COVID-19, Twitter, 6/21/2020 4:54:47 PM, 229704


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COVID-19_2020-06-21_00-00-02.xlsx
COVID-19_2020-06-21_00-00-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2020
Short Description:
COVID-19 via NodeXL https://bit.ly/2NdKQGy
@jp_downey
@realdonaldtrump
@corbynistateen
@joebiden
@nytimes
@audreystjames1
@irregularjoe
@usatoday
@nicolasmaduro
@thedailybeast

Top hashtags:
#covid_19
#covid19
#coronavirus
#covid
#covid__19
#coronaandmafia
#0.5
#AM

Description:
Description
The graph represents a network of 7,946 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 21 June 2020 at 07:02 UTC.

The requested start date was Sunday, 21 June 2020 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 1-day, 0-hour, 2-minute period from Thursday, 18 June 2020 at 12:15 UTC to Friday, 19 June 2020 at 12:17 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 : 7946
Unique Edges : 4278
Edges With Duplicates : 7941
Total Edges : 12219
Number of Edge Types : 5
Retweet : 3664
MentionsInRetweet : 4234
Tweet : 2453
Replies to : 246
Mentions : 1622
Self-Loops : 2488
Reciprocated Vertex Pair Ratio : 0.0062143966856551
Reciprocated Edge Ratio : 0.0123520329387545
Connected Components : 2746
Single-Vertex Connected Components : 801
Maximum Vertices in a Connected Component : 264
Maximum Edges in a Connected Component : 528
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.628442
Graph Density : 9.23318618421355E-05
Modularity : 0.56302
NodeXL Version : 1.0.1.434
Data Import : The graph represents a network of 7,946 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 21 June 2020 at 07:02 UTC.

The requested start date was Sunday, 21 June 2020 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 1-day, 0-hour, 2-minute period from Thursday, 18 June 2020 at 12:15 UTC to Friday, 19 June 2020 at 12:17 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 : COVID-19
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:
[19] https://www.thedailybeast.com/pinal-county-sheriff-mark-lamb-who-refused-to-enforce-lockdown-now-has-covid-19?via=twitter_page
[13] https://petition.parliament.uk/petitions/320711
[11] https://trib.al/ylgqTIn
[9] https://twitter.com/i/broadcasts/1djxXobbNZeJZ
[8] https://variety.com/2020/film/news/amc-coronavirus-movie-theaters-covid-19-1234642047/
[8] https://uol.page.link/4xorM
[7] https://truepundit.com/we-dont-need-no-stinking-vaccine-for-covid-19/
[7] https://mazo4f.com/ricardo-menendez-en-venezuela-se-prioriza-la-humanidad-no-la-economia-covid-19
[7] https://www.vtv.gob.ve/venezuela-97-casos-covid-18062020/
[7] http://www.cnbc.com/

Top URLs in Tweet in G1:
[4] https://petition.parliament.uk/petitions/320711
[3] https://www.reuters.com/article/us-health-coronavirus-usa/covid-19-cases-surge-in-oklahoma-other-states-ahead-of-trumps-tulsa-rally-idUSKBN23O2T2
[3] https://news.ontario.ca/opo/en/2020/06/ontario-enhancing-covid-19-case-and-contact-management.html
[3] https://news.ontario.ca/edu/en/2020/06/ontario-makes-major-investment-in-mental-health-and-technology-to-support-students.html
[3] https://news.ontario.ca/mof/en/2020/06/ontario-supports-ontarios-beverage-alcohol-sector-during-covid-19.html
[3] https://www.folhadoes.com/noticia/geral-espirito-santo/64554/portal-covid-19-cachoeiro-ganha-graficos-novos-conteudos
[2] http://rnanews.com/la-voie-de-relance-pour-lafrique-post-covid-19-necessite-de-laudace-declare-vera-songwe/
[2] https://twitter.com/hpaganotto/status/1272995818442809344
[2] https://majalah.tempo.co/read/internasional/160695/bagaimana-kebebalan-presiden-bolsnoro-membuat-angka-covid-19-di-brasil-melonjak?utm_source=twitter&utm_medium=socialbee&utm_campaign=heru
[2] https://www.hindustantimes.com/lucknow/uttar-pradesh-sees-highest-single-day-spike-in-covid-19-tally-with-604-cases/story-7lSRRyDEQdCr0zAVi25gLJ.html

