NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

COVID-19_2021-09-04_00-00-01.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
NodeXLExcelAutomator
Uploaded on:
September 04, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/2WRFcSI
@drsimonegold
@corona_ssyt
@cnn
@zerohedge
@hermitcrap21
@anitasharma
@joerogan
@sharkin312
@thomasholleran
@maddowblog

Top hashtags:
#covid19
#covid_19
#covid
#enhypen
#cuba
#엔하이픈
#covidcausesinflation
#coronavirus

Description:
Description
The graph represents a network of 10,590 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 Saturday, 04 September 2021 at 07:25 UTC.

The requested start date was Saturday, 04 September 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 2-day, 0-hour, 3-minute period from Wednesday, 01 September 2021 at 12:14 UTC to Friday, 03 September 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 : 10590
Unique Edges : 5602
Edges With Duplicates : 12067
Total Edges : 17669
Number of Edge Types : 5
Retweet : 5495
MentionsInRetweet : 6392
Replies to : 450
Tweet : 3407
Mentions : 1925
Self-Loops : 3441
Reciprocated Vertex Pair Ratio : 0.00542260992573382
Reciprocated Edge Ratio : 0.0107867276351272
Connected Components : 3150
Single-Vertex Connected Components : 1074
Maximum Vertices in a Connected Component : 1888
Maximum Edges in a Connected Component : 4052
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 11.149761
Graph Density : 7.60584036510174E-05
Modularity : 0.554551
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 10,590 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 Saturday, 04 September 2021 at 07:25 UTC.

The requested start date was Saturday, 04 September 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 2-day, 0-hour, 3-minute period from Wednesday, 01 September 2021 at 12:14 UTC to Friday, 03 September 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:
[48] https://www.soompi.com/article/1486831wpp/5-enhypen-members-test-positive-for-covid-19
[42] https://www.allkpop.com/article/2021/09/enhypens-heeseung-jay-jake-jungwon-sunghoon-test-positive-for-covid-19
[22] https://www.dailymail.co.uk/health/article-9952555/CDC-study-estimates-80-Americans-protected-COVID-19.html
[14] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-nishiura-20210831-2
[14] https://actualidad.rt.com/actualidad/402507-muere-covid-19-exagente-cia
[13] https://www.publicsenat.fr/article/parlementaire/vaccination-obligatoire-contre-le-covid-19-les-senateurs-ps-deposent-une
[13] https://www.poandpo.com/
[12] https://www.zerohedge.com/markets/ohio-judge-orders-hospital-treat-ventilated-covid-19-patient-ivermectin
[11] https://www.financialexpress.com/lifestyle/health/daily-covid-19-vaccinations-cross-1-crore-mark-for-second-time-in-5-days/2321353/
[10] https://www.koreaboo.com/news/5-enhypen-members-test-positive-covid-19/

Top URLs in Tweet in G1:
[13] https://www.poandpo.com/
[4] https://www.instagram.com/accounts/login/
[4] https://www.entrepreneur.com/article/379496?utm_source=dlvr.it&utm_medium=twitter
[3] https://globalnews.ca/news/8157865/ontario-covid-vaccine-passports-announcement-doug-ford/?utm_source=%40GlobalEdmonton&utm_medium=Twitter
[3] https://www.bhf.org.uk/what-we-do/news-from-the-bhf/news-archive/2021/august/covid-19-spike-protein-binds-to-and-changes-cells-in-the-heart
[3] https://www.forbes.com/sites/brucelee/2021/09/01/fake-covid-19-vaccine-card-said-maderna-instead-of-moderna-leads-to-arrest-in-hawaii/
[3] https://www.financialexpress.com/lifestyle/health/daily-covid-19-vaccinations-cross-1-crore-mark-for-second-time-in-5-days/2321353/
[3] https://www.latimes.com/podcasts/story/2021-09-01/the-times-podcast-colombia-covid-19-strikes-paro?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.diariocontraste.com/2021/08/investigadores-de-ee-uu-descubren-origen-del-sindrome-inflamatorio-asociado-al-covid-19-en-ninos/
[3] https://www.qzzr.com/c/quiz/486047/how-well-do-you-know-covid-19-pandemic-terms

