COVID, Twitter, 10/5/2022 10:27:56 AM, 282378


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COVID_2022-10-05_00-34-41.xlsx
COVID_2022-10-05_00-34-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2022
Short Description:
COVID via NodeXL https://bit.ly/3fIAfVz
@draseemmalhotra
@tryangregory
@lisa_iannattone
@silvipastured
@singerindubai
@ebonyjhilton_md
@hangingoninquie
@laurasmagro
@elisaperego78
@drericding

Top hashtags:
#covid
#covid19
#regresoaclases
#prevención
#44837
#envideo

Description:
Description
The graph represents a network of 10,646 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 05 October 2022 at 07:43 UTC.

The requested start date was Wednesday, 05 October 2022 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 2-day, 0-hour, 4-minute period from Sunday, 02 October 2022 at 12:15 UTC to Tuesday, 04 October 2022 at 12:19 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 : 10646
Unique Edges : 5573
Edges With Duplicates : 12066
Total Edges : 17639
Number of Edge Types : 5
Replies to : 1255
Mentions : 2015
Retweet : 5614
MentionsInRetweet : 6438
Tweet : 2317
Self-Loops : 2353
Reciprocated Vertex Pair Ratio : 0.00705524801910344
Reciprocated Edge Ratio : 0.0140116404397499
Connected Components : 2433
Single-Vertex Connected Components : 614
Maximum Vertices in a Connected Component : 1496
Maximum Edges in a Connected Component : 3213
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.668854
Graph Density : 8.18695193285041E-05
Modularity : 0.57133
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 10,646 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 05 October 2022 at 07:43 UTC.

The requested start date was Wednesday, 05 October 2022 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 2-day, 0-hour, 4-minute period from Sunday, 02 October 2022 at 12:15 UTC to Tuesday, 04 October 2022 at 12:19 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
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:
[32] https://www.casaitaliaradio.com/
[27] https://www.youtube.com/watch?v=6YgBklC7p6g&feature=youtu.be

[15] https://www.politico.eu/article/pfizer-ceo-albert-bourla-pulls-out-of-testifying-to-eu-parliament-covid-panel/
[14] https://www.zerohedge.com/covid-19/sweden-stops-recommending-covid-19-vaccines-children
[13] https://www.theatlantic.com/health/archive/2022/09/covid-pandemic-exposes-americas-failing-systems-future-epidemics/671608/
[12] https://twitter.com/zoo_bear/status/1267139010020773889?t=5qHZybbOZGPaqQvt1JO-Qw&s=19
[10] https://www.fhi.no/en/id/vaccines/coronavirus-immunisation-programme/coronavirus-vaccine/#booster-doses
[10] https://revistaoeste.com/brasil/usp-exclui-notas-e-frequencia-de-alunos-sem-comprovante-de-vacina-contra-a-covid/
[9] https://www.himalayaustralia.com.au/2022/10/01/australia-calls-an-end-to-quarantine-requirements-for-all-covid-19-infected-people/
[8] https://www.reuters.com/world/europe/italy-drops-covid-19-face-mask-rule-public-transport-2022-09-30/

Top URLs in Tweet in G1:
[5] https://planetradio.co.uk/greatest-hits/uk/news/covid-inquiry-hearing-starts-today/
[3] https://venezuela-news.com/dia-930-de-pandemia-en-venezuela-57-nuevos-casos-por-covid-19/
[3] https://www.etsy.com/listing/1274430126/pink-mamma-planners-for-your-office-and?t=1664798051
[3] https://brazilurgente.com.br/covid-19-primeiros-testes-de-vacina-brasileira-terao-400-voluntarios/
[2] https://reddeapoyobogota.wixsite.com/home/post/boletin-covid-19-notired-red-de-apoyo-22abr22
[2] https://www.mirror.co.uk/news/health/new-covid-symptom-overtakes-fever-28138644
[2] https://twitter.com/ebonyjhilton_md/status/1577075373606461441
[2] https://grandesmedios.com/hacer-ejercicio-covid-19/
[2] https://www.frontnieuws.com/nieuw-paper-bevestigt-dat-de-covid-vaccins-hersencellen-en-hartcellen-doden-wat-tot-de-dood-leidt/
[2] https://theperfectenemy.com/half-of-americans-have-not-heard-about-the-new-covid-19-vaccine-boosters/

