COVID-19, Twitter, 11/25/2021 9:01:10 AM, 266960


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COVID-19_2021-11-25_00-00-01.xlsx
COVID-19_2021-11-25_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3xnGGBW
@soompi
@blackpink
@lia12384
@soyleoluna
@philippinestar
@forbes
@juliuskevincura
@time
@worldmusicaward
@reuters

Top hashtags:
#lisa
#covid_19
#covid19
#blackpink
#rosé
#covid
#jisoo
#jennie
#coronavirus
#castex

Description:
Description
The graph represents a network of 9,681 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 Thursday, 25 November 2021 at 08:24 UTC.

The requested start date was Thursday, 25 November 2021 at 01:01 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, 6-minute period from Monday, 22 November 2021 at 12:11 UTC to Wednesday, 24 November 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 : 9681
Unique Edges : 4886
Edges With Duplicates : 12383
Total Edges : 17269
Number of Edge Types : 5
Retweet : 5629
MentionsInRetweet : 6522
Tweet : 3177
Mentions : 1539
Replies to : 402
Self-Loops : 3222
Reciprocated Vertex Pair Ratio : 0.00573065902578797
Reciprocated Edge Ratio : 0.0113960113960114
Connected Components : 2854
Single-Vertex Connected Components : 1006
Maximum Vertices in a Connected Component : 1422
Maximum Edges in a Connected Component : 3804
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.414573
Graph Density : 8.61468446757344E-05
Modularity : 0.528832
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,681 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 Thursday, 25 November 2021 at 08:24 UTC.

The requested start date was Thursday, 25 November 2021 at 01:01 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, 6-minute period from Monday, 22 November 2021 at 12:11 UTC to Wednesday, 24 November 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:
[315] https://www.soompi.com/article/1500316wpp/blackpinks-lisa-diagnosed-with-covid-19-other-members-awaiting-results
[51] http://www.topstarnews.net/news/articleView.html?idxno=14652249
[39] https://entertain.v.daum.net/v/20211124185508966
[30] https://www.reuters.com/business/healthcare-pharmaceuticals/dutch-covid-19-patients-transferred-germany-hospitals-struggle-2021-11-23/?taid=619cda1b2200080001560f2f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[29] https://www.valeursactuelles.com/politique/castex-positif-au-covid-19-clement-beaune-supprime-une-photo-ou-il-apparait-sans-masque/
[27] https://www.allkpop.com/article/2021/11/blackpinks-lisa-tests-positive-for-covid-19-members-awaiting-results
[18] https://www.zerohedge.com/covid-19/australian-army-begins-transferring-covid-positive-cases-contacts-quarantine-camps
[16] https://www.koreaboo.com/news/blackpink-lisa-tests-positive-covid-19/
[15] https://www.wsj.com/articles/u-s-covid-19-deaths-in-2021-surpass-2020-11637426356
[15] https://docs.google.com/forms/d/e/1FAIpQLSdP9EsfLv7aoLOOW1bMisg9C6cfNA6zhmxs60EYOPELQTfDmg/viewform?usp=send_form

Top URLs in Tweet in G1:
[7] https://www.cnn.com/2021/11/22/europe/romania-covid-19-vaccine-skepticism-intl-cmd/index.html
[5] https://news.google.com/__i/rss/rd/articles/CBMicmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL3dvcmxkL2luZGlhL2luZGlhLWxvZ3Mtc2xpbW1lc3QtcmlzZS1jb3ZpZC0xOS1jYXNlcy01NDMtZGF5cy1kZXNwaXRlLWZlc3RpdmFscy0yMDIxLTExLTIzL9IBAA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[4] https://www.americatv.com.pe/noticias/actualidad/defensoria-pueblo-piden-actualizar-protocolo-sobre-cadaveres-covid-19-n448655
[3] https://dailyexpose.uk/2021/11/22/mayo-clinic-trained-doctor-says-covid-19-vaccines-suppress-the-immune-system-making-people-more-prone-to-hiv-shingles-and-herpes/
[3] https://www.businessinsider.com/fauci-thanksgiving-covid-mask-family-fully-vaccinated-2021-11?utm_source=dlvr.it&utm_medium=twitter
[3] https://news.sky.com/story/covid-19-take-a-lateral-flow-test-before-you-visit-busy-places-this-christmas-says-government-12476176
[3] https://www.reuters.com/business/healthcare-pharmaceuticals/us-raises-covid-19-travel-warning-germany-denmark-2021-11-22/
[3] https://www.instagram.com/accounts/login/
[3] https://www.nhs.uk/conditions/vaccinations/flu-influenza-vaccine/
[3] https://www.wired.com/story/lockdown-austria-covid-19/

