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COVID_2021-09-25_00-18-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2021
Short Description:
COVID via NodeXL https://bit.ly/2Zn8nhq
@drericding
@cdcgov
@potus
@cnielse33225110
@repvernonjones
@nytimes
@joebiden
@deepsandhu_k
@jolyonmaugham
@ebalnolom1

Top hashtags:
#covid19
#covid
#covid_19
#coronavirus
#familyguy
#vaccine
#unga
#cuba
#venezuela
#ableg

Description:
Description
The graph represents a network of 11,973 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 Saturday, 25 September 2021 at 07:39 UTC.

The requested start date was Saturday, 25 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, 1-minute period from Wednesday, 22 September 2021 at 12:18 UTC to Friday, 24 September 2021 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 : 11973
Unique Edges : 6882
Edges With Duplicates : 11632
Total Edges : 18514
Number of Edge Types : 5
Retweet : 5267
MentionsInRetweet : 6155
Replies to : 1046
Tweet : 3603
Mentions : 2443
Self-Loops : 3638
Reciprocated Vertex Pair Ratio : 0.00493986254295533
Reciprocated Edge Ratio : 0.00983116050438128
Connected Components : 3690
Single-Vertex Connected Components : 1004
Maximum Vertices in a Connected Component : 1662
Maximum Edges in a Connected Component : 3526
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 12.91136
Graph Density : 6.52849912414303E-05
Modularity : 0.582747
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 11,973 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 Saturday, 25 September 2021 at 07:39 UTC.

The requested start date was Saturday, 25 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, 1-minute period from Wednesday, 22 September 2021 at 12:18 UTC to Friday, 24 September 2021 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:
[19] https://www.wtsp.com/article/news/local/manateecounty/aryana-santana-dies-covid-palmetto-high-school/67-4d791299-ffe8-496f-9386-bd8e4a0f736b
[13] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html?smid=tw-share
[12] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html
[11] https://www.theatlantic.com/ideas/archive/2021/09/the-vaccinated-arent-just-as-likely-to-spread-covid/620161/
[10] https://www.pref.saitama.lg.jp/a0710/covid-19/seshusha.html
[10] https://news.sky.com/story/covid-will-end-up-resembling-common-cold-by-spring-next-year-leading-experts-say-12414928
[10] https://www.aljazeera.com/news/2021/9/23/sri-lanka-shaman-dies-covid-blessed-water-cure
[9] https://www.jornaldacidadeonline.com.br/noticias/33092/grave-denuncia-renan-teve-acesso-a-dados-sigilosos-de-pacientes-com-covid-veja-o-video
[9] https://gazetabrasil.com.br/mundo/2021/09/22/ex-membro-do-partido-comunista-chines-afirma-que-o-primeiro-surto-da-covid-foi-intencional/
[8] https://www.business-standard.com/article/current-affairs/pm-modi-meets-kamala-harris-discusses-issues-of-mutual-and-global-interest-121092400048_1.html

Top URLs in Tweet in G1:
[4] https://www.nytimes.com/interactive/2021/09/23/opinion/covid-return-to-work-rto.html?smid=tw-share
[4] https://www.washingtonpost.com/health/2021/09/23/covid-booster-shots-cdc/
[3] https://3eravoz.com/politica/oms-america-se-mantiene-como-la-region-mas-afectada-por-el-covid-19/
[3] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html
[3] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html?smid=tw-share
[3] https://pontianak.tribunnews.com/2021/09/24/apa-itu-covid-varian-r1-telah-ditemukan-di-31-negara-dunia-dan-47-negara-bagian-amerika-serikat?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.nytimes.com/2021/09/22/us/politics/covid-vaccine-moderna-global.html?smid=tw-share
[2] http://de.granma.cu/cuba/2021-09-21/diaz-canel-bei-der-generalversammlung-der-vereinten-nationen-der-aufbau-der-welt-von-der-wir-traumen-ist-eine-ungeheuer-grosse-aber-nicht-unmogliche-aufgabe
[2] https://www.lifesitenews.com/news/experts-warn-of-covid-vaccine-risks-at-fda-hearing-the-vaccines-kill-more-than-they-save/
[2] https://www.zerohedge.com/political/wuhan-scientists-planned-release-chimeric-covid-spike-proteins-bat-populations-using-skin