Top URLs in Tweet in G3:
[4] https://www.vtv.gob.ve/dia-931-lucha-covid-02102022/
[4] https://www.vtv.gob.ve/dia-932-lucha-covid-03102022/
[3] https://www.vtv.gob.ve/sobrevivientes-covid-desarrollado-problemas-gusto-olfato/
[3] https://www.youtube.com/watch?v=OmNj1kfa0UM&feature=youtu.be

[2] https://www.vtv.gob.ve/catar-pedira-covid-negativo-fanaticos/
[2] https://www.youtube.com/watch?v=7_i_SHS9tQQ&feature=youtu.be

[2] https://www.vtv.gob.ve/dia-930-lucha-covid-29092022-2/
[2] https://www.vtv.gob.ve/instalan-puestos-vigilancia-covid-frontera/
[2] https://venezuela-news.com/a-931-dias-de-la-pandemia-en-venezuela/
[1] https://www.dailymotion.com/video/x8e4rlq

Top URLs in Tweet in G4:
[1] https://www.nbcnews.com/politics/covid-testing-providers-scale-back-worries-another-winter-surge-rcna47777
[1] https://twitter.com/FemiYahtzee/status/1576547039978348545
[1] https://twitter.com/rwittenbrink/status/1577216143848538112
[1] https://www.nytimes.com/interactive/2021/us/covid-cases.html
[1] https://nationalpost.com/news/politics/without-lockdowns-or-vaccines-covid-would-have-killed-800000-people-phac-study
[1] https://www.theguardian.com/world/2022/oct/01/latest-covid-surge-a-heavy-straw-on-camels-back-for-every-hospital-in-uk?CMP=share_btn_tw
[1] https://paeds.org.au/pims-ts/paeds-pims-ts-case-data
[1] https://covid.cdc.gov/covid-data-tracker/#pediatric-data
[1] https://www.bayer.com/en/news-stories/understanding-long-covid-heart-muscle-damage-needs-to-be-spotted-early
[1] https://jamanetwork.com/journals/jamacardiology/fullarticle/2768916

Top URLs in Tweet in G5:
[1] https://twitter.com/centralreality/status/1576994137139970049

Top URLs in Tweet in G8:
[1] https://ileon.eldiario.es/actualidad/muertes-covid-produjeron-cuatro-de-cada-diez-residencias-castilla-y-leon-40-fallecidos_1_9486545.html
[1] https://www.infolibre.es/politica/tsj-castilla-leon-ordena-junta-entregue-infolibre-datos-fallecidos-residencias_1_1329752.html
[1] https://www.lamoncloa.gob.es/serviciosdeprensa/notasprensa/sanidad14/Paginas/2020/190320-covid-sns.aspx

Top URLs in Tweet in G9:
[1] https://twitter.com/Acyn/status/1577106392204410880

Top URLs in Tweet in G10:
[4] https://www.theatlantic.com/health/archive/2022/09/covid-pandemic-exposes-americas-failing-systems-future-epidemics/671608/
[2] https://www.theguardian.com/world/2022/oct/01/latest-covid-surge-a-heavy-straw-on-camels-back-for-every-hospital-in-uk?CMP=share_btn_tw
[2] https://www.forbes.com/sites/williamhaseltine/2022/09/30/covid-virus-accelerates-with-each-new-variant/
[2] https://www.forbes.com/sites/williamhaseltine/2022/07/13/more-danger-ahead-with-ba5-covid-19-reinfection-doubles-the-risk-for-death-blood-clots-and-lung-damage/
[1] https://pubmed.ncbi.nlm.nih.gov/36173325/
[1] https://twitter.com/dtomquick/status/1577062176262483969
[1] https://www.forbes.com/sites/williamhaseltine/2022/10/03/saline-nasal-irrigation-after-covid-19-diagnosis-reduces-hospitalization/?sh=677dc3f9323c
[1] https://www.health.harvard.edu/heart-health/covid-19-diagnosis-raises-risk-of-heart-attack-stroke
[1] https://academic.oup.com/jalm/article/6/5/1099/6317833
[1] https://twitter.com/wmhaseltine/status/1576240875297964032

Top Domains
Top Domains in Tweet in Entire Graph:
[298] twitter.com
[71] co.uk
[51] youtube.com
[39] theguardian.com
[32] casaitaliaradio.com
[27] substack.com
[25] reuters.com
[22] com.au
[21] nih.gov
[20] nytimes.com

