
[43] #coronavirus
[37] #covid
[36] pays
[34] #covid_19
[25] data
[20] #covidー19

Top Words in Tweet in G2:
[108] #dataviz
[103] reforms
[103] initiatives
[103] campaigns
[89] recognise
[89] support
[84] response
[83] #covid19
[83] explore
[80] #migrants

Top Words in Tweet in G3:
[58] #dataviz
[42] deaths
[40] amp
[40] cases
[36] data
[27] showing
[27] covid
[27] 19
[27] read
[25] blast

Top Words in Tweet in G4:
[43] #dataviz
[16] #covid19
[15] 19
[14] covid
[12] data
[10] #covid_19
[7] क
[7] #coronavirus
[5] interactive
[5] updated

Top Words in Tweet in G5:
[43] #dataviz
[32] casos
[28] #ddj
[21] datos
[19] confirmados
[18] estados
[17] #datajournalism
[16] hoy
[16] el_universal_mx
[16] enfermedades

Top Words in Tweet in G6:
[32] #dataviz
[32] #covid_19
[30] simplemente
[30] impresionante
[30] cerca
[30] 90
[30] vuelos
[30] internacionales
[30] cancelados
[30] animación

Top Words in Tweet in G7:
[48] data
[46] facebook
[46] mobility
[46] network
[25] covid
[25] 19
[25] #dataviz
[23] dashboard
[23] result
[23] collaboration

Top Words in Tweet in G8:
[33] #dataviz
[29] #covid19
[28] #bigdata
[27] #analytics
[23] #coronavirus
[22] #covid_19
[21] #infographic
[21] #covidー19
[17] #dataanalytics
[16] exponential

Top Words in Tweet in G9:
[20] vs
[20] #dataviz
[19] #rstats
[16] #covid19
[13] cases
[13] deaths
[11] covid
[10] updated
[10] shiny
[10] web

Top Words in Tweet in G10:
[23] #dataviz
[16] last
[16] european
[12] aquí
[9] civio
[9] weeks
[9] tiempos
[9] #covid_19
[8] hi
[8] case

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[285] covid,19
[110] reforms,initiatives
[110] initiatives,campaigns
[84] live,collection
[75] campaigns,recognise
[75] recognise,better
[75] better,support
[69] collection,reforms
[67] #covid19,response
[55] #dataviz,#covid19

Top Word Pairs in Tweet in G1:
[74] covid,19
[13] #dataviz,#coronavirus
[12] 19,quel
[12] quel,pays
[12] pays,européen
[12] européen,plan
[12] plan,soutien
[12] soutien,plus
[12] plus,startup
[12] startup,friendly

Top Word Pairs in Tweet in G2:
[103] reforms,initiatives
[103] initiatives,campaigns
[80] live,collection
[70] campaigns,recognise
[70] recognise,better
[70] better,support
[66] collection,reforms
[64] #covid19,response
[47] migrants',contribution
[47] contribution,#covid19

Top Word Pairs in Tweet in G3:
[27] covid,19
[25] blast,working
[25] working,challenging
[25] challenging,qgis
[25] qgis,map
[25] map,showing
[25] showing,effect
[25] effect,covid
[25] 19,aviation
[25] aviation,industry

Top Word Pairs in Tweet in G4:
[13] covid,19
[5] #covid19,#dataviz
[4] animated,#dataviz
[4] #dataviz,made
[4] made,d3
[4] d3,js
[3] data,updated
[3] #covid_19,evolution
[3] evolution,animated
[3] #coronavirusinindia,#covid2019india

Top Word Pairs in Tweet in G5:
[16] hoy,el_universal_mx
[16] estados,50
[16] 50,casos
[13] covid,19
[12] quedó,interactivo
[12] interactivo,cual
[12] cual,puedes
[12] puedes,consultar
[12] consultar,casos
[12] casos,#covid_19mx

Top Word Pairs in Tweet in G6:
[30] simplemente,impresionante
[30] impresionante,cerca
[30] cerca,90
[30] 90,vuelos
[30] vuelos,internacionales
[30] internacionales,cancelados
[30] cancelados,animación
[30] animación,compara
[30] compara,tráfico
[30] tráfico,aéreo

Top Word Pairs in Tweet in G7:
[25] covid,19
[23] dashboard,result
[23] result,collaboration
[23] collaboration,between
[23] between,facebook
[23] facebook,data
[23] data,good
[23] good,covid
[23] 19,mobility
[23] mobility,data