Top URLs in Tweet in G2:
[51] http://www.topstarnews.net/news/articleView.html?idxno=14652249
[33] https://www.soompi.com/article/1500316wpp/blackpinks-lisa-diagnosed-with-covid-19-other-members-awaiting-results
[32] https://entertain.v.daum.net/v/20211124185508966
[16] https://www.koreaboo.com/news/blackpink-lisa-tests-positive-covid-19/
[5] https://n.news.naver.com/entertain/article/408/0000139424
[3] http://www.topstarnews.net/news/articleView.html?idxno=14652249#_ace
[2] https://www.allkpop.com/article/2021/11/blackpinks-lisa-tests-positive-for-covid-19-members-awaiting-results
[1] https://link.naver.com/bridge?url=http%3A%2F%2Fwww.viva100.com%2Fmain%2Fview.php%3Fkey%3D20211124010007197&dst=naversearchapp%3A%2F%2Finappbrowser%3Furl%3Dhttp%253A%252F%252Fwww.viva100.com%252Fmain%252Fview.php%253Fkey%253D20211124010007197%26version%3D10%26sourceReferer%3Dshare
[1] https://n.news.naver.com/entertain/now/article/108/0003007370
[1] https://m.star.mt.co.kr/view.html?no=2021112417594333070&pDepth=news&pDepth1=music&pDepth2=music

Top URLs in Tweet in G3:
[267] https://www.soompi.com/article/1500316wpp/blackpinks-lisa-diagnosed-with-covid-19-other-members-awaiting-results
[3] https://www.cnnindonesia.com/hiburan/20211124175120-234-725607/lisa-blackpink-positif-covid-19?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[3] https://www.cnnindonesia.com/gaya-hidup/20211122180037-255-724574/lupa-kata-kata-efek-samping-covid-19-pada-otak?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[1] https://www.kompas.tv/article/235248/lisa-blackpink-positif-covid-19-yg-entertainment-ungkap-kondisi-jennie-rose-dan-jisoo
[1] https://entertain.v.daum.net/v/20211124185508966