Top URLs in Tweet in G2:
[48] https://www.soompi.com/article/1486831wpp/5-enhypen-members-test-positive-for-covid-19
[41] https://www.allkpop.com/article/2021/09/enhypens-heeseung-jay-jake-jungwon-sunghoon-test-positive-for-covid-19
[2] https://www.rappler.com/nation/robredo-tempted-tell-duterte-just-let-me-handle-covid-19-pandemic-response
[2] https://www.allkpop.com/article/2021/09/enhypen-to-be-absent-from-kcontact-due-to-covid-19
[2] https://www.soompi.com/article/1486891wpp/enhypen-cancels-kcontact-hi-5-appearance-due-to-members-covid-19-diagnosis
[2] https://www.soompi.com/article/1486956wpp/n-flyings-lee-seung-hyub-yoo-hwe-seung-and-seo-dong-sung-diagnosed-with-covid-19
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D8gDvUl0uUug%26ab_channel%3DRappler&q=EgS4SO-bGJWXx4kGIhAIf12BbRbSklqXlby_yNpkMgFy
[1] https://www.rappler.com/entertainment/celebrities/enhypen-members-test-positive-covid-19?utm_source=facebook&utm_medium=social
[1] https://www.rappler.com/nation/robredo-tempted-tell-duterte-just-let-me-handle-covid-19-pandemic-response?utm_medium=Social&utm_source=Twitter#Echobox=1630669686-1
[1] https://www.rappler.com/nation/coa-probes-pharmally-covid-19-pandemic-contracts?utm_medium=Social&utm_source=Twitter#Echobox=1630668320-1

Top URLs in Tweet in G3:
[2] https://www.foxnews.com/health/joe-rogan-covid-19-ivermectin-federal-warnings
[2] https://www.abc.net.au/news/2021-09-02/fears-covid-19-prison-outbreaks-to-infect-unvaccinated-inmates/100430284
[1] https://www.dailymail.co.uk/health/article-9952555/amp/CDC-study-estimates-80-Americans-protected-COVID-19.html?__twitter_impression=true
[1] https://www.theepochtimes.com/dr-robert-malone-mrna-vaccine-inventor-on-latest-covid-19-data-booster-shots-and-the-shattered-scientific-consensus_3979206.html?utm_campaign=socialshare_twitter&utm_source=twitter.com
[1] https://www.theepochtimes.com/ohio-judge-orders-hospital-to-treat-ventilated-covid-19-patient-with-ivermectin_3972447.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://trib.al/5VA6gg1
[1] https://on.msnbc.com/38zegJJ
[1] https://www.beckershospitalreview.com/public-health/states-ranked-by-covid-19-hospitalization-rates-august-2.html
[1] https://www1.nyc.gov/site/doh/covid/covid-19-data-vaccines.page#borough
[1] https://www.newsmax.com/newsfront/candaceowens-covid-19-test/2021/09/02/id/1034847/

Top URLs in Tweet in G4:
[3] https://www.dailymail.co.uk/health/article-9952555/CDC-study-estimates-80-Americans-protected-COVID-19.html
[2] https://justthenews.com/politics-policy/coronavirus/candace-owens-was-denied-covid-19-test-spreading-misinformation
[2] https://www.jpost.com/health-science/israeli-scientist-says-covid-19-could-be-treated-for-under-1day-675612
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=429f74c0-422d-11eb-9603-659984915447&url=L3ByZXNzLXJlbGVhc2VzLzIwMjAtMDgtMTkvaXZlcm1lY3Rpbi10cmlwbGUtdGhlcmFweS1wcm90b2NvbC1mb3ItY292aWQtMTktdG8tYXVzdHJhbGlhbi1ncA==
[1] https://markgreen.house.gov/press-releases?id=5A3B8FFC-D094-4A3A-B49B-F8F3C8DE29EA&fbclid=IwAR0zzw_oPuO1_KLZyfmVTECGRVBp3jutAl9xw0L_Gre0VcjIzKKipxB5d3Y
[1] https://www.cnn.com/2021/08/12/us/reno-nevada-school-covid-exposure/index.html
[1] https://twitter.com/ChuckCallesto/status/1433433379056279552
[1] https://rumble.com/vm0tnh-dr.-michael-mcdowell-the-genetic-bioweapon-and-the-vaccine.html

