COVID-19, Twitter, 12/1/2021 12:00:23 PM, 267319


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COVID-19_2021-12-01_00-00-01.xlsx
COVID-19_2021-12-01_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/32Qq5M8
@luckycharmme
@business
@reuters
@joebiden
@nicolasmaduro
@soypajariita
@who
@tweet4852
@rc5251
@getintothem

Top hashtags:
#covid_19
#covid19
#omicron
#coronavirus
#covid
#omicronvariant
#44529
#44528
#vaccine

Description:
Description
The graph represents a network of 10,442 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, 01 December 2021 at 08:23 UTC.

The requested start date was Wednesday, 01 December 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 Sunday, 28 November 2021 at 12:11 UTC to Tuesday, 30 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 : 10442
Unique Edges : 5410
Edges With Duplicates : 12051
Total Edges : 17461
Number of Edge Types : 5
Replies to : 474
Retweet : 5332
MentionsInRetweet : 6001
Tweet : 3538
Mentions : 2116
Self-Loops : 3601
Reciprocated Vertex Pair Ratio : 0.00522518039313262
Reciprocated Edge Ratio : 0.0103960396039604
Connected Components : 3240
Single-Vertex Connected Components : 1173
Maximum Vertices in a Connected Component : 875
Maximum Edges in a Connected Component : 2087
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.698173
Graph Density : 7.4111495351494E-05
Modularity : 0.541711
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,442 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, 01 December 2021 at 08:23 UTC.

The requested start date was Wednesday, 01 December 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 Sunday, 28 November 2021 at 12:11 UTC to Tuesday, 30 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:
[29] https://disinformationchronicle.substack.com/p/pfizer-covid-19-vaccine-clinical
[22] https://www.telerama.fr/ecrans/ma-vie-au-poste-covid-19-cnews-revele-que-les-vaccins-tuent-7007432.php
[21] https://news.sky.com/story/covid-19-omicron-variant-highly-infectious-and-booster-jabs-may-need-double-dose-says-moderna-ceo-12482978
[19] https://www.reuters.com/business/healthcare-pharmaceuticals/regeneron-says-covid-19-drug-could-be-less-effective-against-omicron-variant-2021-11-30/?taid=61a6149ea5e4bc0001bdf549&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[15] https://trib.al/fJL1pqA
[14] https://www.zerohedge.com/covid-19/omicron-extremely-mild-says-doctor-who-first-discovered-strain-numerous-mutations
[12] https://www.reuters.com/world/europe/swiss-voters-trend-towards-backing-governments-covid-19-response-plan-2021-11-28/?taid=61a371a3838dea0001e1c5ba&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[12] https://overnu.nl/kinderen-vaccineren-tegen-covid-19/
[10] https://www.npr.org/sections/coronavirus-live-updates/2021/11/09/1053889069/singapore-medical-bills-covid-19-patients-unvaccinated-by-choice
[10] https://news.sky.com/story/covid-19-six-omicron-variant-cases-detected-in-scotland-authorities-say-12482070

Top URLs in Tweet in G1:
[5] https://www.instagram.com/accounts/login/
[5] https://togomedia24.com/2021/11/29/covid-19-les-personnes-de-plus-de-45-ans-soumises-a-une-3eme-dose/
[5] https://www.wsj.com/articles/covid-19-antibody-drugs-are-challenged-by-omicron-preliminary-testing-indicates-11638270003
[4] https://kerjha.com/jokowi-minta-apbn-2022-dirancang-responsif-antisipatif-dan-fleksibel/
[3] 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
[3] https://www.redbolivision.tv.bo/noticia/preocupacion-en-el-pais-por-el-incremento-de-casos-positivos-de-covid-19/
[3] https://news.sky.com/story/covid-19-six-omicron-variant-cases-detected-in-scotland-authorities-say-12482070
[3] http://www.notasdeprensa.es/1231045/el-comercio-local-y-de-proximidad-ganan
[3] https://africaprimenews.com/2021/11/30/news/south-africa-covid-19-vaccine-coverage-among-clothing-textile-workers-nears-80-target-official/
[2] https://dataemia.com/2021/11/28/strong-association-of-angiotensin-converting-enzyme-2-gene-insertion-deletion-polymorphism-with-susceptibility-to-sars-cov-2-hypertension-coronary-artery-disease-and-covid-19-disease-mortality/