Top URLs in Tweet in G4:
[27] https://www.reuters.com/business/healthcare-pharmaceuticals/dutch-covid-19-patients-transferred-germany-hospitals-struggle-2021-11-23/?taid=619cda1b2200080001560f2f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[8] https://time.com/6116324/mixing-booster-shots-covid-19/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=health_covid-19&linkId=139815661
[4] https://www.worldometers.info/coronavirus/
[4] https://www.worldometers.info/
[4] https://www.reuters.com/business/healthcare-pharmaceuticals/south-korea-reports-daily-record-4116-new-covid-19-infections-2021-11-24/?taid=619dd5032200080001563cce&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://www.nytimes.com/2021/11/19/health/covid-boosters-cdc.html
[3] https://www.reuters.com/business/disney-world-puts-covid-19-vaccination-mandate-policy-hold-local-tv-2021-11-21/?taid=619b74b7220008000155de84&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.who.int/news/item/23-11-2021-who-issues-guidelines-on-the-treatment-of-children-with-multisystem-inflammatory-syndrome-associated-with-covid-19
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/hungary-reports-record-daily-covid-19-cases-2021-11-24/?taid=619e155a838dea0001e0f9af&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/markets/asia/activists-urge-biden-push-intellectual-property-waiver-covid-19-vaccines-2021-11-22/?taid=619b7bbfc29503000199e212&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G5:
[5] https://www.lci.fr/sante/en-direct-coronavirus-covid-19-5e-vague-la-nouvelle-zelande-renonce-aux-confinements-et-a-la-strategie-zero-covid-2196156.html?utm_medium=Social&utm_source=Twitter&Echobox=1637565648#xtor=CS5-113
[4] https://ansm.sante.fr/dossiers-thematiques/covid-19-suivi-hebdomadaire-des-cas-deffets-indesirables-des-vaccins
[3] https://www.francesoir.fr/opinions-tribunes/le-tir-balles-reelles-une-nouvelle-therapie-prometteuse-covid
[3] https://www.lci.fr/politique/covid-19-vaccination-guadeloupe-emmanuel-macron-juge-la-situation-explosive-et-appelle-a-ne-rien-ceder-aux-mensonges-2202588.html?utm_medium=Social&utm_source=Twitter&Echobox=1637583019#xtor=CS5-113
[3] https://www.wsj.com/articles/u-s-covid-19-deaths-in-2021-surpass-2020-11637426356?mod=hp_lead_pos1
[2] https://www.helloasso.com/associations/association-victimes-coronavirus-covid-19-france/collectes/aidez-nous-a-mettre-en-lumiere-des-effets-secondaires-des-vaccins-covid19
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2821%2902243-1%2Ffulltext&rc=0
[2] https://www.francetvinfo.fr/sante/maladie/coronavirus/cinquieme-vague-de-covid-19-pourquoi-l-epidemie-reprend-elle-de-maniere-fulgurante-en-france_4855743.html
[2] https://www.lci.fr/societe/covid-19-ou-en-sont-les-600-000-tests-salivaires-promis-dans-les-ecoles-par-jean-michel-blanquer-2202736.html?utm_medium=Social&utm_source=Twitter&Echobox=1637694466#xtor=CS5-113
[2] https://www.lci.fr/politique/covid-19-michel-barnier-marine-le-pen-et-jean-luc-melenchon-appellent-a-retablir-la-gratuite-le-remboursement-des-tests-contre-le-coronavirus-antigeniques-et-pcr-2202699.html?utm_medium=Social&utm_source=Twitter&Echobox=1637694543#xtor=CS5-113

Top URLs in Tweet in G6:
[8] https://thehill.com/policy/healthcare/582380-fauci-says-babies-and-toddlers-could-be-eligible-for-covid-19-vaccine-by
[4] https://petition.parliament.uk/petitions/599841?s=09
[3] https://www.latercera.com/la-tercera-pm/noticia/matias-goyenechea-encargado-de-salud-del-comando-de-boric-nuestra-estrategia-es-la-eliminacion-del-covid-19-y-reactivar-la-red-asistencial/HH5XWHLBOFASXOBGJ3WHUJULGI/
[3] https://justthenews.com/nation/states/educators-leave-or-fired-not-complying-vaccine-mandate-regular-covid-19-tests-speak
[2] https://www.nejm.org/doi/full/10.1056/NEJMoa2110737?cookieSet=1
[2] https://www.clinicaltrialsarena.com/special-focus/covid-19/cbd-covid-19-cardiol-trial/
[1] https://www.skynews.com.au/australia-news/politics/south-australian-premier-praises-vaccine-rollout-says-there-is-no-need-to-coerce-citizens-to-get-jabbed/news-story/b88f012189dfa07cd56c1b6dfcfcd7b2
[1] https://www.zerohedge.com/covid-19/australian-army-begins-transferring-covid-positive-cases-contacts-quarantine-camps
[1] https://www.theguardian.com/world/2021/nov/19/austria-plans-compulsory-covid-vaccination-for-all
[1] https://www.wtkr.com/investigations/norfolk-doctor-leading-charge-for-controversial-covid-19-treatment-faces-off-against-sentara-in-court