Top Domains in Tweet in G1:
[78] twitter.com
[14] co.uk
[9] theguardian.com
[7] com.br
[6] nytimes.com
[4] geniouxfacts.com
[4] apple.news
[4] ansa.it
[3] theepochtimes.com
[3] venezuela-news.com

Top Domains in Tweet in G3:
[17] gob.ve
[5] youtube.com
[4] venezuela-news.com
[2] dailymotion.com
[1] twitter.com

Top Domains in Tweet in G4:
[7] twitter.com
[2] theguardian.com
[2] forbes.com
[2] covid19-sciencetable.ca
[1] nbcnews.com
[1] nytimes.com
[1] nationalpost.com
[1] org.au
[1] cdc.gov
[1] bayer.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G8:
[1] eldiario.es
[1] infolibre.es
[1] gob.es

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[5] forbes.com
[4] theatlantic.com
[3] twitter.com
[2] theguardian.com
[1] nih.gov
[1] harvard.edu
[1] oup.com
[1] go.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[330] covid
[125] covid19
[106] regresoaclases
[99] prevención
[70] 44837
[52] envideo
[49] longcovid
[44] covid_19
[42] 44838
[34] news



Top Hashtags in Tweet in G1:
[16] covid
[16] covid19
[9] coronavirus
[4] plan
[3] covid_19
[3] planners
[3] shelasdigital
[3] covidisnotover
[3] salud
[2] juntosregresemosalaescuela

Top Hashtags in Tweet in G3:
[101] regresoaclases
[97] prevención
[60] 10/3/2022 12:00:00 AM
[52] envideo
[38] 10/4/2022 12:00:00 AM
[27] rostrosdemipueblo
[23] juntosregresemosalaescuela
[17] covid_19
[17] 10/4/2022 12:00:00 AM
[17] 10/2/2022 12:00:00 AM

Top Hashtags in Tweet in G4:
[19] covid
[12] longcovid
[6] covid19
[5] misinformation
[2] vaccination
[1] globalhealth
[1] airborne
[1] sverigebilden
[1] help
[1] communitypharmacy

Top Hashtags in Tweet in G7:
[2] eleições2022

Top Hashtags in Tweet in G8:
[20] noolvidamos
[5] ayusoaprisión

Top Hashtags in Tweet in G10:
[2] wakeup
[1] covid19
[1] belgium
[1] wave8

Top Words
Top Words in Tweet in Entire Graph:
[7287] covid
[1413] 19
[852] não
[838] eu
[639] minha
[552] people
[344] pandemic
[340] mãe
[337] em
[330] #covid

Top Words in Tweet in G1:
[605] covid
[142] 19
[71] não
[44] eu
[44] pessoas
[39] mais
[37] em
[36] bolsonaro
[35] pra
[33] people

Top Words in Tweet in G2:
[647] eu
[434] não
[220] covid
[216] tenho
[216] minha
[215] zzzssgzzz
[214] perdi
[214] nenhum
[214] parente
[214] nunca

Top Words in Tweet in G3:
[260] covid
[258] 19
[145] vtvcanal8
[109] venezuela
[101] #regresoaclases
[97] #prevención
[89] registra
[74] casos
[60] #3oct
[57] 538

Top Words in Tweet in G4:
[215] covid
[80] pain
[67] ebonyjhilton_md
[44] sudden
[43] symptoms
[43] chest
[41] having
[38] re
[38] fatigue
[37] weird

Top Words in Tweet in G5:
[172] covid
[169] brasil
[168] renatab
[168] veio
[168] havan
[168] viu
[168] própria
[168] mãe
[168] morrer
[168] vota

Top Words in Tweet in G6:
[180] minha
[165] votar
[144] em
[144] mãe
[108] ela
[108] levava
[108] lanche
[108] fazia
[107] opsicologobruno
[107] votava

Top Words in Tweet in G7:
[296] bandeira
[296] vermelho
[156] minha
[148] nossa
[148] jamais
[148] sera
[148] vermelha
[148] filha
[148] sua
[148] ja

Top Words in Tweet in G8:
[209] hoy
[209] días
[193] manuelrico
[135] ayuso
[133] hospital
[131] gobierno
[128] residentes
[124] aprobó
[124] protocolo
[124] impedía

Top Words in Tweet in G9:
[135] covid
[133] desantis
[119] ronfilipkowski
[110] seniors
[110] fl
[110] managed
[110] survive
[110] despite
[110] callous
[110] indifference