Top URLs in Tweet in G5:
[2] https://www.gov.uk/government/statistics/transport-use-during-the-coronavirus-covid-19-pandemic
[2] https://www.france24.com/en/france/20210902-french-children-return-to-school-for-new-academic-year-amid-stringent-covid-19-rules
[2] https://www.msn.com/en-au/lifestyle/shopping/under-12s-are-increasingly-catching-covid-19-how-sick-are-they-getting-and-when-will-we-be-able-to-vaccinate-them/ar-AANSRkk?ocid=msedgntp
[1] https://www.bbc.co.uk/news/business-58274806
[1] https://blogs.bmj.com/bmj/2021/09/03/englands-schools-must-be-made-safe-an-open-letter-to-the-education-secretary/
[1] https://www.france24.com/en/france/20210902-french-children-return-to-school-for-new-academic-year-amid-stringent-covid-19-rules?ref=tw
[1] https://blogs.bmj.com/bmj/2021/08/25/significant-proportions-of-people-admitted-to-hospital-or-dying-from-covid-19-in-england-are-vaccinated-this-doesnt-mean-the-vaccines-dont-work/
[1] https://www.wsws.org/en/articles/2021/08/30/scho-a30.html
[1] https://www.reuters.com/world/us/children-hospitalized-with-covid-19-us-hits-record-number-2021-08-14/
[1] https://gidmk.medium.com/is-ivermectin-for-covid-19-based-on-fraudulent-research-5cc079278602

Top URLs in Tweet in G6:
[4] https://www.news4jax.com/news/local/2021/09/02/2-children-die-of-covid-19-in-24-hours-at-jacksonville-hospital/
[3] https://www.jacksonville.com/story/news/coronavirus/2021/09/02/covid-19-24-hours-2-children-died-wolfson-childrens-hospital-jacksonville-pediatric-icu/5693254001/
[2] http://www.pantallazosnoticias.com.co/news/diario-de-pandemia-1084-personas-estan-en-uci-en-colombia-por-covid-19/
[2] https://www.minsalud.gov.co/Paginas/Minsalud-presento-certificado-digital-de-vacunacion-contra-covid-19.aspx
[2] https://www.theepochtimes.com/mkt_morningbrief/ohio-judge-orders-hospital-to-treat-ventilated-covid-19-
[1] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/about-face-coverings.html
[1] https://www.publicsenat.fr/article/parlementaire/vaccination-obligatoire-contre-le-covid-19-les-senateurs-ps-deposent-une
[1] https://www.mediapart.fr/journal/france/310821/covid-19-une-fuite-massive-de-resultats-de-tests-antigeniques
[1] https://rumble.com/vlxw0z-covid-19-vaccins-et-autopsies-dr.-ryan-cole.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/community/schools-childcare/school-testing.html

Top URLs in Tweet in G7:
[6] https://nypost.com/2021/09/01/joe-rogan-got-covid-after-urging-listeners-not-to-get-vaccine/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[4] https://saskatoon.ctvnews.ca/saskatoon-farm-supply-store-selling-out-of-livestock-drug-touted-as-covid-19-treatment-1.5570212
[2] https://www.reuters.com/legal/government/manhattan-prosecutor-charges-pair-scheme-sell-fake-vaccine-cards-2021-08-31/?taid=612eeb8799adb90001b4a509&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://nypost.com/2021/09/01/illinois-woman-chloe-mrozak-arrested-for-using-fake-covid-19-vaccine-card/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[2] https://nypost.com/2021/08/31/us-daily-covid-19-vaccinations-up-80-percent-from-july/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[2] https://nypost.com/2021/08/30/new-zealand-reports-first-death-tied-to-pfizer-covid-vaccine/?utm_medium=SocialFlow&utm_campaign=SocialFlow&utm_source=NYPTwitter
[2] https://paine.tv/ohio-judge-orders-hospital-to-treat-ventilated-covid-19-patient-with-ivermectin/
[2] https://paine.tv/denmark-says-it-will-remove-all-covid-19-restrictions-including-vaccine-passports/
[2] https://paine.tv/fully-vaccinated-nfl-players-will-get-covid-19-tests-weekly/
[2] https://regina.ctvnews.ca/sask-adds-4-covid-19-deaths-321-new-cases-1.5569926?cid=sm%3Atrueanthem%3Actvregina%3Atwitterpost&taid=6130bccd70a3ad00010ae9b3

