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COVID-19_2021-10-13_00-00-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3lBcZt2
@rwmalonemd
@tarey_a
@ourworldindata
@coronavirusnewv
@viejomiguelito1
@drericding
@who
@gregabbott_tx
@vicevenezuela
@nestorianosoci1

Top hashtags:
#covid_19
#covid19
#covid
#coronavirus
#passsanitaire
#venezuela
#fanb

Description:
Description
The graph represents a network of 10,270 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 Wednesday, 13 October 2021 at 07:22 UTC.

The requested start date was Wednesday, 13 October 2021 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 4-day, 0-hour, 5-minute period from Friday, 08 October 2021 at 12:12 UTC to Tuesday, 12 October 2021 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 : 10270
Unique Edges : 5254
Edges With Duplicates : 11962
Total Edges : 17216
Number of Edge Types : 5
Retweet : 5450
MentionsInRetweet : 6217
Tweet : 3411
Mentions : 1742
Replies to : 396
Self-Loops : 3447
Reciprocated Vertex Pair Ratio : 0.00647571606475716
Reciprocated Edge Ratio : 0.0128681019549616
Connected Components : 3120
Single-Vertex Connected Components : 1119
Maximum Vertices in a Connected Component : 1185
Maximum Edges in a Connected Component : 2758
Maximum Geodesic Distance (Diameter) : 29
Average Geodesic Distance : 10.336654
Graph Density : 7.66337801361487E-05
Modularity : 0.544652
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,270 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 Wednesday, 13 October 2021 at 07:22 UTC.

The requested start date was Wednesday, 13 October 2021 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 4-day, 0-hour, 5-minute period from Friday, 08 October 2021 at 12:12 UTC to Tuesday, 12 October 2021 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:
[36] https://timesofindia.indiatimes.com/india/over-94-crore-covid-19-vaccine-doses-administered-in-india-so-far/articleshow/86910680.cms
[19] https://www.nichd.nih.gov/newsroom/news/083021-COVID-19-vaccination-menstruation
[15] https://news.sky.com/story/covid-19-surges-of-illness-for-months-and-perhaps-even-years-to-come-who-expert-warns-12431981
[14] https://www.washingtonpost.com/nation/2021/10/12/parents-sue-wisconsin-schools-covid-masks/?utm_source=rss&utm_medium=referral&utm_campaign=wp_national
[14] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html
[12] https://thedcpatriot.com/oh-my-doctor-says-many-congressional-members-and-staff-treated-with-ivein-for-covid-19%e2%80%8b/
[11] https://covidnow.moh.gov.my/
[11] https://www.reuters.com/world/india/india-recommends-emergency-use-bharat-biotechs-covid-19-shot-kids-2021-10-12/?taid=616579f20fbc45000169c5eb&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[11] https://brownstone.org/articles/natural-immunity-and-covid-19-twenty-nine-scientific-studies-to-share-with-employers-health-officials-and-politicians/
[11] https://nypost.com/2021/10/10/covid-19-breakthrough-cases-linked-to-smoking-marijuana-study-finds/?utm_medium=SocialFlow&utm_campaign=SocialFlow&utm_source=NYPTwitter

Top URLs in Tweet in G1:
[5] https://timesofindia.indiatimes.com/india/india-exports-covid-19-vaccine-doses-to-myanmar-nepal-bangladesh-iran/articleshow/86909125.cms?from=mdr
[5] https://www.netwerk24.com/netwerk24/nuus/covid-19/regstreeks-covid-19-inentings-steeks-19-miljoen-kerf-oor-20211011
[5] https://blog.hubspot.com/marketing/covid-19-and-customer-service
[5] https://www.poandpo.com/
[4] https://timesofindia.indiatimes.com/india/over-94-crore-covid-19-vaccine-doses-administered-in-india-so-far/articleshow/86910680.cms
[4] https://www.cbc.ca/news/health/covid-19-vaccination-questions-risk-1.6205199?cmp=rss
[4] https://www.researchandmarkets.com/
[3] https://www.instagram.com/accounts/login/
[3] https://www.forbes.com/sites/siladityaray/2021/10/11/new-zealand-mandates-covid-19-vaccines-for-health-workers-teachers-as-it-continues-to-battle-delta-outbreak/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.youtube.com/watch?v=YK4KnteTWYU&feature=youtu.be