Top Words in Tweet in G10:
[131] covid
[99] femiyahtzee
[81] time
[78] stroke
[75] last
[74] died
[74] third
[74] weeks
[73] hall
[73] neighbor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1329] covid,19
[243] eu,não
[243] minha,família
[227] covid,eu
[227] nunca,passei
[226] eu,nunca
[226] passei,necessidade
[224] não,perdi
[224] perdi,nenhum
[224] nenhum,parente

Top Word Pairs in Tweet in G1:
[140] covid,19
[10] during,covid
[10] mortes,covid
[10] 700,mil
[10] pela,covid
[9] morreu,covid
[9] minha,família
[9] covid,test
[8] eu,não
[8] morreram,covid

Top Word Pairs in Tweet in G2:
[215] eu,não
[214] não,perdi
[214] perdi,nenhum
[214] nenhum,parente
[214] parente,covid
[214] covid,eu
[214] eu,nunca
[214] nunca,passei
[214] passei,necessidade
[214] necessidade,eu

Top Word Pairs in Tweet in G3:
[257] covid,19
[89] 19,venezuela
[88] venezuela,registra
[63] vtvcanal8,#prevención
[56] casos,comunitarios
[52] pacientes,recuperados
[48] registra,casos
[48] comunitarios,importado
[48] importado,538
[48] 538,288

Top Word Pairs in Tweet in G4:
[43] chest,pain
[37] re,sudden
[37] sudden,having
[37] having,weird
[37] weird,symptoms
[37] symptoms,extreme
[37] extreme,fatigue
[37] fatigue,numbness
[37] numbness,pain
[37] pain,chest

Top Word Pairs in Tweet in G5:
[168] brasil,veio
[168] veio,havan
[168] havan,viu
[168] viu,própria
[168] própria,mãe
[168] mãe,morrer
[168] morrer,covid
[168] covid,vota
[168] vota,sorrindo
[168] sorrindo,responsável

Top Word Pairs in Tweet in G6:
[144] minha,mãe
[108] levava,lanche
[107] mãe,votava
[107] votava,colégio
[107] colégio,em
[107] em,trabalho
[107] trabalho,mesario
[107] mesario,ela
[107] ela,levava
[107] lanche,quando

Top Word Pairs in Tweet in G7:
[148] nossa,bandeira
[148] bandeira,jamais
[148] jamais,sera
[148] sera,vermelha
[148] vermelha,minha
[148] minha,filha
[148] filha,sua
[148] sua,bandeira
[148] bandeira,ja
[148] ja,suja

Top Word Pairs in Tweet in G8:
[187] manuelrico,hoy
[124] días,gobierno
[124] gobierno,ayuso
[124] ayuso,aprobó
[124] aprobó,protocolo
[124] protocolo,impedía
[124] impedía,trasladar
[124] trasladar,hospital
[124] hospital,residentes
[115] residentes,vulnerab

Top Word Pairs in Tweet in G9:
[110] seniors,fl
[110] fl,managed
[110] managed,survive
[110] survive,covid
[110] covid,despite
[110] despite,desantis
[110] desantis,callous
[110] callous,indifference
[110] indifference,pandemic
[109] ronfilipkowski,seniors

Top Word Pairs in Tweet in G10:
[74] third,time
[73] hall,neighbor
[73] neighbor,died
[73] died,stroke
[73] stroke,last
[73] last,night
[73] night,covid
[73] covid,three
[73] three,times
[73] times,third

Top Replied-To
Top Replied-To in Entire Graph:
@covid_parent
@femiyahtzee
@bencarlislelaw
@themustress
@prisonplanet
@ebonyjhilton_md
@refinedmess
@mailonline
@billius27
@myrabatchelder

Top Replied-To in G2:
@zzzssgzzz

Top Replied-To in G3:
@gnb_tachira
@gbluisrosalesm
@yami2336

Top Replied-To in G4:
@ebonyjhilton_md
@myrabatchelder
@marklevinenyc
@glbabbington
@jongs107wxsnl1
@sspencer_smb
@meetjess
@fitterhappieraj
@alanbixter
@yellowsnow9

Top Replied-To in G5:
@_cacatuita
@renatab

Top Replied-To in G6:
@kelleeeeee1
@silscruz
@opsicologobruno

Top Replied-To in G8:
@manuelrico
@julio34698216

Top Replied-To in G10:
@femiyahtzee
@mamamistrael
@tim39941098
@ogegs63
@ally_saurus_