Top Word Pairs in Tweet in G8:
[27] #bigdata,#analytics
[16] exponential,effects
[16] effects,#socialdistancing
[16] #socialdistancing,slow
[16] slow,#coronavirus
[16] #coronavirus,data
[16] data,statistacharts
[16] statistacharts,mt
[16] mt,mikequindazzi
[16] mikequindazzi,#dataanalytics

Top Word Pairs in Tweet in G9:
[10] updated,covid
[10] covid,shiny
[10] shiny,web
[10] web,app
[10] app,allow
[10] allow,filtering
[10] filtering,down
[10] down,specific
[10] specific,state
[10] state,data

Top Word Pairs in Tweet in G10:
[8] hi,case
[8] case,missed
[8] missed,last
[8] last,#dataviz
[8] #dataviz,project
[8] project,civio
[8] civio,european
[8] european,mobility
[8] mobility,times
[8] times,coronavirus

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@piaaaac
@fedfragapane
@davidemancino1
@qgis
@davidcblood
@flightradar24
@peggyhollinger
@odidev
@ftdata
@omidpyc

Top Mentioned in G1:
@lemondefr
@franceinfovideo
@acssi_bi
@qlik_fr
@bfmtv
@cnews
@ecdc_eu
@grid3global
@frdigitale
@analyticsindiam

Top Mentioned in G2:
@piaaaac
@fedfragapane
@odidev
@jburnmurdoch
@financialtimes

Top Mentioned in G3:
@qgis
@davidcblood
@flightradar24
@peggyhollinger
@ftdata
@omidpyc
@openskynetwork
@financialtimes

Top Mentioned in G5:
@el_universal_mx
@datamosmx
@piaaaac
@odidev

Top Mentioned in G6:
@pcorrea78
@ronnysuarez_

Top Mentioned in G8:
@statistacharts
@mikequindazzi
@scmpgraphics
@scmpnews

Top Mentioned in G9:
@oeinis
@forrestkjones
@qulu_zheng
@andrewazman
@reichlab
@justinlessler

Top Mentioned in G10:
@civio
@edjnet
@fanetin
@maldita_es
@kpeiro
@eli_vivas
@sintesolivella
@blanquernafcri
@scmpgraphics
@scmpnews

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@el_universal_mx
@thomasclone
@rosenchild
@kinshasaweb
@guardian
@bfmtv
@jmhamiltonblog
@taieb_bot
@nytimes

Top Tweeters in G1:
@rosenchild
@bfmtv
@nytimes
@lemondefr
@welles19
@scmpnews
@cnews
@jsnewsbot
@advimotion_fr
@jenstirrup

Top Tweeters in G2:
@nomoreslaves
@laboescapes
@silviaalatra
@jmmuriu
@berkeleybrett
@xdelucas
@sdg2030
@jdportes
@migrantsaid
@vortcam

Top Tweeters in G3:
@jmhamiltonblog
@financialtimes
@math_sz1
@nonya_bidniss
@kogerview
@citizenkays
@drtrkulja
@100pctcocoa
@davidtphung
@kazuma893

Top Tweeters in G4:
@peteroferiksson
@eco_promos
@krautsource
@exasolag
@karthicktalks
@interworks
@transparimed
@opsmatters_uk
@aspphysician
@viborc

Top Tweeters in G5:
@el_universal_mx
@quico70
@soyleoluna
@giseleando
@dogomoreno
@hugovom
@luz_hernandezg
@otrasenda_ac
@yanipaper
@socialtic

Top Tweeters in G6:
@rigotordoc
@jrodriguezps
@edternsal2
@alfonsotejadaro
@zoomemin
@karyhuertas
@marthacifuentes
@manudunkan
@exisandre
@ricardoropina

Top Tweeters in G7:
@clearmapping
@namhenderson
@matallo
@the_wrangler
@fragmentedsoul5
@nmonarizqa
@kelsoscorner
@ledaduelo
@jonahadkins
@michalmigurski

Top Tweeters in G8:
@chidambara09
@thomasclone
@greentechdon
@mvollmer1
@jl_mico
@procurementstar
@procurement2030
@supplychain2030
@mikequindazzi
@meenaprasad7

Top Tweeters in G9:
@rstatstweet
@rstats4ds
@cfcoachba
@claudiodanielpc
@jzkteach
@rashamadj
@kunalthedreamer
@petitecode
@cfsalyers
@adipesa

Top Tweeters in G10:
@fanetin
@bbbcccnnn
@popicronos
@navarroangel
@evabelmonte
@civio
@kpeiro
@blanquerna
@joansabate
@aquilinod


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