Top URLs in Tweet in G8:
[2] https://www.latimes.com/opinion/story/2021-08-26/pandemic-covid-19-stages-vaccination-intensive-care-respiratory-therapist?_amp=true&__twitter_impression=true&s=09
[1] https://www.tampabay.com/news/florida-politics/2021/09/02/judge-finalizes-ruling-upholding-school-mask-mandates-state-expected-to-appeal/
[1] https://www.facebook.com/watch/?v=249490030364586&ref=sharing
[1] https://www.healthline.com/health-news/covid-19-by-the-numbers-vaccinated-continue-to-be-protected
[1] https://twitter.com/MHFeb2021/status/1433138469241511941?s=19
[1] https://floridaspharmacy.gov/latest-news/monoclonal-antibody-therapy-authorized-for-covid-19/
[1] https://twitter.com/briantylercohen/status/1433265904075292672
[1] https://vaers.hhs.gov/
[1] https://www.thedailybeast.com/inside-a-miami-florida-hospital-full-of-dying-unvaccinated-30-somethings-dying-of-covid-19?via=newsletter&source=DDMorning
[1] https://www.washingtonpost.com/world/2021/09/01/masks-study-covid-bangladesh/

Top URLs in Tweet in G9:
[3] https://t.me/MOHMalaysia
[2] https://news.detik.com/berita/d-5705698/update-lengkap-covid-1-september-10337-kasus-baru-sembuh-16394?utm_term=echoboxauto&utm_campaign=detikcomsocmed&utm_medium=oa&utm_content=detikcom&utm_source=Twitter#Echobox=1630493941
[2] https://www.tvonenews.com/berita/nasional/5359-376-juta-rakyat-indonesai-telah-divaksin-covid-19-dosis-kedua?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.tvonenews.com/lifestyle/5156-4-cara-mengelola-kesehatan-mental-selama-pandemi-covid-19?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F302058676642463%2Fposts%2F1904562976392017%2F
[2] https://www.cnnindonesia.com/internasional/20210901112403-122-688226/foto-israel-cetak-rekor-baru-kasus-covid-19?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[2] https://www.cnnindonesia.com/nasional/20210901154655-20-688415/positif-covid-19-bertambah-10337-kasus-kematian-653-orang?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[2] https://www.cnnindonesia.com/nasional/20210901174326-25-688486/vaksinasi-covid-19-di-indonesia-capai-100-juta-suntikan?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[2] https://www.cnnindonesia.com/ekonomi/20210901142341-92-688362/bio-farma-salurkan-129-juta-vaksin-covid-19-hingga-agustus?utm_source=twitter&utm_medium=oa&utm_content=cnnindonesia&utm_campaign=cmssocmed
[2] https://www.inews.id/news/internasional/ilmuwan-temukan-covid-varian-baru-c12-berbahayakah

Top URLs in Tweet in G10:
[7] https://ourworldindata.org/explorers/coronavirus-data-explorer?zoomToSelection=true&time=2020-03-01..latest&facet=none&pickerSort=asc&pickerMetric=location&Metric=Vaccine+doses&Interval=Cumulative&Relative+to+Population=true&Align+outbreaks=false&country=USA~JPN~GBR
[2] https://www.malaymail.com/news/world/2021/09/02/new-zealand-says-fall-in-covid-19-cases-shows-delta-lockdown-working/2002375?utm_term=Autofeed&utm_medium=Social&utm_channel=Echobox&utm_source=Twitter#Echobox=1630557220
[2] https://www.usatoday.com/story/travel/destinations/2021/09/01/europe-travel-us-bulgaria-prohibited-rising-covid-19-cases/5683302001/
[2] http://www.rui.jp/ruinet.html?i=200&c=600&t=6&k=0&m=368316&g=121204
[2] https://www.buzzfeed.com/jp/naokoiwanaga/covid-19-nishiura-20210831-2
[2] http://www.granma.cu/cuba-covid-19/2021-09-01/cuando-seran-vacunados-todos-los-estudiantes-en-cuba-01-09-2021-23-09-00
[2] https://lifestyle.bisnis.com/read/20210903/106/1437586/sakit-telinga-termasuk-gejala-covid-19-varian-delta-ini-penjelasannya?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.malaymail.com/news/malaysia/2021/09/02/selangor-sultan-says-450-teachers-in-state-refusing-covid-19-vaccine-puts-s/2002466
[2] https://www.vaccines.gov/
[2] https://www.usatoday.com/story/news/nation/2021/09/01/church-camp-conference-linked-180-covid-cases/5685161001/