Top Mentioned
Top Mentioned in Entire Graph:
@zzzssgzzz
@manuelrico
@renatab
@laurasmagro
@vtvcanal8
@ronfilipkowski
@opsicologobruno
@femiyahtzee
@draseemmalhotra
@ebonyjhilton_md

Top Mentioned in G1:
@ilcoperchio
@kaykosmos
@balouch987
@aliciag57602983
@kk131066
@0nsgckcp6wf49dj
@jammakid420
@mary00088
@cronicaglobal
@rg7592

Top Mentioned in G2:
@zzzssgzzz
@ysclcc
@rigan___
@taiseteles83
@l0ntrinha

Top Mentioned in G3:
@vtvcanal8
@brithannyalcan
@gloriosagnb
@nicolasmaduro
@zoditachiran21
@1412yolis
@gnbgarantedepaz
@ejb_cavcm
@62brigadaing
@donileythalvar1

Top Mentioned in G4:
@ebonyjhilton_md
@myrabatchelder
@meetjess
@elisaperego78
@glbabbington
@davidkaib
@hanolliver
@lilahrpgtt
@picardonhealth
@fitterhappieraj

Top Mentioned in G5:
@renatab
@_cacatuita
@zzzssgzzz

Top Mentioned in G6:
@opsicologobruno
@renato_fmenezes
@desmentindobozo
@pedroronchi2
@lelispatricia
@ricardobarrospp
@purapoesiaaofc
@silscruz

Top Mentioned in G7:
@laurasmagro
@lorransenffc
@zzzssgzzz
@renatab
@kctubarao
@bchartsnet
@choquei

Top Mentioned in G8:
@manuelrico
@fiscal_es
@tomascasascm
@luisgonzaloseg
@maribel60780973
@9demayodel45
@uribex
@cylplataforma
@albarakatapun
@_infolibre

Top Mentioned in G9:
@ronfilipkowski
@cmclymer
@theusasingers

Top Mentioned in G10:
@femiyahtzee
@tryangregory
@gwensnyderphl
@simplesarahbear
@farid__jalali
@wmhaseltine
@huffandpuff
@rajthamotheram
@titusnation
@madmissmattie

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@republikaonline
@la_iguanatv
@federicoalves
@7b73f39b85e1415
@cagney1991
@independent
@_redfrog
@diariocontraste
@vtvcanal8

Top Tweeters in G1:
@zazoomblog
@republikaonline
@elpitazotv
@rapplerdotcom
@adabagcompany
@informedios
@tvnnoticias
@gazetesozcu
@entidaddigital
@actualtopic

Top Tweeters in G2:
@anacaroliiinah
@naosabelidar
@kalil_0liv
@monsterpiaza
@stylwslover
@nonexpatheare
@irukasentei
@breathforlarry
@andrepxavier
@galacticpudd

Top Tweeters in G3:
@vtvcanal8
@partidopsuv
@quiskillosa
@edalge
@gnb_tachira
@mippcivzla
@briggittems1
@1412yolis
@mppsmiranda
@vicevenezuela

Top Tweeters in G4:
@guardian
@mcnejames
@npazderski
@watergatesummer
@nationalpost
@anik1968
@inlimbov
@iammardikins
@jeannie208
@gvg1

Top Tweeters in G5:
@francaverdade
@deisielly_
@eusaritita
@amandabbk
@olliver2013
@darklingscar
@daechkook
@fallxineira
@lisgreenbriar
@rodrigosmoreno

Top Tweeters in G6:
@aldonunes57
@srconsta
@musiforcars
@lukaportela
@g0thmunson
@cid_aimbire
@roleoni
@risedems
@gagaprostituto
@dcaf1

Top Tweeters in G7:
@ifavkathony
@findmytom
@spearbabbie
@namddaeng_
@lorransenffc
@lovekellsxx
@viqqtoriacrf
@goulart_prr
@ae_wony
@joycatarin

Top Tweeters in G8:
@lyuva26
@yakomarhippy
@uribex
@marialfv
@ana265857460
@_infolibre
@jmprovir
@fitomargarito
@rfeynmansss
@tavinchy06

Top Tweeters in G9:
@7b73f39b85e1415
@on_bender
@lininohio
@disguisedevilin
@kdavcor
@juliethewarrior
@joetrader6
@utorgersen
@annross201111
@myp_chicago

Top Tweeters in G10:
@the_lady_red
@nitenitemelissa
@aquafare
@1st_chidi
@barretascotking
@recognize_taste
@stalejokez
@caesura30
@deborahskyrim
@kale__chip


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