Top URLs in Tweet in G2:
[11] https://covidnow.moh.gov.my/
[5] https://www.astroawani.com/berita-malaysia/kes-harian-covid19-menunjukkan-trend-pemulihan-dr-noor-hisham-324822
[4] https://www.bernama.com/bm/am/news.php?id=2012536#.YWQkPn_NZHE.twitter
[3] http://kpjshoppe.com/catalog/covid19-self-test-kit
[2] https://www.instagram.com/accounts/login/
[2] https://covidnow.moh.gov.my
[2] https://www.straitstimes.com/singapore/why-we-need-covid-19-booster-shots-tighter-curbs-lawrence-wong-ong-ye-kung-answer-key
[2] https://wa.link/xg75p6
[1] https://portal.mda.gov.my/.../631-self-test-covid-19-test
[1] https://portal.mda.gov.my/announcement/631-self-test-covid-19-test-kit-for-conditional-approval-approved.html

Top URLs in Tweet in G3:
[14] https://news.sky.com/story/covid-19-surges-of-illness-for-months-and-perhaps-even-years-to-come-who-expert-warns-12431981
[11] https://www.reuters.com/world/india/india-recommends-emergency-use-bharat-biotechs-covid-19-shot-kids-2021-10-12/?taid=616579f20fbc45000169c5eb&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[5] https://www.independent.co.uk/voices/covid-parliamentary-report-lockdown-delay-b1936706.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1634033967
[5] https://www.reuters.com/business/healthcare-pharmaceuticals/aurobindo-pharma-stop-molnupiravir-trial-moderate-covid-19-patients-2021-10-08/?taid=616033f1d5012e00018e1b26&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://news.sky.com/story/covid-19-minister-refuses-to-apologise-for-governments-pandemic-handling-as-report-says-errors-cost-thousands-of-lives-12431837
[4] https://www.itv.com/news/2021-10-12/peston-will-the-government-learn-from-its-grotesque-covid-19-failures
[3] https://www.reuters.com/world/europe/romania-remains-vaccine-sceptical-despite-surge-covid-19-cases-2021-10-11/?taid=61642ac78f36b60001b8b196&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://news.sky.com/story/covid-19-jab-trial-participants-to-be-offered-approved-vaccine-doses-so-they-can-travel-abroad-12429057
[2] https://news.sky.com/story/covid-19-serious-errors-by-ministers-and-scientific-advisers-cost-thousands-of-lives-during-pandemic-says-report-by-mps-12431778
[2] http://shared.upday.com/index.html?streamType=ntk&edition=en&teaserId=a21b5f0e-6abf-4083-b0ae-4293f16a56cc&articleUrl=https://inews-co-uk.cdn.ampproject.org/c/s/inews.co.uk/news/health/covid-19-inquiry-thousands-deaths-avoided-pandemic-mps-report-lockdown-distancing-1243492/amp?utm_source%3Dupday%26utm_medium%3Dreferral

Top URLs in Tweet in G4:
[13] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html
[5] https://rumble.com/vndh8i-covid-19-points-to-ponder-from-a-pathologists-perspective.html
[4] https://www.uspresidentialelectionnews.com/2021/10/southwest-airlines-melts-down-over-covid-19-vaccine-mandate/
[3] https://news.yahoo.com/finland-pauses-moderna-covid-19-073018651.html
[3] https://indianexpress.com/article/north-east-india/tripura/tripura-left-front-convener-bijan-dhar-succumbs-to-covid-19-7566792/
[2] https://www.news-medical.net/news/20210510/Research-suggests-Pfizer-BioNTech-COVID-19-vaccine-reprograms-innate-immune-responses.aspx
[2] https://www.cbsnews.com/news/children-covid-19-vaccination-opinion-poll/
[2] https://timesofindia.indiatimes.com/india/over-94-crore-covid-19-vaccine-doses-administered-in-india-so-far/articleshow/86910680.cms
[2] https://theexpose.uk/2021/10/11/evidence-draconian-lockdowns-and-mass-covid-19-vaccination-has-failed-in-australia/
[2] https://www.amazon.com/COVID-19-Global-Predators-are-Prey/dp/0982456069