Top URLs in Tweet in G2:
[4] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html?smid=tw-share
[3] https://www.business-standard.com/article/current-affairs/pm-modi-meets-kamala-harris-discusses-issues-of-mutual-and-global-interest-121092400048_1.html
[2] https://www.fda.gov/news-events/press-announcements/fda-authorizes-booster-dose-pfizer-biontech-covid-19-vaccine-certain-populations
[2] https://nypost.com/2021/09/23/americans-getting-covid-vaccinations-at-slowest-rate-since-mid-july/?utm_campaign=SocialFlow&utm_medium=SocialFlow&utm_source=NYPTwitter
[2] https://twitter.com/i/broadcasts/1yoKMAPyoNnKQ
[2] https://www.washingtonpost.com/opinions/2021/09/22/zients-blinken-covid-vaccines-america-world/
[1] https://summit.news/2021/09/23/biden-pushing-for-dishonourable-discharges-court-martials-for-troops-who-refuse-vaccines/
[1] https://summit.news/2021/09/24/video-new-york-governor-outlines-plan-to-replace-unvaccinated-health-workers-with-foreigners/
[1] https://summit.news/2021/09/24/italy-orders-companies-not-to-pay-unvaccinated-workers/
[1] https://www.npr.org/sections/health-shots/2021/09/22/1039272244/is-the-worst-over-modelers-predict-a-steady-decline-in-covid-cases-through-march?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social

Top URLs in Tweet in G3:
[3] https://pubmed.ncbi.nlm.nih.gov/33113270/
[1] https://www.theguardian.com/world/2021/sep/24/ivermectin-covid-peru-misinformation
[1] https://twitter.com/morning_joe/status/1441019042777767938
[1] https://www.americaoutloud.com/the-boosting-hypocrisy-of-covid-science-keeps-changing/
[1] https://www.zerohedge.com/geopolitical/ccp-dissident-claims-china-released-covid-military-world-games-october-2019
[1] https://www.youtube.com/watch?v=NJSUKDng_Ww&feature=youtu.be


Top URLs in Tweet in G4:
[4] https://theexpose.uk/2021/09/24/nhs-hiring-actors-to-play-covid-19-patients-and-care-home-residents-as-well-as-spending-millions-of-tax-payers-money-on-propaganda-tv-adverts-rather-than-care/
[4] https://www.thestar.com.my/news/nation/2021/09/23/covid-19-13754-new-cases-on-thursday-sept-23-selangor-highest-with-1985
[3] https://covidnow.moh.gov.my/
[3] https://www.thestar.com.my/news/nation/2021/09/23/khairy-breakthrough-deaths-from-covid-19-among-the-fully-vaccinated-extremely-low
[2] https://www.themalayapost.my/kes-covid-19-menurun-catat-13754-kes-hari-ini/
[2] https://www.bernama.com/bm/am/news.php?id=2006252
[2] https://www.thestar.com.my/news/nation/2021/09/22/covid-19-selangor-sultan-expresses-disappointment-over-some-religious-teachers-mosque-officials-refusal-to-be-vaccinated
[2] https://tvstv.my/2021/09/23/covid-19-hanya-15-kes-libatkan-jangkitan-paru-paru-di-sarawak/?fbclid=IwAR2Otks51LSs44IcLwmAixJlBpzcELoCGSUheHJD7jR4xgE4RPaFDSod5Y8
[1] https://kpkesihatan.com/2021/09/23/kenyataan-akhbar-kpk-23-september-2021-situasi-semasa-jangkitan-penyakit-coronavirus-2019-covid-19-di-malaysia/
[1] https://busquedas.gruporeforma.com/reforma/Libre/VisorNota.aspx?id=7734647|InfodexTextos&md5=3046d11d26288a0a67b5e38a14cb954d