Top Domains
Top Domains in Tweet in Entire Graph:
[208] twitter.com
[72] co.uk
[54] soompi.com
[53] com.br
[51] bit.ly
[50] trib.al
[45] ctvnews.ca
[45] allkpop.com
[44] youtube.com
[44] zerohedge.com

Top Domains in Tweet in G1:
[58] twitter.com
[27] poandpo.com
[22] com.br
[13] youtube.com
[12] nhs.uk
[11] co.uk
[8] cnn.com
[8] wordpress.com
[8] wsj.com
[7] marketwatch.com

Top Domains in Tweet in G2:
[52] soompi.com
[44] allkpop.com
[5] rappler.com
[1] google.com
[1] twitter.com

Top Domains in Tweet in G3:
[3] theepochtimes.com
[2] foxnews.com
[2] net.au
[1] co.uk
[1] trib.al
[1] msnbc.com
[1] beckershospitalreview.com
[1] nyc.gov
[1] newsmax.com
[1] cdc.gov

Top Domains in Tweet in G4:
[3] co.uk
[2] justthenews.com
[2] jpost.com
[2] bloomberg.com
[1] house.gov
[1] cnn.com
[1] twitter.com
[1] rumble.com

Top Domains in Tweet in G5:
[3] bmj.com
[3] france24.com
[2] gov.uk
[2] msn.com
[1] co.uk
[1] wsws.org
[1] reuters.com
[1] medium.com
[1] sky.com

Top Domains in Tweet in G6:
[4] news4jax.com
[3] jacksonville.com
[3] gov.co
[3] theepochtimes.com
[2] cdc.gov
[2] com.co
[2] twitter.com
[1] publicsenat.fr
[1] mediapart.fr
[1] rumble.com

Top Domains in Tweet in G7:
[13] ctvnews.ca
[12] nypost.com
[10] cnn.it
[6] reut.rs
[6] paine.tv
[3] co.za
[2] reuters.com
[1] twitter.com
[1] medicaltrend.org
[1] cnn.com

Top Domains in Tweet in G8:
[2] latimes.com
[2] twitter.com
[1] tampabay.com
[1] facebook.com
[1] healthline.com
[1] floridaspharmacy.gov
[1] hhs.gov
[1] thedailybeast.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[8] cnnindonesia.com
[5] detik.com
[4] tvonenews.com
[3] t.me
[2] kpkesihatan.com
[2] liputan6.com
[2] facebook.com
[2] inews.id
[1] com.my
[1] pikiran-rakyat.com

Top Domains in Tweet in G10:
[7] ourworldindata.org
[6] usatoday.com
[4] malaymail.com
[2] rui.jp
[2] buzzfeed.com
[2] granma.cu
[2] bisnis.com
[2] wordpress.com
[2] twitter.com
[2] vaccines.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[308] covid19
[201] covid_19
[92] covid
[69] enhypen
[66] cuba
[38] 엔하이픈
[28] covidcausesinflation
[27] coronavirus
[22] bilimkuruluonlineyapacak
[21] covidvaccine



Top Hashtags in Tweet in G1:
[52] covid19
[43] covid_19
[24] covid
[16] news
[13] coronavirus
[8] covidvaccine
[8] health
[4] vaccine
[4] vaksin
[4] politics

Top Hashtags in Tweet in G2:
[41] enhypen
[37] 엔하이픈
[4] kcontacthi5
[3] alwayswithenhypen
[1] phvote
[1] wedecide
[1] rapplertalk
[1] 엔하이픈_희승
[1] 희승
[1] ヒスン

Top Hashtags in Tweet in G3:
[10] covid19
[2] ohio
[2] ivermectin
[1] usa
[1] auspol
[1] america
[1] nih
[1] ivermectine