Top URLs in Tweet in G7:
[5] https://theeastcountygazette.com/lancet-covid-study-reveals-77-8-effectiveness-in-indias-covaxin-against-covid-19/?amp=1
[3] https://www.ctvnews.ca/health/coronavirus/first-canadian-kids-under-12-get-vaccinated-against-covid-19-1.5678502?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=619e2ccb9a8dbd00010405cd&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.ctvnews.ca/health/coronavirus/vaccine-hunters-canada-are-back-to-help-with-covid-19-vaccine-rollout-for-kids-1.5676178?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=619bd023220008000155e868&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.fda.gov/consumers/consumer-updates/why-you-should-not-use-ivermectin-treat-or-prevent-covid-19
[2] https://theeastcountygazette.com/lancet-covid-study-reveals-77-8-effectiveness-in-indias-covaxin-against-covid-19/
[1] https://es.rt.com/8tgg
[1] https://www.news24.com/health24/Medical/Infectious-diseases/Coronavirus/experts-explain-why-so-many-young-adults-in-sa-dont-want-covid-19-vaccine-20211123
[1] https://www.politico.com/news/2021/11/23/coronavirus-vaccine-global-pandemic-523218
[1] https://www.thequint.com/coronavirus/united-kingdom-to-recognise-covaxin-no-quarantine-for-travellers
[1] https://trib.al/W487TwS

Top URLs in Tweet in G8:
[8] https://www.astroawani.com/berita-malaysia/covid19-malaysia-dijangka-berdepan-gelombang-keempat-susulan-prn-melaka-kerajaan-bersiap-sedia-332443
[3] https://www.kosmo.com.my/2021/11/24/ketepikan-fahaman-politik-jadi-agenda-lawan-covid-19/
[2] https://www.astroawani.com/berita-malaysia/covid19-the-datai-langkawi-ditutup-sementara-16-kakitangan-dikesan-positif-332291
[2] https://www.astroawani.com/berita-malaysia/malas-berus-gigi-boleh-sebabkan-pesakit-covid19-mengalami-gejala-lebih-teruk-332421
[2] https://codeblue.galencentre.org/2021/11/22/khairy-endemic-covid-19-far-away-social-curbs-may-return/
[1] https://covidnow.moh.gov.my
[1] http://19.moh.gov.my/vaksin-covid-19
[1] https://protecthealth.com.my/
[1] https://twitter.com/dghisham/status/1463467081060417538
[1] https://berita.rtm.gov.my/index.php/covid19/31122-tahap-penularan-covid-19-ketika-fasa-endemik-bakal-ditentukan-nilai-ambang-dan-kapasiti-respon

Top URLs in Tweet in G9:
[6] https://francais.rt.com/international/92920-covid-19-medecin-belge-soupconne-valide-2000-fausses-vaccinations
[4] https://www.sciencedirect.com/science/article/pii/S2666776221002581?via%3Dihub
[3] https://francais.rt.com/international/92911-covid-19-slovaquie-confine-personnes-non-vaccinees-proteger
[2] https://www.francetvinfo.fr/sante/maladie/coronavirus/covid-19-guadeloupe-pays-bas-autriche-les-manifestations-contre-les-restrictions-sanitaires-s-intensifient_4853273.html
[2] https://francais.rt.com/france/92918-covid-19-marine-pen-veut-lever-restrictions-pas-sens
[1] https://www.wsj.com/articles/u-s-covid-19-deaths-in-2021-surpass-2020-11637426356?mod=hp_lead_pos1
[1] https://c19early.com/
[1] https://www.sciencedirect.com/science/article/pii/S1052305721006388
[1] https://www.lefigaro.fr/jean-castex-teste-positif-au-covid-19-20211122
[1] https://cv19.fr/wp-content/uploads/2021/11/La-fraude-du-Covid-19-et-la-guerre-contre-lhumanite7-1.pdf

Top URLs in Tweet in G10:
[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F104866288061864%2Fposts%2F368152645066559%2F%3Fd%3Dn

Top Domains
Top Domains in Tweet in Entire Graph:
[318] soompi.com
[207] twitter.com
[69] reuters.com
[57] com.br
[54] topstarnews.net
[54] bit.ly
[44] youtube.com
[42] google.com
[39] daum.net
[38] co.uk