Top URLs in Tweet in G2:
[17] https://www.reuters.com/business/healthcare-pharmaceuticals/regeneron-says-covid-19-drug-could-be-less-effective-against-omicron-variant-2021-11-30/?taid=61a6149ea5e4bc0001bdf549&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[14] https://trib.al/fJL1pqA
[12] https://www.reuters.com/world/europe/swiss-voters-trend-towards-backing-governments-covid-19-response-plan-2021-11-28/?taid=61a371a3838dea0001e1c5ba&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[7] https://www.reuters.com/world/europe/forty-two-cases-covid-19-omicron-variant-confirmed-10-eu-states-2021-11-30/?taid=61a615cba5e4bc0001bdf560&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[6] https://www.ndtv.com/delhi-news/covid-19-how-delhi-is-preparing-to-face-omicron-threat-5-points-2630692
[6] http://trib.al/kTQVOSP
[4] https://www.reuters.com/world/europe/austria-confirms-first-case-omicron-covid-19-variant-2021-11-29/?taid=61a4be71a5e4bc0001bdbe37&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://www.reuters.com/business/healthcare-pharmaceuticals/eu-drug-watchdog-chief-could-approve-covid-19-shot-against-new-variant-3-4-2021-11-30/?taid=61a60a11838dea0001e22287&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://www.cnbc.com/2021/11/30/regeneron-says-its-covid-drug-could-be-less-effective-against-omicron.html?utm_content=Main&utm_medium=Social&utm_source=Twitter#Echobox=1638273714
[4] https://nypost.com/2021/11/29/theres-no-safety-in-returning-to-covid-19-lockdowns/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons

Top URLs in Tweet in G4:
[21] https://www.telerama.fr/ecrans/ma-vie-au-poste-covid-19-cnews-revele-que-les-vaccins-tuent-7007432.php
[3] https://www.ouest-france.fr/sante/virus/coronavirus/covid-19-variants-omicron-delta-vaccins-olivier-veran-fait-le-point-sur-la-situation-en-france-9657686a-5038-11ec-85b0-a41f27f99512
[2] https://www.institutjeanlecanuet.org/content/comment-la-crise-de-la-covid-19-interroge-t-elle-le-management
[2] https://www.mdpi.com/2076-393X/9/12/1404
[2] https://www.ncbi.nim.nih.gov/pmc/articles/PMC7664351/
[2] https://www.jci.org/articles/view/140491
[2] https://www.thailandmedical.news/
[2] https://www.has-sante.fr/jcms/p_3302411/fr/covid-19-la-has-recommande-la-vaccination-des-enfants-fragiles
[2] https://www.ouest-france.fr/sante/virus/coronavirus/covid-19-plus-jamais-ca-le-cri-d-alarme-de-l-oms-face-aux-pandemies-6d4227ea-5109-11ec-aefb-38e333a045a2
[2] https://www.ouest-france.fr/normandie/lisieux-14100/covid-19-a-lisieux-deux-classes-fermees-a-l-ecole-jules-verne-1791dbec-51c7-11ec-b8b1-fba408961a05