Top URLs in Tweet in G5:
[4] https://www.pasteur.fr/en/ivermectin-alleviates-covid-19-symptoms-animal-model
[3] https://gript.ie/italy-to-make-covid-pass-mandatory-for-all-workers-from-next-month/
[2] https://www.theepochtimes.com/mkt_morningbrief/north-carolina-hospital-system-suspends-hundreds-of-employees-after-covid-19-vaccine-mandate_4009111.html
[2] https://trialsitenews.com/serious-group-of-scientists-declare-covid-19-vaccine-risks-too-high-to-ignore/
[2] https://www.nytimes.com/2021/09/24/world/covid-boosters-vaccine-cdc-director.html
[1] https://www.poynter.org/reporting-editing/2021/cdc-advisers-approve-covid-booster-shots-for-adults-but-reject-part-of-fda-approval/
[1] https://mailchi.mp/22317655f3d2/the-discovery-of-mrna-vaccines-6239003
[1] https://www.medrxiv.org/content/10.1101/2021.09.13.21262182v1
[1] https://maryannedemasi.com/blog/f/covid-19-vaccinating-kids-%E2%80%93-the-debate-heats-up
[1] https://rumble.com/vmsn03-gov.-desantis-no-noble-covid-lies.html

Top URLs in Tweet in G6:
[3] https://www.brasil247.com/regionais/sudeste/eduardo-bolsonaro-esta-com-covid-19-resultado-do-teste-saiu-nesta-sexta-feira
[3] https://www.diariodocentrodomundo.com.br/essencial/eduardo-bolsonaro-covid-19/
[3] https://oglobo.globo.com/politica/eduardo-bolsonaro-ministra-da-agricultura-advogado-geral-testam-positivo-para-covid-25211182?utm_source=Twitter&utm_medium=Social&utm_campaign=O%20Globo
[3] https://www.campograndenews.com.br/politica/mesmo-vacinado-ex-prefeito-morre-durante-tratamento-de-sequelas-da-covid
[2] https://www.brasil247.com/geral/neto-diz-que-avo-vitima-de-covid-19-foi-amarrado-em-hospital-da-prevent-senior
[2] https://www.brasil247.com/cpicovid/medico-que-denunciou-kit-covid-relata-a-cpi-que-foi-ameacado-por-diretor-da-prevent-senior
[2] https://www.diariodocentrodomundo.com.br/essencial/medico-prevent-senior-morte/
[2] https://g1.globo.com/sc/santa-catarina/noticia/2021/09/22/tres-irmaos-agricultores-que-recusaram-vacina-contra-a-covid-19-morrem-em-intervalo-de-8-dias-em-sc.ghtml?utm_source=twitter&utm_medium=social&utm_campaign=g1
[2] https://www.oantagonista.com/brasil/advogado-diz-que-avo-vitima-de-covid-foi-amarrado-em-hospital-da-prevent-senior/
[2] https://www.oantagonista.com/brasil/eduardo-bolsonaro-esta-com-covid/

Top URLs in Tweet in G7:
[3] https://www.lci.fr/sport/covid-tennis-depuis-que-j-ai-eu-mon-vaccin-j-enchaine-les-galeres-jeremy-chardy-fait-une-pause-2197141.html?utm_medium=Social&utm_source=Twitter&Echobox=1632478533#xtor=CS5-113
[3] https://www.bfmtv.com/sante/covid-19-les-vaccins-chinois-en-partie-reconnus-pour-le-pass-sanitaire_AD-202109230245.html
[3] https://www.bfmtv.com/sante/en-direct-un-nouveau-conseil-de-defense-sanitaire-reuni-a-l-elysee-ce-matin_LN-202109220032.html
[1] https://lecourrierdesstrateges.fr/2021/09/20/vaccins-covid-19-des-perturbations-menstruelles-qui-commencent-a-inquieter-les-medecins-derriere-le-discours-officiel/
[1] https://www.lemonde.fr/les-decodeurs/article/2021/07/08/covid-19-les-essais-de-phase-3-des-vaccins-sont-ils-termines-depuis-des-mois-comme-l-affirme-olivier-veran_6087580_4355770.html
[1] https://lecourrierdesstrateges.fr/2021/09/20/vaccins-covid-19-des-perturbations-menstruelles-qui-commencent-a-inquieter-les-medecins-derriere-le-discours-officiel/?utm_source=mailpoet&utm_medium=email&utm_campaign=les-derniers-articles-du-courrier-des-strateges_164