Top Hashtags in Tweet in G5:
[1] faresfreeze
[1] thewayforward
[1] coronavirus
[1] covid19
[1] blacklivesmatter
[1] youbelong

Top Hashtags in Tweet in G6:
[11] votingrights
[9] covid19
[4] pandemia
[4] certificadodigitaldevacunación
[4] certificadodigital
[3] sabah
[3] hospitals
[2] colombia
[2] covid_19
[2] noticia

Top Hashtags in Tweet in G7:
[2] yqr
[2] sk
[1] vaccines

Top Hashtags in Tweet in G8:
[2] suzannalee
[1] whereistheburmabill
[1] juntausescovidasweapon
[1] getvaccinatednow

Top Hashtags in Tweet in G9:
[11] covid19
[10] menangbersama
[7] lindungdirilindungsemua
[7] jabatanpenerangan
[6] komunikasikita
[3] kitajagakita
[2] mohr
[2] japensarawak
[2] khabardarisarawak
[2] sodiakroks

Top Hashtags in Tweet in G10:
[2] cuba
[2] cubaporlavida
[2] covid19
[1] yoga
[1] sadhguruapp
[1] yogaforcovidtimes
[1] meditation
[1] wellbeing
[1] covidredakarenappkm
[1] informedelpayaso

Top Words
Top Words in Tweet in Entire Graph:
[7496] covid
[7055] 19
[816] vaccine
[531] deaths
[511] vaccination
[466] cdc
[449] more
[441] vaccinated
[400] cases
[362] 000

Top Words in Tweet in G1:
[1082] covid
[1039] 19
[111] vaccine
[109] vaksin
[91] yang
[68] cases
[62] ini
[60] untuk
[58] people
[56] more

Top Words in Tweet in G2:
[230] 19
[209] covid
[176] enhypen
[112] members
[108] positive
[98] heeseung
[98] jake
[93] test
[91] jungwon
[86] jay

Top Words in Tweet in G3:
[284] deaths
[231] covid
[220] 19
[171] drsimonegold
[171] cdc
[160] unvaccinated
[159] vaccinated
[148] vaccine
[143] within
[143] 14

Top Words in Tweet in G4:
[222] covid
[221] 19
[195] cdc
[195] vaccination
[193] estimates
[193] protected
[191] 83
[140] public
[139] american
[139] whether

Top Words in Tweet in G5:
[81] covid
[73] 19
[30] school
[30] term
[30] measures
[29] wasn
[28] beginning
[28] unprecedented
[28] gavin
[28] williamson

Top Words in Tweet in G6:
[78] covid
[71] 19
[34] florida
[25] nikkifried
[20] reported
[20] cdcgov
[15] 338
[15] deaths
[15] today
[14] highest

Top Words in Tweet in G7:
[95] covid
[93] 19
[41] vaccine
[39] people
[32] reuters
[29] cnn
[23] protesters
[23] marched
[23] streets
[23] toronto

Top Words in Tweet in G8:
[73] covid
[71] 19
[66] candace
[60] test
[54] owens
[53] company
[52] email
[52] privately
[52] owned
[51] received

Top Words in Tweet in G9:
[126] 19
[118] covid
[116] kes
[56] dan
[46] yang
[38] baharu
[36] 2021
[35] kkmputrajaya
[30] september
[30] jumlah

Top Words in Tweet in G10:
[73] covid
[70] 19
[13] people
[12] texas
[12] vaccinated
[11] vaccine
[11] protect
[10] private
[10] company
[10] customers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6840] covid,19
[338] 19,vaccine
[249] positive,covid
[226] protected,covid
[207] contra,covid
[206] estimates,83
[200] 19,deaths
[198] 19,cases
[171] vaccinated,covid
[165] 19,vaccination

Top Word Pairs in Tweet in G1:
[1010] covid,19
[67] 19,vaccine
[40] contra,covid
[32] vaksin,covid
[31] 19,cases
[22] 19,vaccination
[21] against,covid
[20] vaksinasi,covid
[18] 19,vaccines
[18] vaksin,merah