Top Domains in Tweet in G1:
[47] twitter.com
[26] com.br
[14] cnn.com
[12] marketresearchfuture.com
[11] co.uk
[10] nhs.uk
[9] com.ar
[8] blogspot.com
[8] reuters.com
[8] google.com

Top Domains in Tweet in G2:
[54] topstarnews.net
[33] soompi.com
[32] daum.net
[16] koreaboo.com
[7] naver.com
[2] allkpop.com
[1] co.kr
[1] bollywoodhungama.com

Top Domains in Tweet in G3:
[267] soompi.com
[6] cnnindonesia.com
[1] kompas.tv
[1] daum.net

Top Domains in Tweet in G4:
[40] reuters.com
[10] time.com
[8] worldometers.info
[7] reut.rs
[4] nytimes.com
[3] twitter.com
[3] india.com
[2] who.int
[2] wapo.st
[2] trt.world

Top Domains in Tweet in G5:
[13] lci.fr
[6] francetvinfo.fr
[4] sante.fr
[3] francesoir.fr
[3] twitter.com
[3] wsj.com
[2] helloasso.com
[2] elsevierhealth.com
[2] lnkd.in
[2] liberation.fr

Top Domains in Tweet in G6:
[8] thehill.com
[4] parliament.uk
[3] latercera.com
[3] justthenews.com
[2] twitter.com
[2] dailysceptic.org
[2] nejm.org
[2] clinicaltrialsarena.com
[1] com.au
[1] zerohedge.com

Top Domains in Tweet in G7:
[7] theeastcountygazette.com
[5] ctvnews.ca
[4] twitter.com
[3] fda.gov
[2] news24.com
[2] politico.com
[1] rt.com
[1] thequint.com
[1] trib.al
[1] abcn.ws

Top Domains in Tweet in G8:
[12] astroawani.com
[4] com.my
[3] gov.my
[3] twitter.com
[2] galencentre.org
[1] facebook.com
[1] bernama.com

Top Domains in Tweet in G9:
[11] rt.com
[5] sciencedirect.com
[2] wsj.com
[2] francetvinfo.fr
[1] c19early.com
[1] lefigaro.fr
[1] cv19.fr
[1] mirastnews.net
[1] defimedia.info
[1] twitter.com

Top Domains in Tweet in G10:
[4] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[610] lisa
[382] covid_19
[350] covid19
[215] blackpink
[137] rosé
[122] covid
[119] jisoo
[118] jennie
[56] coronavirus
[43] castex



Top Hashtags in Tweet in G1:
[98] covid_19
[59] covid19
[35] covid
[21] coronavirus
[20] news
[14] health
[11] corona
[10] market
[10] jokowi
[10] polriamankannegeri

Top Hashtags in Tweet in G2:
[570] lisa
[182] blackpink
[123] rosé
[109] jisoo
[107] jennie
[22] getwellsoonlisa
[7] 블랙핑크
[5] 로제
[4] 리사
[2] loveyoulisa

Top Hashtags in Tweet in G3:
[13] lisa
[8] blackpink
[7] rosé
[6] jennie
[6] jisoo
[4] getwellsoonlisa
[1] kompastventertainment

Top Hashtags in Tweet in G4:
[37] covid19
[6] ctap
[5] covid
[2] covaxin
[2] spain
[1] pressrelease
[1] publichealth
[1] diagnostictest
[1] vacunasparaelmundo
[1] costarica

Top Hashtags in Tweet in G5:
[9] castex
[9] covid19
[5] passsanitaire
[5] macron
[3] covid_19
[3] guadeloupe
[2] coronavirus
[2] news
[1] ccauetsurnrj
[1] covid

Top Hashtags in Tweet in G6:
[1] coronavirus
[1] myocarditis
[1] vaccinatieschade

Top Hashtags in Tweet in G7:
[18] covaxin
[3] covax
[3] faq
[3] covid19
[2] nomore
[2] pandemic
[2] covid
[2] covaxinapproval
[1] treatlongcovid
[1] museveni

Top Hashtags in Tweet in G8:
[11] lindungdirilindungsemua
[10] menangbersama
[9] covid19malaysia
[7] kitajagakita
[7] keluargamalaysia
[6] triis
[5] kitamestimenang
[5] awaninews
[5] awani745
[4] kualalumpur