Top URLs in Tweet in G5:
[3] https://fusernews.com/venezuela-registra-1-292-nuevos-casos-de-de-covid-19-por-transmision-comunitaria/
[2] http://www.laradiodelsur.com.ve/cuba-ha-vacunado-el-553-de-la-poblacion-contra-la-covid-19/
[1] https://fusernews.com/onu-destaca-impacto-negativo-de-covid-19-en-salud-mental-de-la-poblacion-mundial/
[1] https://www.vtv.gob.ve/?p=423242
[1] https://cutt.ly/gE1ixlN

Top URLs in Tweet in G6:
[9] https://www.francebleu.fr/infos/sante-sciences/covid-19-un-cluster-dans-un-service-du-centre-hospitalier-de-laval-1633626730
[2] https://la1ere.francetvinfo.fr/guadeloupe/covid-19-un-medecin-convoque-par-le-conseil-de-l-ordre-des-medecins-1122646.html
[2] https://www.lefigaro.fr/actualite-france/covid-19-une-employee-d-hopital-attaque-en-justice-sa-suspension-pour-non-vaccination-20211010?utm_medium=Social&utm_campaign=echobox&utm_source=Facebook&origine=VWT16001&fbclid=IwAR1BVzC1ihCxQX1emImYamSpzgbrcI_N0WkZYYqC0h_kJwSoPC5jUKkZDkY#Echobox=1633871912
[2] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-le-vaccin-pfizer-est-desormais-disponible-dans-les-cabinets-et-officines-en-ville_4798769.html
[1] https://www.ctvnews.ca/health/coronavirus/toronto-hospital-network-to-require-organ-transplant-patients-to-be-fully-vaccinated-against-covid-19-1.5617447
[1] https://twitter.com/Le_Figaro/status/1447845232251490305
[1] https://thecovidworld.com/manisha-yadav-healthy-29-year-old-tamil-actress-dies-3-months-after-receiving-the-covid-19-vaccine/
[1] https://www.leprogres.fr/sante/2021/10/07/en-greve-de-la-faim-elle-refuse-desormais-de-quitter-l-hopital
[1] https://twitter.com/le_figaro/status/1447845232251490305
[1] https://www.lefigaro.fr/flash-actu/covid-19-l-afrique-du-sud-planche-sur-le-premier-vaccin-arnm-du-continent-20211012?utm_medium=Social&utm_campaign=echobox&utm_source=Twitter&origine=VWT16001#Echobox=1634031480-1

Top URLs in Tweet in G7:
[2] https://www.texastribune.org/2021/10/11/texas-greg-abbott-covid-19-vaccine-mandate/
[2] https://www.theepochtimes.com/covid-19-the-weaponization-of-fear-and-the-loss-of-freedom_4039686.html
[2] https://rumble.com/vndh8i-covid-19-points-to-ponder-from-a-pathologists-perspective.html
[1] https://twitter.com/judgeclayj/status/1447714588389265408
[1] https://www.theepochtimes.com/texas-governor-issues-executive-order-banning-vaccine-mandates-by-any-entity_4043807.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/amazon-sued-by-warehouse-workers-over-covid-19-screening-pay_4037056.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.wave3.com/2021/10/11/gov-abbott-issues-executive-order-further-banning-vaccine-mandates/?utm_source=twitter&utm_medium=social&utm_campaign=snd&utm_content=wave
[1] https://apnews.com/article/coronavirus-pandemic-science-pandemics-covid-19-pandemic-race-and-ethnicity-72ab35ef81250e5007f5674d7e0af73d
[1] https://www.ctvnews.ca/health/coronavirus/doctors-warn-of-possible-rise-of-debilitating-nervous-system-disorder-in-patients-with-long-covid-19-1.5615322
[1] https://www.judicialwatch.org/corruption-chronicles/dhs-unit-that-averts-wmd-attacks-obligated-9-5-mil-to-test-illegal-aliens-for-covid-19/?utm_source=twitter&utm_medium=social&utm_campaign=corruption_chronicles