Top URLs in Tweet in G8:
[3] https://www.bloomberg.com/news/articles/2021-09-22/covid-pandemic-climate-change-crisis-show-costs-of-inaction?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_medium=social&utm_content=business
[3] https://www.reuters.com/world/europe/romanian-hospitals-fill-up-with-covid-patients-amid-widespread-vaccine-refusal-2021-09-23/?taid=614c69ed88b4be000154eb9e&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/world/india/shilpa-medicare-make-cadilas-covid-19-shot-2021-09-24/?taid=614dc01f88b4be000154f426&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://trib.al/oVCDwsr
[2] https://trib.al/qZkNFLG
[2] https://www.washingtonpost.com/nation/2021/09/24/covid-delta-variant-live-updates/#link-RLBWIOG73JE4LPTOL54Q5FRNNI
[1] https://www.bloomberg.com/graphics/2021-moves-into-fire-zones/?cmpid=socialflow-twitter-business&utm_content=business&utm_source=twitter&utm_medium=social&utm_campaign=socialflow-organic
[1] https://www.bloomberg.com/news/articles/2021-09-23/egypt-to-begin-vaccine-supply-to-african-nations-within-2-months?utm_medium=social&utm_content=business&utm_campaign=socialflow-organic&utm_source=twitter&cmpid=socialflow-twitter-business
[1] https://trib.al/jHKCq75
[1] https://reut.rs/3EP9wi0

Top URLs in Tweet in G9:
[5] https://www.politico.com/news/2021/09/24/cdc-director-covid-booster-high-risk-workers-514091?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.thedailybeast.com/army-officer-says-he-took-all-the-other-vaccines-but-wont-get-covid-jab-because-freedom?source=articles&via=rss&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.breitbart.com/politics/2021/09/23/biden-administration-opposes-honorable-discharges-coronavirus-vaccine/
[2] https://www.thedailybeast.com/mama-i-dont-want-to-die-20-year-olds-covid-death-the-latest-among-younger-victims?source=articles&via=rss&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.floridabulldog.org/2021/09/writing-on-the-wall-first-district-appeals-court-supports-desantis-pandemic-agenda/
[1] https://www.alternet.org/2021/09/clark-county/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.rawstory.com/idaho-hospital/?utm_source=dlvr.it&utm_medium=twitter
[1] https://freakonomics.com/podcast/fmd-scott-gottlieb/

Top URLs in Tweet in G10:
[3] https://www.theguardian.com/world/2021/sep/23/emails-emerge-of-vip-route-for-uk-covid-test-contracts
[2] https://www.bbc.co.uk/news/health-58670553
[2] https://www.timesofisrael.com/number-of-covid-patients-on-ventilators-hits-highest-level-since-march/
[1] https://socialistworker.co.uk/art/52404/Rich+states+hoard+jabs+as+pharma+companies+profit
[1] https://www.theguardian.com/education/2021/sep/21/more-than-100000-pupils-off-school-in-england-last-week-amid-covid-surge
[1] https://www.theguardian.com/society/2021/sep/22/chris-whitty-warns-mps-it-is-inevitable-unvaccinated-children-will-catch-covid
[1] https://www.thenational.scot/news/19601160.government-emails-reveal-vip-route-uk-covid-contracts/
[1] https://www.gov.uk/government/publications/what-parents-and-carers-need-to-know-about-early-years-providers-schools-and-colleges-during-the-coronavirus-covid-19-outbreak/step-4-update-what-parents-and-carers-need-to-know-about-early-years-providers-schools-and-colleges
[1] https://news.sky.com/story/motorists-told-to-carry-on-as-normal-when-buying-fuel-after-bp-shut-some-petrol-stations-12416215
[1] https://www.independent.co.uk/news/uk/politics/matt-hancock-covid-contracts-emails-whatsapp-b1924417.html