Top Hashtags in Tweet in G9:
[9] covid19
[7] castex
[7] passsanitaire
[3] macron
[3] covid_19
[3] slovaquie
[2] enmarcheoucreve
[2] mauritius
[2] blackout
[1] giletsjaunes

Top Hashtags in Tweet in G10:
[10] กองพลที่1รักษาพระองค์
[6] covid19
[5] โควิด19
[4] กองพลทหารราบที่11
[4] สถานการณ์โควิด19
[4] กองทัพภาคที่4
[3] หน่วยเฉพาะกิจกรมทหารพรานที่
[2] universalprevention
[2] covid
[1] rta

Top Words
Top Words in Tweet in Entire Graph:
[7337] covid
[6918] 19
[837] positive
[763] lisa
[654] members
[617] vaccine
[610] #lisa
[565] yg
[546] blackpink
[501] tested

Top Words in Tweet in G1:
[965] covid
[927] 19
[98] #covid_19
[64] vaccine
[62] 2021
[62] more
[59] #covid19
[50] 11
[47] cases
[46] contra

Top Words in Tweet in G2:
[798] covid
[797] 19
[614] positive
[570] #lisa
[472] yg
[462] blackpink
[429] tested
[391] entertainment
[338] lisa
[316] members

Top Words in Tweet in G3:
[296] covid
[296] 19
[281] lisa
[270] members
[267] blackpink's
[267] diagnosed
[267] awaiting
[267] results
[266] soompi
[16] yg

Top Words in Tweet in G4:
[128] covid
[121] 19
[54] reuters
[42] germany
[37] #covid19
[29] dutch
[27] first
[27] patients
[27] transferred
[27] hospitals

Top Words in Tweet in G5:
[146] covid
[129] 19
[55] été
[48] sarah41659531
[46] ça
[36] par
[31] contre
[30] jeancastex
[30] vacciné
[28] contaminé

Top Words in Tweet in G6:
[93] covid
[66] 19
[34] zubymusic
[33] rwmalonemd
[33] people
[28] something
[27] think
[23] called
[21] mandates
[21] makes

Top Words in Tweet in G7:
[82] covid
[78] 19
[36] vaccine
[18] #covaxin
[18] japan
[17] still
[16] more
[15] months
[15] united
[15] world

Top Words in Tweet in G8:
[156] covid
[156] 19
[71] dan
[54] kes
[42] dghisham
[40] daripada
[32] penggalak
[29] pemberian
[29] vaksin
[27] ringkasan

Top Words in Tweet in G9:
[72] covid
[44] 19
[37] vaccin
[22] plus
[21] medic4allhuman
[20] malgré
[20] doses
[19] personnes
[19] sont
[19] 2021

Top Words in Tweet in G10:
[83] น
[62] จ
[54] พ
[51] นท
[50] ร
[40] 19
[39] วยเหล
[35] covid
[31] อ
[29] ลงพ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6719] covid,19
[679] positive,covid
[443] tested,positive
[437] yg,entertainment
[386] 19,vaccine
[372] blackpink's,lisa
[364] 19,members
[339] awaiting,results
[332] members,awaiting
[323] diagnosed,covid

Top Word Pairs in Tweet in G1:
[897] covid,19
[41] 19,vaccine
[33] contra,covid
[27] 19,cases
[22] 19,pandemic
[20] against,covid
[18] casos,covid
[17] more,covid
[16] kasus,covid
[16] #covid,19

Top Word Pairs in Tweet in G2:
[797] covid,19
[554] positive,covid
[394] tested,positive
[391] yg,entertainment
[192] members,classified
[170] lisa,tested
[165] entertainment,confirmed
[161] confirmed,#lisa
[153] three,blackpink
[153] blackpink,members

Top Word Pairs in Tweet in G3:
[296] covid,19
[268] 19,members
[267] blackpink's,lisa
[267] lisa,diagnosed
[267] diagnosed,covid
[267] members,awaiting
[267] awaiting,results
[266] soompi,blackpink's
[12] positive,covid
[10] yg,entertainment