Top URLs in Tweet in G5:
[3] http://dlvr.it/SDMKbP
[3] https://time.com/5883081/covid-19-transmitted-aerosols/
[2] http://dlvr.it/SDQkH5
[2] https://sandyaveledo.com/seis-muertes-y-600-nuevos-casos-de-covid-19-en-venezuela/
[2] https://valenciainforma.over-blog.com/2021/11/covid-19-presenta-430-mil-696-casos-en-venezuela-con-un-nuevo-reporte-en-carabobo.html
[2] https://sandyaveledo.com/686-nuevos-casos-de-covid-19-fueron-detectados-en-las-ultimas-24-horas/
[2] https://www.abc.net.au/news/2021-06-24/covid-delta-kappa-variant-spread-in-fleeting-moment-nsw-vic/100238680
[2] https://www.tvnz.co.nz/one-news/world/victoria-fighting-fleeting-transmission-records-19-new-covid-cases
[2] https://www.abc.net.au/news/2021-07-17/victoria-lockdown-day-2-concern-over-fleeting-covid-transmission/100300044
[2] https://twitter.com/LuckyCharmMe/status/1417730287954448387

Top URLs in Tweet in G6:
[2] https://therealdeal.com/miami/2019/02/27/apotex-pharmaceuticals-sells-planned-us-hq-in-miramar-at-a-loss-following-founders-mysterious-death/
[2] https://www.statnews.com/2017/06/16/generic-drugs-biosimilars-pharma/
[2] https://www.whitehouse.gov/briefing-room/statements-releases/2021/11/28/readout-of-president-bidens-meeting-with-covid-19-response-team-on-the-omicron-variant/
[2] https://www.nicd.ac.za/diseases-a-z-index/disease-index-covid-19/surveillance-reports/daily-hospital-surveillance-datcov-report/
[2] https://www.thenationalnews.com/coronavirus/2021/11/29/covid-patients-aged-2-and-under-most-likely-to-go-to-hospital-in-south-african-epicentre/
[1] https://nypost.com/2019/12/28/private-investigation-into-murder-of-canadian-billionaire-barry-sherman-called-off/
[1] https://capforcanada.com/the-mysterious-death-of-apotex-founder-barry-sherman-manufacturer-of-covid-19-remedy/
[1] https://www.healthnutnews.com/recap-on-my-unintended-series-the-holistic-doctor-deaths//
[1] https://www.msn.com/en-us/news/us/schism-among-um-doctors-exposed-in-proposed-settlement-over-medicare-fraud-claims/ar-BB1byCcR
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DfuTXlCGjqMc%26feature%3Demb_logo&q=EgS4SO-bGPPdnI0GIhBtC4wFGscYgPdA8w7zEBKTMgFy

Top URLs in Tweet in G7:
[3] https://venezuela-news.com/china-donara-africa-mil-millones-vacunas-para-la-covid-19/
[2] https://www.vtv.gob.ve/unicef-llama-brindar-ayuda-sudafrica-nueva-variante-covid19/
[2] https://www.vtv.gob.ve/lucha-contra-venezuela-contagios-comunitarios-28nov/
[2] https://twitter.com/i/broadcasts/1djGXPzbpQNGZ
[2] https://fusernews.com/venezuela-reporta-650-contagios-por-covid-19-en-las-ultimas-24-horas/
[2] https://twitter.com/avelinosalazar7/status/1465292354756173827
[2] https://teleonce.com/no-se-reportan-muertes-por-covid-19-en-puerto-rico/
[1] https://www.vtv.gob.ve/personas-vacunadas-sputnik-virus-vacuna-nasal/
[1] https://www.telesurtv.net/datafactory/covid/es/indice.html
[1] https://fusernews.com/cinco-ciudades-de-brasil-cancelan-fiestas-de-fin-de-ano-por-covid-19/

Top URLs in Tweet in G8:
[2] https://www.npr.org/2021/11/28/1058988220/once-rare-lung-transplants-for-covid-19-patients-are-rising-quickly?utm_term=nprnews&utm_campaign=npr&utm_medium=social&utm_source=twitter.com
[1] https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-conclude-phase-3-study-covid-19-vaccine
[1] https://www.reuters.com/article/factcheck-italy-deathsnotreduced-idUSL1N2S0014

