COVID-19, Twitter, 10/28/2021 8:05:42 AM, 264962


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COVID-19_2021-10-28_00-00-01.xlsx
COVID-19_2021-10-28_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3bi9EZR
@drcharlesl
@youtube
@rwmalonemd
@jamesmelville
@helmets_the
@danielfooksart
@tonys121212
@thestaravenger
@doctormacias
@robertkennedyjr

Top hashtags:
#covid_19
#covid19
#covid
#coronavirus
#26ekim2021
#ugmoving4wd
#44496

Description:
Description
The graph represents a network of 10,370 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, 28 October 2021 at 07:23 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 6-minute period from Monday, 25 October 2021 at 12:11 UTC to Wednesday, 27 October 2021 at 12:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 10370
Unique Edges : 5661
Edges With Duplicates : 11720
Total Edges : 17381
Number of Edge Types : 5
Retweet : 5127
MentionsInRetweet : 6008
Tweet : 3620
Mentions : 2143
Replies to : 483
Self-Loops : 3670
Reciprocated Vertex Pair Ratio : 0.00807553733383029
Reciprocated Edge Ratio : 0.0160216909046093
Connected Components : 3311
Single-Vertex Connected Components : 1239
Maximum Vertices in a Connected Component : 557
Maximum Edges in a Connected Component : 1335
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 7.002102
Graph Density : 7.54604468311216E-05
Modularity : 0.544182
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,370 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, 28 October 2021 at 07:23 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 6-minute period from Monday, 25 October 2021 at 12:11 UTC to Wednesday, 27 October 2021 at 12:17 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : COVID-19
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://news.abs-cbn.com/news/10/25/21/list-covid-19-vaccines-recommended-for-booster-shots
[14] https://pubmed.ncbi.nlm.nih.gov/34656887/
[14] https://www.abc4.com/news/local-news/draper-teenager-hospitalized-with-blood-clots-after-covid-19-vaccine-shot/
[12] https://www.science.org/content/article/could-certain-covid-19-vaccines-leave-people-more-vulnerable-aids-virus?cookieSet=1
[10] https://sharylattkisson.com/2021/10/cdc-hiding-the-number-of-naturally-immune-to-covid-19/
[10] https://www.theepochtimes.com/health-care-workers-speak-out-on-why-they-would-rather-lose-their-jobs-than-take-a-covid-19-vaccine_4065164.html
[10] https://exame.com/ciencia/algumas-vacinas-contra-a-covid-19-podem-aumentar-o-risco-de-hiv/
[10] https://covidnow.moh.gov.my
[10] https://revistaoeste.com/brasil/6-estados-brasileiros-nao-registraram-relacionadas-a-covid-19-nas-ultimas-24h/
[9] https://jovempan.com.br/noticias/mundo/donald-trump-publica-mensagem-de-apoio-a-jair-bolsonaro-apos-relatorio-da-cpi-da-covid-19.html

Top URLs in Tweet in G1:
[6] https://www.city.kimitsu.lg.jp/site/covid-19-info/42357.html
[4] https://www.instagram.com/accounts/login/
[4] https://www.poandpo.com/
[3] https://pt.granma.cu/cuba/2021-10-26/a-partir-desta-semana-convalescentes-da-covid-19-que-receberam-alta-medica-entre-25-de-julho-e-31-de-agosto-serao-vacinados
[3] https://www.theepochtimes.com/mkt_morningbrief/health-care-workers-speak-out-on-why-they-would-rather-lose-their-jobs-than-take-a-covid-19-vaccine_4065164.html
[3] http://S.Africa
[3] https://www.huffpost.com/entry/fox-news-neil-cavuto-covid-19-vaccine-threats_n_6178ef67e4b010d93317bde7
[3] https://www.univision.com/noticias/en-un-minuto-la-vacuna-contra-el-covid-19-para-ninos-de-5-a-11-anos-ya-esta-mas-cerca-de-ser-aprobada-video?utm_campaign=UniNoticias&utm_medium=social&utm_source=twitter
[3] https://www.greenvilleonline.com/restricted/?return=https:%2F%2Fwww.greenvilleonline.com%2Fstory%2Fnews%2Flocal%2Fsouth-carolina%2F2021%2F10%2F27%2Fsouth-carolina-economy-rebound-covid-federal-stimulus-money%2F6054448001%2F
[2] https://www.gob.cl:443/yomevacuno