Top Domains
Top Domains in Tweet in Entire Graph:
[350] twitter.com
[117] com.br
[104] co.uk
[55] nytimes.com
[54] theguardian.com
[41] youtube.com
[41] bit.ly
[37] washingtonpost.com
[36] trib.al
[25] globo.com

Top Domains in Tweet in G1:
[105] twitter.com
[25] com.br
[21] nytimes.com
[19] co.uk
[11] com.ar
[9] theguardian.com
[8] msn.com
[8] apple.news
[8] cbsnews.com
[8] washingtonpost.com

Top Domains in Tweet in G2:
[6] twitter.com
[6] nytimes.com
[4] washingtonpost.com
[3] summit.news
[3] business-standard.com
[2] fda.gov
[2] cdc.gov
[2] nypost.com
[1] npr.org
[1] foxnews.com

Top Domains in Tweet in G3:
[3] nih.gov
[1] theguardian.com
[1] twitter.com
[1] americaoutloud.com
[1] zerohedge.com
[1] youtube.com

Top Domains in Tweet in G4:
[14] com.my
[6] theexpose.uk
[3] gov.my
[3] bernama.com
[2] themalayapost.my
[2] twitter.com
[2] tvstv.my
[1] kpkesihatan.com
[1] gruporeforma.com
[1] who.int

Top Domains in Tweet in G5:
[4] pasteur.fr
[4] twitter.com
[3] gript.ie
[2] theepochtimes.com
[2] trialsitenews.com
[2] nytimes.com
[1] poynter.org
[1] mailchi.mp
[1] medrxiv.org
[1] maryannedemasi.com

Top Domains in Tweet in G6:
[17] com.br
[12] globo.com
[8] brasil247.com
[7] oantagonista.com
[4] n.pr
[3] glo.bo
[3] exame.com
[2] co.jp
[1] yahoo.com

Top Domains in Tweet in G7:
[6] bfmtv.com
[3] lci.fr
[2] lecourrierdesstrateges.fr
[1] lemonde.fr

Top Domains in Tweet in G8:
[7] nyti.ms
[6] reuters.com
[5] bloomberg.com
[5] trib.al
[5] cnn.it
[3] nytimes.com
[2] abcn.ws
[2] washingtonpost.com
[2] twitter.com
[1] reut.rs

Top Domains in Tweet in G9:
[6] thedailybeast.com
[5] politico.com
[3] breitbart.com
[1] floridabulldog.org
[1] alternet.org
[1] rawstory.com
[1] freakonomics.com

Top Domains in Tweet in G10:
[5] theguardian.com
[4] co.uk
[2] timesofisrael.com
[1] thenational.scot
[1] gov.uk
[1] sky.com
[1] scotsman.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[245] covid19
[200] covid
[136] covid_19
[44] coronavirus
[30] familyguy
[27] vaccine
[24] unga
[21] cuba
[17] venezuela
[15] ableg



Top Hashtags in Tweet in G1:
[38] covid19
[37] covid
[26] covid_19
[17] coronavirus
[9] health
[8] medicine
[8] vaccine
[7] todaysmedicalupdate
[7] patients
[7] nhs

Top Hashtags in Tweet in G2:
[16] covid19
[5] unga
[5] nyayforcovidvictims
[4] પશુ
[4] covid
[4] covidsummit
[3] covax
[3] biden_speakup4farmers
[2] માનવીને
[2] vaccine

Top Hashtags in Tweet in G4:
[18] covid19
[6] menangbersama
[5] nstnation
[4] komunikasikita
[4] jabatanpenerangan
[4] mkn50
[3] pahang
[2] california
[2] kualalumpur
[2] keluargamalaysia

Top Hashtags in Tweet in G6:
[3] oassunto
[3] g1
[2] vacina
[2] cnnnovodia
[1] covid
[1] cnnlixo
[1] globonews

Top Hashtags in Tweet in G7:
[10] covid_19
[9] vaccin
[4] obligationvaccinale
[4] covid
[3] antilles
[3] passsanitaire
[3] manif25septembre
[3] israël
[2] complotiste
[2] pandémie