Top URLs in Tweet in G9:
[3] https://trib.al/l73qyme
[2] https://www.cp24.com/lifestyle/dogs-trained-to-comfort-nervous-people-help-kids-get-covid-19-vaccines-1.5684979
[2] https://www.cp24.com/news/strong-start-more-than-6k-kids-aged-5-11-have-received-covid-19-vaccine-at-city-run-clinics-1.5684815
[2] https://www.foxnews.com/politics/fauci-should-be-fired-after-nih-admits-funding-gain-of-function-research-rand-paul-says?fbclid=IwAR3_TPMk-ZA5zTK7hIDdP8o1KkphQ5sLdiRachbzsSGN04sqkSkmS9wTn-c
[2] https://www.washingtontimes.com/news/2021/nov/29/covid-19-jobless-aid-flowed-abroad-to-enemy-nation/
[2] https://www.nytimes.com/2021/11/29/world/africa/south-africa-omicron-covid.html
[1] https://www.cbc.ca/radio/quirks/snapping-science-male-pregnant-seahorse-placentas-astronauts-in-labrador-and-more-1.6263003/this-canadian-physicist-knew-years-ago-that-infections-like-covid-19-could-be-airborne-1.6263011
[1] https://www.cp24.com/world/dutch-authorities-detect-omicron-covid-19-case-from-prior-to-south-african-discovery-announcement-1.5686782
[1] https://www.lesoleil.com/actualite/covid-19/le-dr-mathieu-bernier-ferme-son-compte-twitter-et-fait-son-mea-culpa-11d703408ae25c4a631cc55694f272b7
[1] https://www.nbcnews.com/data-graphics/covid-19-hospitalizations-rising-south-africas-omicron-hot-spot-rcna6922

Top URLs in Tweet in G10:
[3] https://kpkesihatan.com/2021/11/30/kenyataan-akhbar-kpk-30-november-2021-makluman-awal-jangkitan-kes-covid-19-di-parlimen/
[2] https://protecthealth.com.my
[1] https://www.cnn.com/2021/11/30/europe/covid-vaccine-mandates-austria-europe-cmd-intl/index.html
[1] https://covidnow.moh.gov.my
[1] https://kpkesihatan.com/2021/11/30/kenyataan-akhbar-kpk-30-november-2021-situasi-semasa-jangkitan-penyakit-coronavirus-2019-covid-19-di-malaysia/
[1] https://covidnow.moh.gov.my/
[1] https://t.me/Covid19_MY
[1] https://covid-19.moh.gov.my/reopeningsafely/nts
[1] https://www.astroawani.com/berita-malaysia/malaysia-tuan-rumah-mesyuarat-msc-mengenai-jerebu-2022-333770
[1] https://www.astroawani.com/berita-malaysia/petugas-parlimen-meninggal-dunia-akibat-covid19-pengarah-kesihatan-333578

Top Domains
Top Domains in Tweet in Entire Graph:
[232] twitter.com
[107] reuters.com
[82] bit.ly
[64] sky.com
[54] trib.al
[46] gov.uk
[46] com.br
[43] co.uk
[41] wsj.com
[30] substack.com

Top Domains in Tweet in G1:
[65] twitter.com
[22] com.br
[15] co.uk
[12] gov.uk
[11] wsj.com
[10] rt.com
[9] nhs.uk
[9] sky.com
[8] forbes.com
[8] trib.al

Top Domains in Tweet in G2:
[84] reuters.com
[31] trib.al
[15] wsj.com
[10] bloomberg.com
[10] ndtv.com
[9] nypost.com
[7] cnn.it
[5] reut.rs
[5] cnbc.com
[3] abcn.ws