Top Word Pairs in Tweet in G4:
[119] covid,19
[27] dutch,covid
[27] 19,patients
[27] patients,transferred
[27] transferred,germany
[27] germany,hospitals
[27] hospitals,struggle
[27] reuters,dutch
[19] updated,guidelines
[15] 19,vaccines

Top Word Pairs in Tweet in G5:
[127] covid,19
[32] par,covid
[31] contre,covid
[27] jeancastex,été
[26] 19,alors
[25] été,contaminé
[25] contaminé,par
[25] alors,qu'il
[25] qu'il,disait
[25] disait,été

Top Word Pairs in Tweet in G6:
[66] covid,19
[20] 19,serious
[20] serious,makes
[20] makes,perfect
[20] perfect,authoritarian
[20] authoritarian,excuse
[20] excuse,mandates
[20] mandates,controlling
[20] controlling,pandemic
[20] 'covid,19'

Top Word Pairs in Tweet in G7:
[69] covid,19
[26] 19,vaccine
[12] united,states
[9] médicos,rusos
[9] rusos,invitan
[9] invitan,famosos
[9] famosos,antivacunas
[9] antivacunas,visitar
[9] visitar,'zonas
[9] 'zonas,rojas'

Top Word Pairs in Tweet in G8:
[156] covid,19
[29] pemberian,penggalak
[29] penggalak,vaksin
[29] vaksin,covid
[27] ringkasan,pemberian
[27] 19,secara
[27] secara,homologus
[27] homologus,dan
[27] dan,heterologous
[27] heterologous,syor

Top Word Pairs in Tweet in G9:
[43] covid,19
[20] doses,vaccin
[16] plus,personnes
[16] personnes,sont
[16] sont,mortes
[16] mortes,covid
[16] covid,aux
[16] aux,etats
[16] etats,unis
[16] unis,vaccin

Top Word Pairs in Tweet in G10:
[33] covid,19
[29] ลงพ,นท
[21] พ,น
[18] ช,วยเหล
[16] ร,บซ
[15] พ,ย
[15] ทหารพร,อมช
[15] อมช,วยเหล
[15] วยเหล,อ
[15] อ,และเค

Top Replied-To
Top Replied-To in Entire Graph:
@time
@sonusood
@caudehenrion
@mariannezw
@covid_19_ger
@melondeh2o
@seymatolunay
@titans_ventures
@radswan1
@geronimuslll

Top Replied-To in G1:
@bifuriosa

Top Replied-To in G3:
@kompastv

Top Replied-To in G4:
@time
@jairbolsonaro
@magdaleao7
@taoquei1
@drtedros
@costnerevan

Top Replied-To in G5:
@geronimuslll
@bernardfrdriqu5
@raslebo75750522
@poulin2012
@libe
@sebnordiste

Top Replied-To in G6:
@zubymusic
@maxdelvallee
@craigkellymp
@shayshaylc
@rwmalonemd

Top Replied-To in G7:
@potus
@b1llyth2k3d
@us_fda
@pierrekory

Top Replied-To in G8:
@lutfi_rahman99

Top Replied-To in G9:
@mediavenir
@mariannelemag
@emmanuelmacron

Top Mentioned
Top Mentioned in Entire Graph:
@blackpink
@soompi
@blackpinkglobal
@mikeadamonair
@worldmusicaward
@popcrave
@reuters
@teamlisaph
@sarah41659531
@kpop_herald

Top Mentioned in G1:
@albertsolo2
@excaliburtarsae
@hiremaidea
@galleticamaria
@pulvinogiovanni
@cxolloscmszd17s
@emi_fr_
@_2777489098552
@covid19_medical
@clarekuehn

Top Mentioned in G2:
@blackpink
@blackpinkglobal
@mikeadamonair
@worldmusicaward
@popcrave
@teamlisaph
@kpop_herald
@theseoulstory
@soompi
@globaljisoo