Top URLs in Tweet in G8:
[13] https://www.washingtonpost.com/nation/2021/10/12/parents-sue-wisconsin-schools-covid-masks/?utm_source=rss&utm_medium=referral&utm_campaign=wp_national
[2] https://myfox8.com/news/north-carolina/piedmont-triad/winston-salem-council-to-hear-employee-covid-19-vaccination-policy-proposal/?utm_source=t.co&utm_campaign=socialflow&utm_medium=referral
[2] https://myfox8.com/news/north-carolina/rowan-county-deputy-dies-due-to-covid-19/?utm_medium=referral&utm_campaign=socialflow&utm_source=t.co
[1] https://www.sfchronicle.com/health/article/How-COVID-affects-the-brain-Bay-Area-doctors-16520440.php
[1] https://www.bbc.com/news/blogs-trending-57928647.amp
[1] https://www.usatoday.com/story/opinion/2021/10/11/nursing-shortage-unsafe-working-conditions/6033501001/
[1] https://www.usatoday.com/story/opinion/2021/10/11/nursing-shortage-unsafe-working-conditions/6033501001/?https://opinion.usatoday.com
[1] https://www.sun-sentinel.com/opinion/commentary/fl-op-com-schultz-desantis-marines-biden-coronavirus-20211005-shbfrf5ihbc3be7uypzvmcwujq-story.html

Top URLs in Tweet in G9:
[5] https://www.who.int/news/item/11-10-2021-who-s-10-calls-for-climate-action-to-assure-sustained-recovery-from-covid-19
[2] https://www.who.int/publications/m/item/2021-mid-year-report---who-strategic-action-against-covid-19
[2] https://www.texastribune.org/2021/10/11/texas-greg-abbott-covid-19-vaccine-mandate/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social
[2] https://www.vtv.gob.ve/mpps-solicitud-carnet-vacunaciona-covid-19/
[2] http://vicepresidencia.gob.ve/arriban-a-venezuela-mas-de-2-millones-vacunas-contra-la-covid-19-adquiridas-a-traves-del-mecanismo-covax/
[2] https://vacunas.gov/
[2] https://www.vaccines.gov/
[1] https://www.hcdpbc.org/resources/covid-19/covid-19
[1] https://www.texastribune.org/2021/06/07/texas-vaccine-passports-covid-19/
[1] https://bit.ly/2YJeLQc

Top URLs in Tweet in G10:
[1] https://twitter.com/sajidjavid/status/1446170493493579782
[1] https://twitter.com/jneill/status/1447326692163432449
[1] https://www.nhsinform.scot/12to15
[1] https://www.lemonde.fr/planete/article/2021/10/11/covid-19-une-etude-francaise-confirme-l-efficacite-des-vaccins-sur-plus-de-22-millions-de-personnes_6097870_3244.html#xtor=AL-32280270-%5Btwitter%5D-%5Bios%5D
[1] https://twitter.com/drnighatarif/status/1447447726631882754

Top Domains
Top Domains in Tweet in Entire Graph:
[182] twitter.com
[68] bit.ly
[54] reuters.com
[53] trib.al
[53] co.uk
[53] com.br
[48] youtube.com
[47] sky.com
[47] theepochtimes.com
[42] indiatimes.com

Top Domains in Tweet in G1:
[35] twitter.com
[21] com.br
[15] youtube.com
[14] theepochtimes.com
[12] msn.com
[10] cnn.com
[10] gov.uk
[10] indiatimes.com
[10] rt.com
[10] poandpo.com