Top Hashtags in Tweet in G8:
[2] unga
[2] justicewith16000employees
[2] victimsofdoublejeopardy
[1] boosters
[1] frontlineworkers
[1] ontario

Top Hashtags in Tweet in G9:
[1] uncontrolledspread
[1] realitycheck

Top Hashtags in Tweet in G10:
[2] covid
[2] schoolstrike
[2] johnsonout
[2] covidinquirynow
[2] katiepersinger
[1] newprofilepic
[1] parentstrike2021
[1] brexit
[1] projectfear
[1] johnson

Top Words
Top Words in Tweet in Entire Graph:
[8219] covid
[2560] 19
[761] people
[679] vaccine
[552] more
[436] vaccines
[392] vaccinated
[368] one
[324] health
[308] em

Top Words in Tweet in G1:
[961] covid
[385] 19
[76] vaccine
[61] casos
[53] more
[52] people
[42] 2021
[40] contra
[38] pandemic
[38] #covid19

Top Words in Tweet in G2:
[148] covid
[78] 19
[32] vaccine
[29] health
[27] potus
[23] 000
[21] more
[21] drericding
[19] jokowi
[18] people

Top Words in Tweet in G3:
[107] covid
[58] need
[56] enter
[39] vaccine
[34] one
[31] realcandaceo
[29] nyc
[29] subway
[28] know
[28] passport

Top Words in Tweet in G4:
[112] covid
[104] 19
[77] kes
[50] dan
[43] 2021
[42] kkmputrajaya
[40] september
[31] untuk
[30] dghisham
[29] vaksin

Top Words in Tweet in G5:
[59] covid
[54] rwmalonemd
[26] pain
[25] 19
[19] vaccinating
[18] decision
[16] children
[15] against
[15] peer
[15] reviewed

Top Words in Tweet in G6:
[109] covid
[34] prevent
[32] em
[29] 19
[25] bolsonaro
[22] senior
[19] vacina
[18] ministro
[18] positivo
[18] médico

Top Words in Tweet in G7:
[30] covid
[18] 000
[17] 100
[16] ont
[12] 19
[11] antoine_gavory
[11] grippe
[11] 50
[10] aux
[10] #covid_19

Top Words in Tweet in G8:
[83] covid
[32] 19
[31] nytimes
[22] end
[19] near
[19] vaccine
[18] booster
[18] people
[18] september
[15] hospitals

Top Words in Tweet in G9:
[84] covid
[51] breaking
[39] occupydemocrats
[24] grantstern
[24] governor
[23] desantis
[19] damn
[18] ask
[17] risk
[17] sent

Top Words in Tweet in G10:
[54] covid
[44] goodlawproject
[40] government
[32] test
[31] testing
[30] vip
[26] contracts
[24] claims
[24] lane
[23] children

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2476] covid,19
[211] contra,covid
[163] covid,vaccine
[150] covid,vaccines
[138] 19,vaccine
[133] covid,aşısı
[116] against,covid
[107] prevent,senior
[95] covid,deaths
[94] ministro,saúde

Top Word Pairs in Tweet in G1:
[369] covid,19
[33] contra,covid
[27] 19,vaccine
[22] covid,vaccine
[18] 19,pandemic
[12] ia,14
[12] 100,000h
[10] casos,covid
[10] 2021,09
[10] casos,16

Top Word Pairs in Tweet in G2:
[75] covid,19
[11] 19,vaccine
[10] against,covid
[10] hair,dye
[9] york,governor
[9] governor,kathy
[9] kathy,hochul
[9] hochul,announced
[9] announced,state
[9] state,health

Top Word Pairs in Tweet in G3:
[28] know,need
[28] need,vaccine
[28] vaccine,passport
[28] passport,enter
[28] enter,businesses
[28] businesses,nyc
[28] nyc,need
[28] need,one
[28] one,enter
[28] enter,subway

Top Word Pairs in Tweet in G4:
[104] covid,19
[40] september,2021
[19] kes,covid
[15] dalam,kalangan
[15] 2021,untuk
[15] seluruh,negara
[13] ini,adalah
[13] kadar,kebolehjangkitan
[13] kebolehjangkitan,covid
[13] 19,atau