Top Domains in Tweet in G4:
[21] telerama.fr
[8] ouest-france.fr
[4] rt.com
[2] institutjeanlecanuet.org
[2] mdpi.com
[2] nih.gov
[2] jci.org
[2] thailandmedical.news
[2] twitter.com
[2] has-sante.fr

Top Domains in Tweet in G5:
[6] twitter.com
[5] dlvr.it
[4] sandyaveledo.com
[4] net.au
[3] time.com
[3] over-blog.com
[3] europa.eu
[2] cdc.gov
[2] twentytwo13.my
[2] bit.ly

Top Domains in Tweet in G6:
[4] whitehouse.gov
[3] bit.ly
[2] therealdeal.com
[2] statnews.com
[2] ac.za
[2] cnn.com
[2] thenationalnews.com
[1] nypost.com
[1] capforcanada.com
[1] healthnutnews.com

Top Domains in Tweet in G7:
[18] twitter.com
[5] gob.ve
[3] venezuela-news.com
[3] fusernews.com
[2] teleonce.com
[1] telesurtv.net

Top Domains in Tweet in G8:
[2] npr.org
[1] pfizer.com
[1] reuters.com

Top Domains in Tweet in G9:
[5] cp24.com
[3] trib.al
[2] foxnews.com
[2] washingtontimes.com
[2] nytimes.com
[2] washingtonpost.com
[1] cbc.ca
[1] lesoleil.com
[1] nbcnews.com
[1] dw.com

Top Domains in Tweet in G10:
[4] kpkesihatan.com
[3] gov.my
[2] com.my
[2] astroawani.com
[1] cnn.com
[1] t.me
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[433] covid_19
[407] covid19
[239] omicron
[106] coronavirus
[94] covid
[79] omicronvariant
[54] 44529
[46] 44528
[36] vaccine
[34] congresodeciencia2021



Top Hashtags in Tweet in G1:
[81] covid_19
[72] covid19
[39] omicron
[29] coronavirus
[21] omicronvariant
[19] covid
[18] وزارة_الصحة
[16] فيروس_كورونا_المستجدّ
[10] corona
[9] covidvariant

Top Hashtags in Tweet in G2:
[16] omicron
[6] 28novembre
[5] covid19
[4] lausanne
[3] omicronvariant
[3] turkey
[2] vaccine
[2] bengaluru
[2] covid
[2] china

Top Hashtags in Tweet in G4:
[72] covid_19
[25] omicron
[6] update
[5] valneva
[5] covid19
[4] balancetonavc
[4] balancetoninfarctus
[4] balancetathrombose
[3] monde
[3] mariomonti

Top Hashtags in Tweet in G5:
[13] covid19
[5] covid_19
[3] cleanairholidays
[3] économie
[3] cicg
[3] health
[2] varianteómicron
[2] 11/29/2021 12:00:00 AM
[2] omicron
[2] vaccinequity

Top Hashtags in Tweet in G6:
[9] omicron
[5] covid19
[2] omicronvariant
[2] resettleeritreanrefugees
[2] covid
[1] solidaridadconalexsaab
[1] freealexsaab

Top Hashtags in Tweet in G7:
[29] congresodeciencia2021
[25] usemoseltapaboca
[24] 11/28/2021 12:00:00 AM
[14] cuidatusalud
[10] deinterés
[7] porunseguromássocial
[6] balancecovid19
[6] atención
[6] covid_19
[4] 11/30/2021 12:00:00 AM

Top Hashtags in Tweet in G9:
[2] deltavariant
[2] omicronvariant
[2] covid19
[2] omicron
[1] covid19aus
[1] freedomjab
[1] covid_19

Top Hashtags in Tweet in G10:
[17] menangbersama
[14] covid19malaysia
[11] klceria
[11] kitajagakita
[10] lindungdirilindungsemua
[10] kitamestimenang
[10] covid19
[7] jabatanpenerangan
[7] kualalumpur
[6] keluargamalaysia