Top URLs in Tweet in G2:
[7] https://mazo4f.com/ricardo-menendez-en-venezuela-se-prioriza-la-humanidad-no-la-economia-covid-19
[7] https://www.vtv.gob.ve/venezuela-97-casos-covid-18062020/
[3] https://mazo4f.com/alarmante-se-eleva-a-6-mil-857-muertes-por-covid-19-en-ecuador
[2] https://mazo4f.com/cabello-cuidense-el-covid-19-es-grave-muy-grave-prevencion
[2] https://mazo4f.com/presidente-de-honduras-y-su-esposa-dan-positivos-al-covid-19
[2] https://mazo4f.com/220382
[2] https://mazo4f.com/en-buenos-aires-adoptan-nuevas-medidas-de-restriccion-por-aumento-de-contagios-de-covid-19
[2] https://mazo4f.com/noticia-nueva-220395
[2] https://mazo4f.com/noticia-nueva-220381
[2] https://mazo4f.com/en-lara-cuerpos-de-seguridad-realizan-labores-de-perifoneo-para-prevenir-el-covid-19

Top URLs in Tweet in G3:
[2] https://www.theguardian.com/society/2020/jun/19/black-men-england-wales-three-times-more-likely-die-covid-19-coronavirus?utm_source=dlvr.it&utm_medium=twitter
[1] http://www.thetimes.co.uk/article/d334d452-b179-11ea-839f-3d38a5cc49e9
[1] https://twitter.com/skynewsbreak/status/1273908149041455105
[1] https://www.middleeasteye.net/news/uk-turkey-ppe-health-ministry-no-files-fiasco
[1] https://twitter.com/matthancock/status/1273178310080634882

Top URLs in Tweet in G4:
[2] https://www.pscp.tv/w/cbdFlTMyMjExNTJ8MW5BSkVBdnFXTUFKTIN1-vormE4t-3WMUlLUQ6W7opWjF46ggupGXpARN0As
[2] https://www.mohfw.gov.in/
[1] http://nm-4.com/1xg9
[1] https://zeenews.india.com/hindi/india/gautam-gambhir-take-a-dig-on-cm-kejriwal-for-taking-covid-19-testing-fixed-price-credit/698242
[1] https://kgpchronicle.iitkgp.ac.in/iit-kharagpurs-free-online-course-on-innovation-entrepreneurship/
[1] https://pib.gov.in/PressReleseDetail.aspx?PRID=1632338
[1] https://twitter.com/goyal_miss/status/1273593608784850944
[1] https://twitter.com/msisodia/status/1273499864052064258?s=19
[1] https://newswithchai.com/covid-19-dr-harsh-vardhan-launches-indias-first-mobile-i-lab-infectious-disease-diagnostic-lab/17558/

Top URLs in Tweet in G5:
[10] https://trib.al/ylgqTIn
[5] https://nypost.com/2020/06/19/desantis-blames-covid-spike-on-overwhelmingly-hispanic-laborers/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[3] https://cbsaustin.com/news/local/texas-confirmed-covid-19-case-count-crosses-100k-mark-and-growing
[3] https://nypost.com/2020/06/19/desantis-blames-covid-spike-on-overwhelmingly-hispanic-laborers/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[2] https://nypost.com/2020/06/14/florida-scientist-axed-for-not-altering-covid-19-map-makes-her-own/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[1] https://www.thegatewaypundit.com/2020/06/cuomos-legacy-least-4500-covid-19-patients-sent-seed-new-york-nursing-homes-killing-least-6000-residents/
[1] https://nypost.com/2020/06/19/desantis-blames-covid-spike-on-overwhelmingly-hispanic-laborers/
[1] https://www.local10.com/news/local/2020/06/17/coronavirus-florida-cases-spike-3000-deaths-covid-19/
[1] https://www.whitehouse.gov/articles/vice-president-mike-pence-op-ed-isnt-coronavirus-second-wave/
[1] https://www.newsweek.com/houston-protesters-begin-fall-ill-coronavirus-after-marching-george-floyd-1511066

Top URLs in Tweet in G6:
[1] https://twitter.com/shmoneytay/status/1262932679139287040

Top URLs in Tweet in G7:
[1] https://www.nytimes.com/2020/06/17/magazine/animal-disease-covid.html?referringSource=articleShare
[1] https://www.nytimes.com/2020/06/19/health/coronavirus-lung-treatment-funding.html?referringSource=articleShare