Top Word Pairs in Tweet in G2:
[209] covid,19
[101] positive,covid
[93] test,positive
[84] jay,jake
[82] enhypen,members
[70] tact,hi
[67] heeseung,jay
[51] jake,jungwon
[49] ご案内,こんにちは
[49] こんにちは,belift

Top Word Pairs in Tweet in G3:
[220] covid,19
[143] 14,days
[142] cdc,listing
[142] listing,vaccinated
[142] vaccinated,covid
[142] 19,deaths
[142] deaths,unvaccinated
[142] unvaccinated,deaths
[142] deaths,die
[142] die,within

Top Word Pairs in Tweet in G4:
[220] covid,19
[193] protected,covid
[191] estimates,83
[139] cdc,estimates
[139] 83,american
[139] american,public
[139] public,protected
[139] 19,whether
[139] whether,vaccination
[139] vaccination,natural

Top Word Pairs in Tweet in G5:
[71] covid,19
[28] beginning,school
[28] school,term
[28] term,wasn
[28] wasn,unprecedented
[28] unprecedented,gavin
[28] gavin,williamson
[28] williamson,experts
[28] experts,called
[28] called,safe

Top Word Pairs in Tweet in G6:
[71] covid,19
[20] florida,reported
[14] reported,338
[14] 338,deaths
[14] deaths,covid
[14] 19,cdcgov
[14] cdcgov,today
[14] today,highest
[14] highest,death
[14] death,toll

Top Word Pairs in Tweet in G7:
[91] covid,19
[27] 19,vaccine
[23] protesters,marched
[23] marched,streets
[23] streets,toronto
[23] toronto,ontario
[23] ontario,canada's
[23] canada's,populous
[23] populous,province
[23] province,people

Top Word Pairs in Tweet in G8:
[71] covid,19
[54] candace,owens
[52] 19,test
[52] privately,owned
[52] owned,company
[51] received,email
[50] owens,received
[50] email,sunday
[50] sunday,tried
[50] tried,covid

Top Word Pairs in Tweet in G9:
[118] covid,19
[29] september,2021
[23] hari,ini
[17] kes,baharu
[16] kes,covid
[14] jumlah,kes
[12] ciri,baharu
[12] baharu,yang
[12] yang,memaparkan
[12] memaparkan,status

Top Word Pairs in Tweet in G10:
[70] covid,19
[11] 19,vaccine
[10] texas,private
[10] private,company
[10] company,protect
[10] protect,vaccinated
[10] vaccinated,customers
[10] customers,covid
[10] 19,cop
[10] cop,ask

Top Replied-To
Top Replied-To in Entire Graph:
@rwmalonemd
@realcandaceo
@enhypen
@us_fda
@docohm47
@amadaris78
@kylegriffin1
@bbcnews
@reuters
@yanchamom

Top Replied-To in G2:
@enhypen

Top Replied-To in G3:
@bigpermie
@drsimonegold
@msnbc

Top Replied-To in G4:
@walshfreedom
@davidbewart
@repthomasmassie

Top Replied-To in G5:
@bbcnews
@reuters
@parents_utd
@kungfu_mandarin
@sandyboots2020
@naheed973
@judylee81046752
@riss_bundjalung

Top Replied-To in G6:
@johnnymcenid

Top Replied-To in G7:
@adamgrimsley

Top Replied-To in G8:
@realcandaceo
@govrondesantis
@houseforeign
@network39
@luciecatnip

Top Replied-To in G9:
@jpenerangan
@jansen_jsp
@dghisham

Top Replied-To in G10:
@becwrong
@andreasrieve
@davidcrisafulli

Top Mentioned
Top Mentioned in Entire Graph:
@drsimonegold
@drdavidsamadi
@enhypen_members
@enhypen
@khairykj
@joshdcaplan
@jackposobiec
@drgjackbrown
@soompi
@enhypen_jp

Top Mentioned in G1:
@carmenshier
@tameelirshadage
@lcarrillo_apeaa
@metrosulawesi
@cwpt_nhs
@racursua
@ronaldsimmonsus
@valley_design
@dougbrowndba

Top Mentioned in G2:
@enhypen_members
@enhypen
@soompi
@enhypen_jp
@allkpop
@enhypenweverse
@rapplerdotcom
@enhypenupdates
@laylaxjake
@kpop_herald