Top Words
Top Words in Tweet in Entire Graph:
[6988] covid
[6662] 19
[1049] omicron
[949] variant
[548] vaccine
[433] #covid_19
[407] #covid19
[390] cases
[370] variante
[353] contra

Top Words in Tweet in G1:
[1113] covid
[1090] 19
[182] omicron
[142] variant
[81] #covid_19
[80] vaccine
[72] #covid19
[72] حالة
[68] 2021
[66] cases

Top Words in Tweet in G2:
[306] covid
[296] 19
[157] variant
[133] omicron
[66] reuters
[52] effective
[51] against
[36] wsj
[35] fauci
[34] less

Top Words in Tweet in G3:
[232] ภาพท
[232] เราปล
[232] อยวางไม
[232] ได
[232] เลยค
[232] อภาพท
[232] ช
[232] อ
[232] ค
[232] ณยายบ

Top Words in Tweet in G4:
[87] covid
[79] 19
[72] #covid_19
[70] yvespdb
[68] plusieurs
[66] contre
[65] immunité
[63] votre
[63] naturelle
[62] années

Top Words in Tweet in G5:
[84] covid
[84] 19
[22] variants
[18] africa
[17] labelled
[17] penalized
[17] occur
[17] randomly
[17] elsewhere
[16] akin_adesina

Top Words in Tweet in G6:
[83] covid
[77] 19
[29] potus
[26] dr
[24] variant
[21] omicron
[20] south
[19] fauci
[19] africa
[17] presssec

Top Words in Tweet in G7:
[156] covid
[156] 19
[51] prevención
[51] cuidémonos
[47] nicolasmaduro
[45] casos
[44] vtvcanal8
[39] medidas
[37] venezuela
[33] pandemia

Top Words in Tweet in G8:
[5] covid
[5] 19
[4] basil_ireton
[4] death
[3] tonyhinton2016
[3] catvaxlax
[2] oscarswild1
[2] 4clearsky
[2] narvuntien
[2] jimdtweet

Top Words in Tweet in G9:
[107] covid
[89] 19
[45] those
[44] aged
[43] makes
[43] vaccination
[42] breaking
[42] greece
[42] legally
[42] mandatory

Top Words in Tweet in G10:
[153] 19
[150] covid
[57] sf9
[56] kes
[55] members
[54] tested
[54] negative
[47] test
[46] notice
[45] result

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6451] covid,19
[368] omicron,variant
[293] 19,vaccine
[266] contra,covid
[246] 19,variant
[232] ภาพท,เราปล
[232] เราปล,อยวางไม
[232] อยวางไม,ได
[232] ได,เลยค
[232] เลยค,อภาพท

Top Word Pairs in Tweet in G1:
[1062] covid,19
[53] omicron,variant
[44] contra,covid
[41] 19,vaccine
[36] 19,variant
[34] lt,gt
[24] 19,omicron
[24] 19,vaccines
[19] 19,cases
[19] nueva,variante

Top Word Pairs in Tweet in G2:
[294] covid,19
[77] omicron,variant
[55] 19,variant
[44] effective,against
[35] against,omicron
[33] less,effective
[24] south,africa
[24] omicron,covid
[22] regeneron,covid
[22] 19,drug

Top Word Pairs in Tweet in G3:
[232] ภาพท,เราปล
[232] เราปล,อยวางไม
[232] อยวางไม,ได
[232] ได,เลยค
[232] เลยค,อภาพท
[232] อภาพท,ช
[232] ช,อ
[232] อ,ค
[232] ค,ณยายบ
[232] ณยายบ,ว

Top Word Pairs in Tweet in G4:
[79] covid,19
[63] votre,immunité
[63] immunité,naturelle
[62] #covid_19,votre
[62] plusieurs,années
[40] semblerait,lorsque
[40] lorsque,attrapez
[40] attrapez,#covid_19
[40] naturelle,dure
[40] dure,plusieurs