Top URLs in Tweet in G10:
[2] https://www.usatoday.com/story/news/nation/2020/06/18/arizona-sheriff-who-rebuked-stay-home-order-positive-covid-19/3212415001/
[2] https://nbcnews.trib.al/54QB9ZH
[1] https://www.usatoday.com/story/news/politics/elections/2020/06/19/trumps-tulsa-rally-stirs-fear-covid-19-super-spread-event/3214167001/
[1] https://www.usatoday.com/story/news/2020/06/18/coronavirus-trumps-meatpacking-order-has-failed-workers/3175621001/
[1] https://nbcnews.to/2UZ43Ql
[1] https://nbcnews.to/2Y9obRU
[1] https://nbcnews.to/2YS9rGj
[1] https://www.omaha.com/news/state_and_regional/ricketts-tells-local-governments-they-wont-get-federal-covid-19-money-if-they-require-masks/article_d15459b9-26df-527e-9899-9f579a3d8597.html?utm_campaign=snd-autopilot&utm_medium=social&utm_source=twitter_OWHnews
[1] https://www.nbcnews.com/politics/politics-news/i-m-looking-truth-states-face-criticism-covid-19-data-n1202086
[1] https://www.nbcnews.com/news/nbcblk/covid-19-vaccine-will-only-work-if-trials-include-black-n1228371

Top Domains
Top Domains in Tweet in Entire Graph:
[177] twitter.com
[126] bit.ly
[60] co.uk
[44] com.br
[41] theguardian.com
[38] trib.al
[28] mazo4f.com
[26] ow.ly
[26] youtube.com
[26] thedailybeast.com

Top Domains in Tweet in G1:
[46] twitter.com
[19] com.br
[16] co.uk
[14] theguardian.com
[9] ontario.ca
[8] instagram.com
[7] reuters.com
[7] youtube.com
[6] com.mx
[5] parliament.uk

Top Domains in Tweet in G2:
[28] mazo4f.com
[12] gob.ve
[6] bit.ly
[4] shr.lc
[2] org.ve
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G3:
[2] twitter.com
[2] theguardian.com
[1] co.uk
[1] middleeasteye.net

Top Domains in Tweet in G4:
[3] gov.in
[2] pscp.tv
[2] twitter.com
[1] nm-4.com
[1] india.com
[1] ac.in
[1] newswithchai.com

Top Domains in Tweet in G5:
[11] nypost.com
[10] trib.al
[3] cbsaustin.com
[2] rawstory.com
[1] thegatewaypundit.com
[1] local10.com
[1] whitehouse.gov
[1] newsweek.com
[1] twitter.com
[1] cdc.gov

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

Top Domains in Tweet in G7:
[2] nytimes.com

Top Domains in Tweet in G10:
[4] usatoday.com
[3] nbcnews.to
[3] nbcnews.com
[2] trib.al
[1] omaha.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[339] covid_19
[336] covid19
[127] coronavirus
[107] covid
[33] covid__19
[30] coronaandmafia
[28] 0.5
[28] AM
[24] chavismounidoalcombate
[20] cuba



Top Hashtags in Tweet in G1:
[46] covid19
[37] covid_19
[21] coronavirus
[20] covid
[5] travel
[5] disiplincegahgelombangke2
[4] covid__19
[4] diasiniva
[3] ecommerce
[3] nacional

Top Hashtags in Tweet in G2:
[41] covid_19
[24] chavismounidoalcombate
[20] 0.5
[20] AM
[15] 6/18/2020 12:00:00 AM
[12] obrasporyparaelpueblo
[11] máximamoralpatriótica
[11] 6/19/2020 12:00:00 AM
[10] venezuela
[8] 6/17/2020 12:00:00 AM

Top Hashtags in Tweet in G4:
[6] covid_19
[4] corona
[4] coronawatchindia
[3] indiafightscorona
[3] amitshah
[2] mannkibaat
[2] indiachinafaceoff
[2] covid
[1] covid19
[1] innovation

Top Hashtags in Tweet in G5:
[13] coronavirus
[10] republicansvirus
[6] arizona
[2] breaking
[2] florida
[2] covid19
[2] reopenparole
[1] covid
[1] theresistance
[1] thursdaythoughts

Top Hashtags in Tweet in G7:
[2] trump
[1] stopwalker
[1] bardasucks

Top Hashtags in Tweet in G10:
[2] noantiblackracism
[1] wtpteam
[1] wtp2020

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[715] 19
[700] covid
[46] #covid19
[42] coronavirus
[41] 2020
[37] #covid_19
[32] cases
[32] pandemic
[30] casos
[30] more