Top URLs in Tweet in G2:
[4] https://twitter.com/i/broadcasts/1RDGlgVnYmdKL
[4] https://bit.ly/3GpblTK
[4] https://www.vtv.gob.ve/dia-590-lucha-contra-covid-19-venezuela-26102021/
[3] https://twitter.com/i/broadcasts/1yoJMWvZmRoKQ
[3] https://cutt.ly/HRSKDNR
[3] https://www.vtv.gob.ve/dia-589-lucha-contra-covid-19-venezuela-25102021/
[2] https://bit.ly/3vGoanw
[2] https://www.vtv.gob.ve/dia-588-lucha-contra-covid-19-venezuela-24102021/
[2] https://fusernews.com/aumentan-casos-de-tics-nerviosos-entre-usuarios-de-tiktok/
[2] https://twitter.com/i/broadcasts/1RDGlgVnYmdKL?t=1h2m21s

Top URLs in Tweet in G3:
[3] https://news.sky.com/story/england-and-wales-records-more-than-70-000-excess-deaths-in-private-homes-since-start-of-covid-19-pandemic-12420482
[2] https://www.insider.com/spain-reimburse-those-fined-for-violating-covid-19-lockdown-rules-2021-10
[1] https://news.sky.com/story/england-and-wales-records-more-than-70000-excess-deaths-in-private-homes-since-start-of-covid-19-pandemic-12420482
[1] https://www.youtube.com/watch?v=mP9iHyj1uiU&feature=youtu.be

[1] https://ia801405.us.archive.org/8/items/Gene-Therapy/2021-10-01_a_report_on_myocarditis_adverse_events_in_the_U.S._vaccine_adverse_events_reporting_system_%28VAERS%29_in_association_with_COVID-19_injectable_biological_products.pdf
[1] https://www.bmj.com/content/372/bmj.n623
[1] https://twitter.com/educationgovuk/status/1452168017039724544

Top URLs in Tweet in G4:
[1] https://twitter.com/dfefiercefun/status/1453158296924274694
[1] http://bkp.hasil.gov.my
[1] https://bit.ly/3CksX0L
[1] https://econ.st/2XL7YVL
[1] https://econ.trib.al/5Uq2LbB

Top URLs in Tweet in G5:
[4] https://lopezdoriga.com/nacional/mexico-covid-19-coronavirus-pandemia-epidemia-25-10-2021/
[3] https://www.gob.mx/salud/prensa/llegan-6-4-millones-de-vacunas-sputnik-v-contra-covid-19
[3] https://www.youtube.com/watch?v=74GTZeuc_yI&feature=youtu.be

[2] https://www.youtube.com/watch?v=Xz7-SnH9HcU&feature=youtu.be

[2] https://shop.everydoctor.org.uk/
[2] https://www.youtube.com/watch?v=ozLHYKAWCWo&feature=youtu.be