Top Word Pairs in Tweet in G5:
[81] covid,19
[18] 19,variants
[17] labelled,penalized
[17] occur,randomly
[17] randomly,elsewhere
[16] africa,labelled
[16] penalized,covid
[16] variants,mutations
[16] mutations,occur
[15] akin_adesina,africa

Top Word Pairs in Tweet in G6:
[69] covid,19
[18] dr,fauci
[17] south,africa
[16] potus,using
[16] using,tool
[16] tool,disposal
[16] disposal,fight
[16] fight,inflation
[16] inflation,lower
[16] lower,prices

Top Word Pairs in Tweet in G7:
[156] covid,19
[33] prevención,clave
[33] clave,frenar
[33] frenar,cadena
[33] 19,cumple
[29] cuidémonos,prevención
[29] cadena,contagio
[29] contagio,covid
[25] cumple,medidas
[24] nuevas,variantes

Top Word Pairs in Tweet in G8:
[5] covid,19
[2] 4clearsky,narvuntien
[2] jimdtweet,bubbasranch
[2] bubbasranch,johndublin10
[2] johndublin10,kenneth72712993
[2] kenneth72712993,moderna5g_666
[2] moderna5g_666,amcelha3
[2] amcelha3,sandcastle1975
[2] sandcastle1975,ingersolrobert
[2] bolzmannmichael,rln_nelson

Top Word Pairs in Tweet in G9:
[88] covid,19
[42] breaking,greece
[42] greece,makes
[42] makes,covid
[42] 19,vaccination
[42] vaccination,legally
[42] legally,mandatory
[42] mandatory,those
[42] those,aged
[42] aged,60

Top Word Pairs in Tweet in G10:
[149] covid,19
[54] tested,negative
[53] sf9,members
[45] negative,result
[45] result,covid
[45] 19,test
[44] sf9__unofficial,notice
[44] notice,sf9
[44] members,staffs
[44] staffs,tested

Top Replied-To
Top Replied-To in Entire Graph:
@karl_lauterbach
@csholmq
@drericding
@skynews
@ericgarland
@stantonwidow151
@nedelecmarc3
@cryptotownama
@vtmnieuws
@cspanwj

Top Replied-To in G2:
@wsj
@thehill
@merck

Top Replied-To in G4:
@txipironcito
@yvespdb
@idrissaberkane
@aldosterone111

Top Replied-To in G5:
@regsprecher
@jenniferlsimon1
@landnoli
@benkendilluca
@who
@anderson_cwb198
@azerty75_
@jljcolorado
@ecdc_eu

Top Replied-To in G6:
@drericding
@cspanwj
@margbrennan
@flotus
@secretarypete
@thedemocrats
@douglasemhoff
@sensanders
@ewarren
@tim_cook

Top Replied-To in G7:
@seniat_oficial
@dcabellor
@vtvcanal8

Top Replied-To in G8:
@oscarswild1
@celticmoonlite
@richard87114520
@4clearsky
@basil_ireton
@thecatjungle

Top Replied-To in G9:
@ragesheen
@postopinions
@washingtonpost
@washtimes
@milkmoustachez
@kate_cole_
@havenaar64
@vetustioribus
@johlyp

Top Replied-To in G10:
@jpenerangan

Top Mentioned
Top Mentioned in Entire Graph:
@rabaai
@yvespdb
@reuters
@nicolasmaduro
@aespresso_sm
@sf9__unofficial
@vtvcanal8
@bnodesk
@governoma
@progintl

Top Mentioned in G1:
@hiremaidea
@twitpollnl
@feedynewsbr
@healthy74185112
@jul101vie
@mikedk
@mustafaekin
@irishtimesworld

Top Mentioned in G2:
@reuters
@wsj
@business
@abc
@cnn
@nbcnews
@unicef
@nypost
@ndtv
@thehill