Top Word Pairs in Tweet in G5:
[25] covid,19
[15] vaccinating,children
[15] children,against
[15] against,covid
[15] 19,peer
[15] peer,reviewed
[15] reviewed,published
[15] published,credible
[15] credible,journal
[15] journal,impact

Top Word Pairs in Tweet in G6:
[27] covid,19
[22] prevent,senior
[16] cpi,covid
[15] positivo,covid
[10] eduardo,bolsonaro
[9] médico,denunciou
[8] ministro,saúde
[8] testa,positivo
[8] prevent,sênior
[8] sênior,vai

Top Word Pairs in Tweet in G7:
[17] 100,000
[12] covid,19
[9] 50,100
[9] pass,sanitaire
[8] indicateur,considérer
[8] considérer,grippe
[8] grippe,comme
[8] comme,épidémique
[8] épidémique,situe
[8] situe,173

Top Word Pairs in Tweet in G8:
[32] covid,19
[18] near,end
[13] non,covid
[12] high,risk
[11] people,serious
[11] serious,conditions
[11] conditions,waiting
[11] waiting,several
[11] several,weeks
[11] weeks,non

Top Word Pairs in Tweet in G9:
[32] occupydemocrats,breaking
[17] breaking,sent
[17] sent,grantstern
[17] grantstern,ask
[17] ask,governor
[17] governor,desantis
[17] desantis,gives
[17] gives,damn
[17] damn,rate
[17] rate,kids

Top Word Pairs in Tweet in G10:
[24] government,claims
[24] vip,lane
[24] lane,testing
[22] remember,government
[22] claims,over
[22] over,vip
[22] testing,'completely
[22] 'completely,false'
[22] false',well
[22] well,guess

Top Replied-To
Top Replied-To in Entire Graph:
@ykahindi
@rwmalonemd
@govrondesantis
@randolfeap
@o_antagonista
@occupydemocrats
@blogdonoblat
@jpenerangan
@bbcnews
@gladbags4

Top Replied-To in G2:
@foxnews
@joebiden
@aipchristina
@smh
@realkiwichris
@henrytatewillia
@airforcepam
@drericding
@thadmessenger
@lukben01

Top Replied-To in G3:
@gladbags4
@dj_jenx
@hughbie
@vanessagray158
@michaellussenbu
@angryolditpers1

Top Replied-To in G4:
@jpenerangan
@hanskoppies
@doctor_i_am_the
@thefaizzainal
@oulawp

Top Replied-To in G5:
@rwmalonemd
@fatemperor
@sshirleydc
@289whole
@jordanbpeterson
@s3ph3r

Top Replied-To in G6:
@o_antagonista
@brasil247
@dcm_online
@cnnbrasil
@eddavyi
@joelsonmc7
@revistaistoe
@bouvier_simone
@globonews
@thiagoresiste

Top Replied-To in G7:
@antoine_gavory
@oldnick53
@gregorovytch
@guillaumebarucq
@bfmtv

Top Replied-To in G8:
@broadmorejohn
@rob_bee_gee
@bladerunner3049
@jkurian77
@la6uoa
@truth_in_number
@nytimes

Top Replied-To in G9:
@occupydemocrats
@suelordbarker
@dointhehonors
@senjoniernst
@breitbartnews
@sassy5d

Top Replied-To in G10:
@mrow84
@jambojambo49
@jostevenslabour
@sandyboots2020

Top Mentioned
Top Mentioned in Entire Graph:
@ashishkjha
@rwmalonemd
@goodlawproject
@kkmputrajaya
@martinkulldorff
@occupydemocrats
@thaipbs
@nytimes
@realcandaceo
@dghisham

Top Mentioned in G1:
@gemvep_usach
@hiremaidea
@youhalal
@delthiaricks
@giberpa
@dcbat
@wallstreeteasy
@granma_deutsch
@zpksgk
@foodprocesstech

Top Mentioned in G2:
@potus
@drericding
@jokowi
@prisonplanet
@joebiden
@cdcdirector
@narendramodi
@imperialcollege
@cdcgov
@foxnews