Top Mentioned in G3:
@soompi
@worldmusicaward
@cnnindonesia
@longakitzea
@kompastv
@theseoulstory
@teamlisaph
@popcrave
@myofficialblink
@blackpinkglobal

Top Mentioned in G4:
@reuters
@who
@medspatentpool
@oneunderscore__
@forecasterenten
@csic
@time
@ap
@drtedros
@conservadora191

Top Mentioned in G5:
@sarah41659531
@jeancastex
@jlesgards
@assocovid
@banounhelene
@yvespdb
@lci
@drddupuy
@googlenews
@e_dupondm

Top Mentioned in G6:
@rwmalonemd
@zubymusic
@bretweinstein
@toadmeister
@tonyhinton2016
@kylenabecker
@skynewsaust
@eduardowmusic
@bernardsudan
@delbigtree

Top Mentioned in G7:
@potus
@actualidadrt
@statedept
@planetearth_hd
@vaccinewatch
@abc
@politico
@vp
@whitehouse
@ocugen

Top Mentioned in G8:
@dghisham
@lagacawan
@japenwpkl
@khairykj
@jpenerangan
@501awani
@redzuannewsmpb
@kkmputrajaya
@mknjpm
@ismailsabri60

Top Mentioned in G9:
@medic4allhuman
@krieger66362259
@naphtalinelebon
@rtenfrancais
@nc_vert
@philippeherlin
@emmanuelmacron
@felicittina
@philippemurer
@laufra2330

Top Mentioned in G10:
@1ascomp
@1st_army_area
@ltznxogx9e27nng
@engr_dept_th
@3_infantry_div
@blackarmy46
@armyspoke_news
@ddc_riskcom
@thaimoph
@rtarf_pr

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@tomthunkitsmind
@americanair
@thirdbrainfx
@rashidaldosari
@ptjasamarga
@kompascom
@detikcom

Top Tweeters in G1:
@thirdbrainfx
@ptjasamarga
@kompascom
@berkleybearnews
@republikaonline
@afropages
@andyvermaut
@elpoliticonews
@poandpo
@diariocontraste

Top Tweeters in G2:
@smileelf13
@soymelovip
@mu790970usman
@lalalalisa_327
@cyberred97
@nohmmmmm
@irecabello97
@wannakant
@g_gimpowoo127
@hieze_xx

Top Tweeters in G3:
@kctt_sh
@cnnindonesia
@kompastv
@maria01240860
@wacoog_2
@filmflintblink
@ryolandafit
@taaeiiz
@annancty
@aisyejiwon

Top Tweeters in G4:
@rashidaldosari
@world_news_eng
@viralvideovlogs
@ndtv
@marisolsolari1
@reuters
@dna
@itprofess_actor
@nakesha_horsey
@njmike731

Top Tweeters in G5:
@yvespdb
@evelyneyant94
@sarah41659531
@poussantg
@libe
@julien0686
@minerve20395602
@delaruejc
@bsergioa2
@sdautriche95

Top Tweeters in G6:
@scotlandrobbed
@gsawision
@skynewsaust
@nath67lic
@whiz6059
@5mutmeg
@fleoni757
@taylorjm61
@zubymusic
@ljohnarnold100

Top Tweeters in G7:
@madfall1213
@backstorymom1
@actualidadrt
@coronaupdatebot
@troubleddays
@pauldramone
@shirleydebalsi
@estuardinho10
@thequint
@news24

Top Tweeters in G8:
@501awani
@bernamadotcom
@wolveriffverine
@watiesam_
@rtm_malaysia
@dyradyre
@faiz_rukia
@yatmoharany
@yaye_zaini
@kosmo_online

Top Tweeters in G9:
@costeslioneler
@nouveaux_poppys
@porcinettelouis
@dufailly1
@van83720
@rtenfrancais
@obsevydial
@francoisechard
@monique_barret
@murielknezek

Top Tweeters in G10:
@hupzdnm9qwxewuq
@zdo6ldjqeuus533
@e213994023
@1st_army_area
@ddc_riskcom
@ssb_two_one
@m4y8dw7yqc02qkh
@problemsninety
@problemforty
@mongkol53307105


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