Top Mentioned in G3:
@drsimonegold
@joerogan
@breannamorello
@electionwiz
@strategieduchoc
@zeeshanaleem
@mercola
@msnbc
@christinapushaw
@epochtimes

Top Mentioned in G4:
@drdavidsamadi
@jackposobiec
@repthomasmassie
@andrewpollackfl
@tomthunkitsmind
@drsimonegold
@jsolomonreports
@repmarkgreen
@rwmalonemd
@crownslew

Top Mentioned in G5:
@jujuliagrace
@riss_bundjalung
@dmodoscutter
@bbcnews
@ukactionteam
@tigressellie
@sandyboots2020
@sgriffin_lab
@parents_utd
@nhsstaffcovid19

Top Mentioned in G6:
@nikkifried
@cdcgov
@laissonslespre1
@joncoopertweets
@dwuhlfelderlaw
@minsaludcol
@ivanduque
@p_duval
@opsoms
@jeanpierreg9

Top Mentioned in G7:
@cnn
@reuters
@nypost
@ctvcalgary
@timeslive
@ctvsaskatoon
@thomas1774paine
@kathymahar
@ctvregina

Top Mentioned in G8:
@drgjackbrown
@potus
@realcandaceo
@jlhulsman
@govrondesantis
@marionmckeone
@cooper_m
@elaineyoung94
@repgregorymeeks
@senateforeign

Top Mentioned in G9:
@kkmputrajaya
@dghisham
@jpenerangan
@cnnindonesia
@japensarawak
@bernamatv
@detikcom
@tvonenews
@health_malaysia
@imaliananewsmpb

Top Mentioned in G10:
@johnfugelsang
@minesoh
@usatoday
@littlewhitty
@cdcemergency
@mohfw_india
@theoldchinese
@acthealth
@malaymail
@who_europe_vpi

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@tomthunkitsmind
@jornalistavitor
@ichibankuji
@ptjasamarga
@kompascom
@detikcom
@okezonenews

Top Tweeters in G1:
@caraotadigital
@ptjasamarga
@okezonenews
@gacetamadrid
@portaldiarioar
@titrespresse
@pairsonnalitesa
@poandpo
@elpoliticonews
@diariocontraste

Top Tweeters in G2:
@rapplerdotcom
@safiratheyork
@arlisakhadia
@allkpop
@ainnadr
@soompi
@aco_lobin
@eggtartisyummy
@mahboonklong
@misakishishido

Top Tweeters in G3:
@foxnews
@abcnews
@msnbc
@i_am_niteangel
@epochtimes
@bossfo2007
@summerbreeze712
@h1ojo
@littlehoss16j
@sandie882sandie

Top Tweeters in G4:
@tomthunkitsmind
@davidbewart
@beank511
@elizbethlmaness
@lsferguson
@francie57
@seabees1822
@saras3s3
@kimbo1118
@rollypoly31

Top Tweeters in G5:
@lennaleprena
@rjstrikers
@yathinkn
@wgarnews
@itprofess_actor
@rbjron
@bbcnews
@morpheusbeing
@ladypoop2
@lynlinking

Top Tweeters in G6:
@viralvideovlogs
@pajaropolitico
@noticiasrcn
@breakingnieuws1
@spacema09104056
@xevtfm
@1_vagabond
@vitot27
@ailsaforshaw
@holgerewald1

Top Tweeters in G7:
@world_news_eng
@5fec93919a544d3
@reuters
@izzysroses
@nypost
@cnn
@timeslive
@cindy63306167
@cindygallop
@saultgirldonna

Top Tweeters in G8:
@bells110
@donnamu92783278
@elaineyoung94
@lita_meza13
@joshblacklibert
@memphomofo
@judasaffiliated
@mguzzo75
@jeremynewberger
@harmonymacp

Top Tweeters in G9:
@detikcom
@liputan6dotcom
@metro_tv
@akmalarif90
@cnnindonesia
@kompastv
@officialinewstv
@nikasyrvf
@ryolandafit
@tvonenews

Top Tweeters in G10:
@bisniscom
@sisimomo2011
@corona_ssyt
@djriter
@usatoday
@catyann0
@malaymail
@minesoh
@r_eglanteria
@paramarin