Top Mentioned in G3:
@realcandaceo
@charlesbrew
@rmconservative
@dj_jenx
@gladbags4
@markready47
@jongordon11
@lorrain00414525
@samhmufc
@griff_gop

Top Mentioned in G4:
@kkmputrajaya
@dghisham
@thefaizzainal
@jpenerangan
@who
@japensarawak
@khairykj
@annuarmusa
@zahidizainui
@dsmm64

Top Mentioned in G5:
@rwmalonemd
@jentheriot
@brownstreetgirl
@joshdcaplan
@bretweinstein
@peterdaszak
@danno321s
@chuckcallesto
@fatemperor
@stevedeaceshow

Top Mentioned in G6:
@jornaloglobo
@npr
@o_antagonista
@globonews
@dcm_online
@brasil247
@folha
@guibalza
@cnnbrasil
@g1

Top Mentioned in G7:
@antoine_gavory
@bfmtv
@afpfr
@bbr_06
@sjallamion
@paul_denton
@lci
@conseil_constit
@alainhoupert
@gabrielattal

Top Mentioned in G8:
@nytimes
@reuters
@cnn
@dansinker
@business
@abc
@bw
@briantylercohen
@citylab
@unicefmedia

Top Mentioned in G9:
@occupydemocrats
@grantstern
@realtuckfrumper
@aslavitt
@scottgottliebmd
@johnavlon
@breitbartnews
@freakonomics
@newday
@inthebubblepod

Top Mentioned in G10:
@goodlawproject
@sandyboots2020
@gosiagasperophd
@borisjohnson
@david_conn
@doctor_oxford
@caroljhedges
@dgurdasani1
@grantshapps
@terryelaineh1

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@zazoomblog
@geonews_urdu
@mrdjones
@koboxingnewsuk
@dolartoday
@rashidaldosari
@ptjasamarga
@kompascom
@lasillarota

Top Tweeters in G1:
@zazoomblog
@dolartoday
@ptjasamarga
@kompascom
@vivacoid
@andyvermaut
@jacekwierzbicki
@radioelshinta
@lado_mx
@pairsonnalitese

Top Tweeters in G2:
@fl85
@heidiec5
@ansisegle
@diligitis19
@demiurgotuiter
@foxnews
@nypost
@watergatesummer
@headlines4you
@hostettergmail

Top Tweeters in G3:
@housecracka
@msavaarmstrong
@tan123
@pabloleslie
@joycworld
@pc_free_zone
@markready47
@brettrichards67
@malcolmoutloud
@melissa03295697

Top Tweeters in G4:
@staronline
@bernamadotcom
@hmetromy
@nst_online
@acadwahid
@bernamaradio
@_syafiqzarif_
@ienhisham
@akmal_firdaus97
@fahmi_abicik

Top Tweeters in G5:
@jentheriot
@trocbe
@rickmcsmith
@olorasocarrim
@ayogesa
@caussa2
@c_hopp2014
@2islandjojo
@djcraigtwitty
@stevedeaceshow

Top Tweeters in G6:
@diraholanda
@g1
@folha
@jornaloglobo
@souzaeluam
@novolauropro
@bozo_bot
@rosana
@exame
@bbcbrasil

Top Tweeters in G7:
@costeslioneler
@bfmtv
@afpfr
@mi1789
@lemondefr
@vincentjappi
@lobs
@calipette
@emilecabaret721
@ebenyaakov

Top Tweeters in G8:
@geonews_urdu
@world_news_eng
@govkhan
@reuters
@business
@nytimes
@dokscho
@abc
@cnn
@im_x1

Top Tweeters in G9:
@rhiles2760
@cotey_mary
@beverlynotmypre
@behappyandcivil
@kevinpbreslin
@agitatorsneeded
@realtuckfrumper
@vmkellervanessa
@debrode
@janisbr34481052

Top Tweeters in G10:
@justmebeingme4
@caroljhedges
@hawkins_carole
@terryelaineh1
@guse_guse
@scot_tigger
@inlimbov
@stardustnf
@1969human
@laffterman