Top Words in Tweet in G2:
[135] 19
[130] covid
[73] nicolasmaduro
[62] casos
[49] prevención
[41] #covid_19
[40] venezuela
[36] contra
[33] medidas
[30] comisión

Top Words in Tweet in G3:
[129] 10
[129] weeks
[129] clapping
[129] nhs
[129] tories
[129] quietly
[129] announced
[129] terminating
[129] student
[129] nurse

Top Words in Tweet in G4:
[55] covid
[51] 19
[47] health
[46] recovery
[34] क
[29] minister
[29] narendramodi
[28] amitshah
[28] shri
[25] first

Top Words in Tweet in G5:
[59] covid
[59] 19
[28] realdonaldtrump
[21] more
[17] sheriff
[17] enforce
[17] lockdown
[16] arizona
[14] 000
[14] joebiden

Top Words in Tweet in G6:
[53] dad
[53] beat
[53] covid
[53] 19
[52] shmoneytay

Top Words in Tweet in G7:
[58] vote
[50] covid
[50] 19
[36] curve
[29] today
[29] senate
[29] additional
[29] relief
[29] oversight
[29] administration

Top Words in Tweet in G8:
[48] ajuda
[47] seguinte
[47] gente
[47] eu
[47] preciso
[47] máximo
[47] conseguir
[47] agr
[47] mãe
[47] crianças

Top Words in Tweet in G9:
[45] wearing
[45] cdc
[45] recommended
[45] face
[45] covering
[45] re
[45] still
[45] middle
[45] global
[45] covid

Top Words in Tweet in G10:
[20] governor
[19] sheriff
[17] nbcnews
[16] usatoday
[16] arizona
[15] enforce
[14] refused
[14] stay
[14] home
[14] order

Top Word Pairs
Top Word Pairs in Tweet in G2:
[679] covid,19
[22] contra,covid
[13] comisión,presidencial
[12] presidencial,prevención
[12] casos,covid
[11] prevención,lucha
[11] lucha,contra
[9] 19,observamos
[9] observamos,preocupación
[9] preocupación,incremento

Top Word Pairs in Tweet in G3:
[130] 10,weeks
[31] weeks,clapping
[26] clapping,nhs
[24] nhs,tories
[23] tories,quietly
[22] quietly,announced
[22] announced,terminating
[22] terminating,student
[22] student,nurse
[22] nurse,contracts

Top Word Pairs in Tweet in G4:
[129] covid,19
[129] best,wishes
[129] wishes,first
[129] first,president
[129] president,kazakhstan
[129] kazakhstan,elbasy
[129] elbasy,nursultan
[129] nursultan,nazarbayev
[129] nazarbayev,early
[129] early,recovery

Top Word Pairs in Tweet in G5:
[51] covid,19
[24] enforce,arizona
[24] gop,sheriff
[24] tested,positive
[24] 19,deaths
[24] sheriff,vowed
[24] vowed,enforce
[24] arizona,lockdown
[24] lockdown,tested
[24] positive,covid

Top Word Pairs in Tweet in G6:
[59] dad,beat
[16] beat,covid
[11] covid,19
[11] shmoneytay,dad

Top Word Pairs in Tweet in G7:
[53] covid,19
[53] today,senate
[53] senate,vote
[52] vote,additional
[] additional,covid
[] 19,relief
[] relief,vote
[] vote,oversight
[] oversight,administration
[] senkamalaharris,today

Top Word Pairs in Tweet in G8:
[50] seguinte,gente
[29] gente,eu
[29] eu,preciso
[29] preciso,máximo
[29] máximo,ajuda
[29] ajuda,conseguir
[29] conseguir,agr
[29] agr,mãe
[29] mãe,crianças
[28] crianças,acabou

Top Word Pairs in Tweet in G9:
[47] wearing,cdc
[47] cdc,recommended
[47] recommended,face
[47] face,covering
[47] covering,re
[47] re,still
[47] still,middle
[47] middle,global
[47] global,covid
[47] covid,19

Top Word Pairs in Tweet in G10:
[45] arizona,sheriff
[45] sheriff,refused
[45] refused,enforce
[45] enforce,governor
[45] governor,stay
[45] stay,home
[45] home,order
[45] order,believed
[45] believed,unconstitutional
[45] nbcnews,arizona

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@borisjohnson
@idl_r
@coopbankenya
@mansurmursalin
@whitehouse
@amnestykenya
@canaln_
@tezilyas
@ajourremi