Top Domains in Tweet in G2:
[15] gov.my
[7] bernama.com
[6] astroawani.com
[3] twitter.com
[3] kpjshoppe.com
[2] instagram.com
[2] straitstimes.com
[2] wa.link
[1] youtube.com
[1] gov.uk

Top Domains in Tweet in G3:
[30] reuters.com
[26] sky.com
[5] co.uk
[4] itv.com
[4] trib.al
[4] wsj.com
[2] upday.com
[2] reut.rs
[1] l-bc.co
[1] ampproject.org

Top Domains in Tweet in G4:
[15] theepochtimes.com
[5] rumble.com
[4] uspresidentialelectionnews.com
[4] twitter.com
[4] theexpose.uk
[3] yahoo.com
[3] indianexpress.com
[3] northjersey.com
[2] nih.gov
[2] news-medical.net

Top Domains in Tweet in G5:
[4] fusernews.com
[2] com.ve
[1] gob.ve
[1] cutt.ly

Top Domains in Tweet in G6:
[9] francebleu.fr
[5] lefigaro.fr
[4] francetvinfo.fr
[3] twitter.com
[1] ctvnews.ca
[1] thecovidworld.com
[1] leprogres.fr
[1] theexpose.uk
[1] skirsch.com
[1] lecourrier-du-soir.com

Top Domains in Tweet in G7:
[6] theepochtimes.com
[2] texastribune.org
[2] judicialwatch.org
[2] rumble.com
[1] twitter.com
[1] wave3.com
[1] apnews.com
[1] ctvnews.ca
[1] cnn.com
[1] cornell.edu

Top Domains in Tweet in G8:
[13] washingtonpost.com
[4] myfox8.com
[2] usatoday.com
[1] sfchronicle.com
[1] bbc.com
[1] sun-sentinel.com

Top Domains in Tweet in G9:
[8] gob.ve
[7] who.int
[5] texastribune.org
[3] cdc.gov
[3] vacunas.gov
[3] vaccines.gov
[2] bit.ly
[1] hcdpbc.org
[1] esnoticiahoy.com
[1] buffalonews.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] nhsinform.scot
[1] lemonde.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[413] covid_19
[365] covid19
[122] covid
[60] coronavirus
[43] passsanitaire
[37] venezuela
[35] fanb
[35] 44480
[30] whatshappeninginmyanmar
[28] flexibilizaciónconsciente



Top Hashtags in Tweet in G1:
[66] covid_19
[56] covid19
[28] coronavirus
[23] covid
[17] whatshappeninginmyanmar
[16] asean_rejectsac
[16] oct12coup
[14] covidvislualizations
[14] coviddata
[14] smcanalytics

Top Hashtags in Tweet in G2:
[20] lindungdirilindungsemua
[20] menangbersama
[11] covid19
[11] keluargamalaysia
[8] jabatanpenerangan
[7] awaninews
[6] awani745
[5] hapuscovid19
[4] komunikasikita
[4] endemik

Top Hashtags in Tweet in G3:
[12] covid19
[6] kayburley
[1] wsjwhatsnow
[1] rto
[1] vaccine
[1] pandemic
[1] covid
[1] office
[1] wfh

Top Hashtags in Tweet in G4:
[5] covid_19
[2] xiamen
[2] corona
[2] covid19
[1] romania
[1] corruption
[1] covid19france
[1] hydroxychloroquine
[1] buzyn
[1] who

Top Hashtags in Tweet in G5:
[21] granmisióntransportevenezuela
[11] covid
[10] venezueladecidiócuidarse
[9] iaim
[9] buenasnoches
[9] buenastardes
[7] laprevensióneslaclave
[7] flexibilizaciónconsciente
[6] juntoscontralapandemia
[6] covid_19

Top Hashtags in Tweet in G6:
[38] covid_19
[36] passsanitaire
[10] vaccin
[7] marseille
[4] afrique
[3] ivermectine
[2] southwest
[1] obligationvaccinale
[1] macronie
[1] paca