Top Mentioned in G3:
@rabaai

Top Mentioned in G4:
@yvespdb
@medic4allhuman
@rtenfrancais
@txipironcito
@bell00david
@banounhelene
@upr_asselineau
@sarah41659531
@afp
@ouestfrance

Top Mentioned in G5:
@who
@akin_adesina
@drtedros
@cyrilramaphosa
@minsaludcol
@mvankerkhove
@cdcgov
@el_carabobeno
@fruizgomez
@valenciahoy

Top Mentioned in G6:
@potus
@presssec
@drericding
@whitehouse
@statedept
@facethenation
@joebiden
@newday
@joncoopertweets
@dadakim

Top Mentioned in G7:
@nicolasmaduro
@vtvcanal8
@seniat_oficial
@dcabellor
@amabdel1973
@anadelbetancour
@antonio57273710
@edelyisarivas
@magagutierrezv
@apeaelamparo

Top Mentioned in G8:
@basil_ireton
@tonyhinton2016
@catvaxlax
@narvuntien
@jimdtweet
@bubbasranch
@johndublin10
@kenneth72712993
@moderna5g_666
@amcelha3

Top Mentioned in G9:
@bnodesk
@schuhart_red
@cp24
@mtosterholm
@cenaorg
@greghuntmp
@jonlemire
@morning_joe
@cmq_org
@washingtonpost

Top Mentioned in G10:
@sf9__unofficial
@hishammuddinh2o
@japenwpkl
@firdausazil
@bernamadotcom
@dghisham
@jpenerangan
@twinkyxstar
@kkmputrajaya
@501awani

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@infoitinterno
@jornalistavitor
@el_cooperante
@cryptotraderpro
@threadreaderapp
@sunoticiero
@danielpilotte1

Top Tweeters in G1:
@infoitinterno
@cryptotraderpro
@sunoticiero
@sportsbookbtc
@kompascom
@berkleybearnews
@eluniversal
@andyvermaut
@elpoliticonews
@radioelshinta

Top Tweeters in G2:
@chris_1791
@world_news_eng
@eggry
@thehill
@ndtv
@govkhan
@reuters
@habbradley
@business
@viriyabot

Top Tweeters in G3:
@ahrerere
@mooningdude26
@itsmepppya
@i_warisara
@fernpcvs
@nooksjtao
@_kkeaw
@ohheyits9
@yoongibam9793
@vwming17

Top Tweeters in G4:
@lagrosta
@elisahk92
@sandoly
@breizh2008
@fourchetchristi
@mfennormandie
@ouestfrance
@yvespdb
@diabolo741
@m75sylvie

Top Tweeters in G5:
@la_patilla
@cnnnews18
@emccoy_writer
@helenabuckartt
@nytimes
@construyenpais
@el_carabobeno
@landnoli
@susanagarzon3
@valenciahoy

Top Tweeters in G6:
@geeoharee
@midusamom
@ntn24ve
@b52malmet
@grigg_dana
@joncoopertweets
@goatrancenet
@margaret_aduffy
@lovingvoltrav
@vozdeamerica

Top Tweeters in G7:
@telesurtv
@vtvcanal8
@actualidadrt
@hurtadonorlix
@avelinosalazar7
@leonardoglrnd
@elias_cabeza
@ninesterling
@rubendel77
@elianellymarval

Top Tweeters in G8:
@saffiya_khan1
@spoonhead8
@_mamadeb
@tony__heller
@robmeekel
@oscarswild1
@monstercoyliar
@kath2cats
@the_ouroboros__
@chimera414

Top Tweeters in G9:
@silvrib
@avonan
@washingtonpost
@sacarlin48
@mig30m6
@peradventur3
@faully33
@havenaar64
@washtimes
@prettycgll

Top Tweeters in G10:
@ppearnchp
@imrmyr
@501awani
@bernamadotcom
@wanmursyidah
@tuya_yong
@shaq_131
@belldrxcx95_
@fakrymirza
@norworrr