Top Replied-To in G1:

Top Replied-To in G2:
@nicolasmaduro

Top Replied-To in G4:
@iitkgp
@vanshika___jain
@narendramodi
@socialepfo
@goibibo

Top Replied-To in G5:
@realdonaldtrump
@bornamilehigh7
@ingrahamangle
@bridge04greg
@joebiden
@gop
@washingtonpost

Top Mentioned
Top Mentioned in Entire Graph:
@corbynistateen
@nicolasmaduro
@shmoneytay
@lmjacords
@ajhisnandez
@amitshah
@senkamalaharris
@narendramodi
@dwuhlfelderlaw
@jairbolsonaro

Top Mentioned in G1:
@palco23_es
@prometeo_2020
@scarletylaisa
@antithrombosis
@radiobaragua
@timesdemocracy
@temponewsroom
@radioalgeciras
@itsmee99754281
@boristrump6

Top Mentioned in G2:
@nicolasmaduro
@libertad020
@conelmazodando
@vtvcanal8
@presidencialve
@cmdte2daciaped1
@barinasgnb
@telesurtv
@iaim_ve
@aeropostalve

Top Mentioned in G3:
@corbynistateen
@bethrigby
@paulieplayspop
@andymoz78
@societyguardian

Top Mentioned in G4:
@amitshah
@narendramodi
@pib_india
@mohfw_india
@bjp4india
@pmoindia
@pib_guwahati
@pibagartala
@zeenews
@gautamgambhir

Top Mentioned in G5:
@realdonaldtrump
@joebiden
@washingtonpost
@nypost
@thomaskaine5
@drdenagrayson
@the_resistor
@vp
@huffpost
@speakerpelosi

Top Mentioned in G6:
@shmoneytay

Top Mentioned in G7:
@senkamalaharris
@audreystjames1
@nytimes
@growlgirl

Top Mentioned in G8:
@lmjacords

Top Mentioned in G9:
@ajhisnandez

Top Mentioned in G10:
@nbcnews
@usatoday
@owhnews
@tariqnasheed
@newjeffct
@wtp__2020

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@pulpnews
@tomthunkitsmind
@contrapuntovzla
@market_screener
@lasillarota
@detikcom
@dolartoday

Top Tweeters in G1:
@caraotadigital
@pulpnews
@market_screener
@zonamediatica
@joseacontreras
@bse_news
@globalissuesweb
@el_universal_mx
@lado_mx
@elaragueno

Top Tweeters in G2:
@conelmazodando
@telesurtv
@dpiloncita
@vtvcanal8
@chinarivas30
@partidopsuv
@ana_comneno
@mercedeslouzaod
@iaim_ve
@venceremoa

Top Tweeters in G3:
@shirleyyoung2
@andymoz78
@nancyholiday
@christinejenk20
@sanyeh1
@jonesdavidn
@bettytomsdottir
@penteana
@demrulesuk
@limpet67

Top Tweeters in G4:
@railminindia
@airasiasupport
@indiatvnews
@rakshithbj2
@zeenews
@pib_india
@bjp4india
@goibibo
@abhiru80
@balramsuhane

Top Tweeters in G5:
@huffpost
@foxnews
@washingtonpost
@nypost
@ap
@bbttychmbrs1
@southerntalker
@dtheavenger
@willapercy
@michellelavoie

Top Tweeters in G6:
@yhurpoint_
@cavisionary
@cuffy__
@arrywitha_h
@lucky7_lucky7
@youlovelucii
@jujusalaam
@maraax__
@freaken_
@hoop_forever

Top Tweeters in G7:
@nytimes
@dawneryans
@irregularjoe
@flpalmtree1
@rosemarinas48
@connierimmer
@s_dute
@1freshtake
@bildsteve
@growlgirl

Top Tweeters in G8:
@louiefeels
@whatdomyself
@999wildfire
@stigmataek
@srawesleyghue
@gxmescrf
@manixzjm
@joicetatianx
@lmjacords
@cabelloaaa

Top Tweeters in G9:
@atelphobicbliss
@asosei_
@seri4lchill3r
@gaycodedhero
@rosebudzarry
@miggy5tardust
@lolakeeley_
@bigkatsanctuary
@domichiara
@dvillarrc

Top Tweeters in G10:
@rosenchild
@usatoday
@nbcnews
@susanpoe7
@owhnews
@paulajewell19
@soriano310ms
@smog2014
@monkeybone64
@marthajadams


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