Top Hashtags in Tweet in G7:
[9] covid19
[4] texas
[4] amazon
[4] colorado
[3] covid_19
[3] vaccinemandates
[2] smartnews
[1] deltavariant
[1] longcovid
[1] covid

Top Hashtags in Tweet in G9:
[27] covid19
[10] rebeldíaindígena
[10] venezuela
[9] sputnikv
[8] covid_19
[8] esnoticia
[8] covax
[7] climateaction
[6] cop26
[6] dyk

Top Hashtags in Tweet in G10:
[3] wearamask
[2] covid_19
[2] pregnancy
[2] covid
[1] bringbackmasks
[1] gps
[1] doctors
[1] nhs
[1] longcovid
[1] supportingmygp

Top Words
Top Words in Tweet in Entire Graph:
[7105] covid
[6643] 19
[849] vaccine
[571] contra
[512] people
[413] #covid_19
[401] more
[400] pandemic
[365] #covid19
[361] health

Top Words in Tweet in G1:
[1110] covid
[1045] 19
[96] vaccine
[88] 2021
[66] #covid_19
[65] pandemic
[64] contra
[63] 10
[59] health
[56] cases

Top Words in Tweet in G2:
[198] covid
[198] 19
[144] time
[99] telah
[98] kes
[90] yang
[84] khairykj
[75] buat
[72] educate
[72] engage

Top Words in Tweet in G3:
[135] covid
[111] 19
[56] skynews
[34] report
[30] reuters
[25] vaccine
[25] lives
[24] labour
[23] pandemic
[22] 000

Top Words in Tweet in G4:
[139] covid
[138] 19
[101] rwmalonemd
[67] teachers
[67] studies
[47] natural
[47] immunity
[41] health
[34] don
[34] showed

Top Words in Tweet in G5:
[122] 19
[111] covid
[61] nicolasmaduro
[59] prevención
[57] pueblo
[49] jornada
[47] contra
[45] iaim_ve
[43] clave
[42] mensaje

Top Words in Tweet in G6:
[62] f_philippot
[55] covid
[50] ce
[44] par
[42] conseil
[39] absolument
[38] #covid_19
[37] médecin
[37] convoqué
[37] l'ordre

Top Words in Tweet in G7:
[59] covid
[58] 19
[54] vaccine
[54] texas
[50] jail
[48] gregabbott_tx
[39] issued
[39] executive
[39] order
[39] entity

Top Words in Tweet in G8:
[134] covid
[134] 19
[62] lindyli
[54] drug
[47] greg
[47] abbott
[47] vaccine
[38] safe
[38] always
[38] remain

Top Words in Tweet in G9:
[77] 19
[75] covid
[32] contra
[27] #covid19
[21] vaccine
[18] vacunación
[14] killing
[13] more
[13] través
[11] health

Top Words in Tweet in G10:
[116] covid
[88] 19
[68] jujuliagrace
[66] numbers
[60] hundreds
[50] huge
[41] people
[34] expressing
[34] concern
[34] long

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6405] covid,19
[543] 19,vaccine
[461] contra,covid
[199] 19,pandemic
[144] natural,immunity
[144] greg,abbott
[142] vaccine,mandates
[140] against,covid
[112] 19,vaccination
[105] immunity,covid

Top Word Pairs in Tweet in G1:
[1030] covid,19
[66] 19,vaccine
[61] contra,covid
[49] 19,pandemic
[18] against,covid
[17] during,covid
[17] 19,vaccines
[16] mental,health
[16] kachin,state
[16] #whatshappeninginmyanmar,#oct12coup

Top Word Pairs in Tweet in G2:
[196] covid,19
[72] time,educate
[72] educate,engage
[72] engage,time
[72] time,enforce
[72] enforce,law
[72] law,saya
[72] saya,telah
[72] telah,minta
[72] minta,laporan

Top Word Pairs in Tweet in G3:
[104] covid,19
[22] labour,leader
[21] skynews,covid
[16] 19,vaccine
[15] 2012,mine
[15] mine,000
[15] 000,miles
[15] miles,away
[15] away,wuhan
[15] wuhan,mini

Top Word Pairs in Tweet in G4:
[138] covid,19
[47] natural,immunity
[34] immunity,covid
[34] 19,twenty
[34] twenty,nine
[34] nine,scientific
[34] scientific,studies
[34] studies,share
[34] share,employers
[34] employers,health

Top Word Pairs in Tweet in G5:
[111] covid,19
[43] contra,covid
[43] prevención,clave
[42] pueblo,venezolano
[41] luego,finalizada
[41] finalizada,jornada
[41] jornada,simulacro
[41] simulacro,electoral
[41] electoral,envío
[41] envío,acostumbrado

Top Word Pairs in Tweet in G6:
[37] médecin,convoqué
[37] convoqué,par
[37] par,conseil
[37] conseil,l'ordre
[36] l'ordre,parce
[36] parce,qu
[36] qu,traite
[36] traite,covid
[36] covid,ce
[36] ce,genre

Top Word Pairs in Tweet in G7:
[58] covid,19
[39] issued,executive
[39] executive,order
[38] vaccine,mandates
[36] entity,texas
[36] gregabbott_tx,issued
[34] order,prohibiting
[34] prohibiting,vaccine
[34] mandates,entity
[34] texas,added

Top Word Pairs in Tweet in G8:
[107] covid,19
[47] greg,abbott
[47] 19,vaccine
[38] safe,always
[38] always,remain
[38] remain,voluntary
[38] voluntary,never
[38] never,forced
[37] abbott,tonight
[37] tonight,covid

Top Word Pairs in Tweet in G9:
[75] covid,19
[23] contra,covid
[15] 19,vaccine
[9] sputnik,news
[9] news,approve
[9] approve,russia's
[9] russia's,#sputnikv
[9] #sputnikv,covid
[9] vaccine,end
[9] end,year

Top Word Pairs in Tweet in G10:
[82] covid,19
[34] expressing,concern
[34] long,covid
[33] dear,sajid
[33] sajid,javid
[33] javid,expressing
[33] concern,long
[33] covid,numbers
[33] numbers,ignoring
[33] ignoring,huge

Top Replied-To
Top Replied-To in Entire Graph:
@gregabbott_tx
@jessforbiden
@cspanwj
@davidmweissman
@haskologlu
@jpenerangan
@ft
@lopezobrador_
@ub5simon
@juanorlandoh

Top Replied-To in G2:
@jpenerangan
@ismailsabri60
@khairykj

Top Replied-To in G3:
@the_mekon
@b_buff4

Top Replied-To in G4:
@chinadaily
@rwmalonemd
@moyensdebord
@buzzhollandermd
@echinanews
@sonia_elijah

Top Replied-To in G5:
@nicolasmaduro
@patriotavzlan
@mippcivzla
@presidencialven
@luis_bonilla_m

Top Replied-To in G6:
@divizio1
@d_philippot59

Top Replied-To in G7:
@gregabbott_tx
@jamessdavtech
@varndell_robin
@alinouriphd
@southwestair
@raleyclub

Top Replied-To in G9:
@lopezobrador_
@tony_vandongen
@matthancock

Top Replied-To in G10:
@doctor_oxford

Top Mentioned
Top Mentioned in Entire Graph:
@rwmalonemd
@khairykj
@jujuliagrace
@lindyli
@f_philippot
@skynews
@nicolasmaduro
@randpaul
@johnholbein1
@gregabbott_tx

Top Mentioned in G1:
@wizepenguin
@mprnews
@vhstodvdwales
@hospimiltachira
@mbuddma
@manzorro_luisr
@rebuildnh
@ceafasc
@tribun_kaltara
@radiopanama

Top Mentioned in G2:
@khairykj
@dghisham
@kkmputrajaya
@jpenerangan
@jkjavmy
@marchfoward
@japensarawak
@501awani
@annuarmusa
@bernamadotcom

Top Mentioned in G3:
@skynews
@reuters
@newyorker
@wsj
@peterhotez
@jonashworth
@jreinermd
@lbc
@independent
@bethrigby

Top Mentioned in G4:
@rwmalonemd
@isma_is_ismael
@moyensdebord
@yaffaraz
@coronavirusnewv
@andrewbostom
@ie_seven
@globaltimesnews
@idonotconsent6
@echinanews

Top Mentioned in G5:
@nicolasmaduro
@iaim_ve
@habreumrt
@seniat_oficial
@mippcivzla
@apeaelamparo
@fuser_news
@carnetdlapatria
@tonogonzalez18
@germanenriquen2

Top Mentioned in G6:
@f_philippot
@fcouilbault1
@le_figaro
@nicolaspichot6
@wistiti84470505
@vyersin
@gino_2019_ncov
@adv_in21
@complotisss
@sjallamion

Top Mentioned in G7:
@gregabbott_tx
@macfarlanenews
@drericding
@govabbott
@epochtimes
@sjackson52
@judgeclayj
@judicialwatch
@heather_parisi
@unipisa

Top Mentioned in G8:
@lindyli
@imspeaking13
@jilevin
@sfchronicle
@usatodayopinion
@myfox8
@chadloder
@nnubonnie
@suzesoflo

Top Mentioned in G9:
@who
@vtvcanal8
@texastribune
@sputnikvaccine
@cdcgov
@healthcaredist
@unfccc
@drtedros
@mhdksafa
@lopezobrador_

Top Mentioned in G10:
@jujuliagrace
@reicherstephen
@dgurdasani1
@geordie_nurse
@everydoctoruk
@drgregorsmith
@warphobblerkaz
@doctor_oxford
@nhs_lothian
@theda_uk

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@infoitinterno
@animalsholbox
@el_cooperante
@mrdjones
@dolartoday
@americanair
@contrapuntovzla
@ptjasamarga

Top Tweeters in G1:
@infoitinterno
@mrdjones
@dolartoday
@contrapuntovzla
@ptjasamarga
@berkleybearnews
@okezonenews
@afropages
@portaldiarioar
@liputan6dotcom

Top Tweeters in G2:
@akmalarif90
@sinaronline
@q1_3_1q
@501awani
@bernamadotcom
@do_sarang
@thedaffodil__
@ahmnorman
@bernamaradio
@zaahaaaar

Top Tweeters in G3:
@world_news_eng
@independent
@5fec93919a544d3
@scott1984fp
@cotey_mary
@reuters
@carrybeyond
@njdoc
@cultiv8hope
@skynews

Top Tweeters in G4:
@indianexpress
@liszewsk
@starvinlarry
@_24_com
@globaltimesnews
@rambo56089743
@andreasakurada
@chinadaily
@fifi_borgia
@wv_kelley

Top Tweeters in G5:
@laradiodelsur
@patriotacombate
@liliamm_27
@enferguilliani
@mippcivzla
@roilopezrivas
@iaim_ve
@ktira24
@transportegobve
@seniat_oficial

Top Tweeters in G6:
@lagrosta
@le_figaro
@rosyjour
@diabolo741
@pierre_1er
@blogcpolitic
@veritebeaute
@abou_portant07
@marcchastillon
@hervefav

Top Tweeters in G7:
@americanair
@southwestair
@billieo2
@johnnydee62
@drfarmertx
@terri2cat
@mandykilpatric4
@jwhallin
@segmentis
@wave3news

Top Tweeters in G8:
@cagney1991
@jilevin
@pinchandscrimp
@helen504
@themusecompels
@kimhalliburton
@petesrod
@gritslady
@myfox8
@thisisalogin

Top Tweeters in G9:
@vtvcanal8
@arctichamster
@thebuffalonews
@360ebae691fe445
@rubendel77
@araujofredy
@vicevenezuela
@jeremymallin
@texastribune
@xenaclone2

Top Tweeters in G10:
@profsunnysingh
@xraypat
@heather63262308
@davieboy0906
@paolimichele
@rositastef
@chrismaslanka
@jessicahol
@lorelei_174
@austchloe


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