[2] https://www.youtube.com/watch?v=P5qkij9i7qY&feature=youtu.be

[2] https://www.youtube.com/watch?v=iIQDQL7D5AM&feature=youtu.be

[2] https://www.youtube.com/watch?v=U9Xz8B_6qdw&feature=youtu.be

[2] https://www.youtube.com/watch?v=YfyInXMUyp4&feature=youtu.be


Top URLs in Tweet in G6:
[7] http://trib.al/vRXiJfD
[4] https://bc.ctvnews.ca/b-c-students-say-universities-haven-t-done-covid-19-testing-on-unvaccinated-as-promised-1.5638206
[4] http://trib.al/E2rUVQJ
[3] https://www.cp24.com/news/public-school-students-and-staff-now-account-for-36-per-cent-of-ontario-s-active-covid-19-cases-1.5637158
[3] https://ft.trib.al/edl1K2F
[3] https://www.bloomberg.com/news/articles/2021-09-07/how-delta-is-bolstering-the-case-for-covid-boosters-quicktake?sref=Yg3sQEZ2&utm_campaign=socialflow-organic&utm_content=business&cmpid=socialflow-twitter-business&utm_source=twitter&utm_medium=social
[2] https://www.cp24.com/news/covid-cases-in-schools-and-child-care-centres-are-declining-but-now-make-up-nearly-45-per-cent-of-ontario-s-active-caseload-1.5638825
[2] https://www.amazon.com/
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/merck-signs-pact-broaden-generic-manufacturing-covid-19-pill-2021-10-27/?taid=61792db70fbc4500016cfc4b&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter
[2] https://www.gmanetwork.com/news/news/nation/808456/lgu-officials-may-be-liable-for-wasted-covid-19-vaccines-dilg/story/

Top URLs in Tweet in G7:
[2] http://www.nhs.uk/WinterVaccinations
[2] https://bit.ly/3Bs2mh3
[2] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/coronavirus-booster-vaccine/
[2] https://www.who.int/publications/m/item/council-brief-no-2
[1] https://www.theguardian.com/world/2021/oct/27/nhs-test-and-trace-failed-its-main-objective-says-spending-watchdog
[1] http://www.nhs.uk/NHSCovidPass
[1] https://www.ft.com/content/47582a7a-7370-4e2e-9d2e-fa1ea4a3db6c
[1] https://www.youtube.com/watch?v=IoKSxqw4tBY&feature=youtu.be

[1] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/book-coronavirus-vaccination/book-or-manage-a-1st-or-2nd-dose-of-the-coronavirus-covid-19-vaccination/
[1] https://www.who.int/news/item/11-10-2021-who-s-10-calls-for-climate-action-to-assure-sustained-recovery-from-covid-19

Top URLs in Tweet in G8:
[11] https://pubmed.ncbi.nlm.nih.gov/34656887/
[1] https://www.theepochtimes.com/health-care-workers-speak-out-on-why-they-would-rather-lose-their-jobs-than-take-a-covid-19-vaccine_4065164.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://journals.sagepub.com/doi/10.1177/10760296211048815
[1] https://bmcneurol.biomedcentral.com/articles/10.1186/s12883-021-02427-x
[1] https://link.springer.com/article/10.1007%2Fs00414-021-02706-9
[1] https://edition.cnn.com/2021/10/26/health/covid-19-young-kids-vaccine-fda-discussion/index.html
[1] https://radioszczecin.pl/1,430448,mozna-zaszczepic-sie-przy-cmentarzu-centralnym-w
[1] https://wolnemedia.net/po-szczepionce-mozesz-nie-odzyskac-pelnej-odpornosci/

Top URLs in Tweet in G9:
[2] https://covid-19.cochrane.org/studies/crs-13478000
[1] https://www.newsmax.com/politics/private-businesses-vaccine-mandate-biden/2021/10/25/id/1041886/
[1] https://www.newsmax.com/newsfront/Raytheon/2021/10/26/id/1042058/
[1] https://brownstone.org/articles/79-research-studies-affirm-naturally-acquired-immunity-to-covid-19-documented-linked-and-quoted/
[1] https://pubmed.ncbi.nlm.nih.gov/33113270/
[1] https://www.geertvandenbossche.org/post/why-are-the-current-covid-19-mass-vaccinations-to-be-considered-a-public-health-experiment
[1] https://childrenshealthdefense.org/about-us/sign-up/?utm_source=BKtwitter&utm_medium=defender
[1] https://childrenshealthdefense.org/defender/fda-risk-benefit-analysis-pfizer-children-covid-vaccine/
[1] https://cfjctoday.com/2021/10/21/covid-19-cases-continue-to-spread-from-blue-grotto-concert-owner-will-close-for-a-few-days/#.YXXGsYghzLQ.twitter
[1] https://www.dailymail.co.uk/health/article-10116783/Sweden-extends-pause-Modernas-COVID-19-vaccine-young-people-30.html

Top URLs in Tweet in G10:
[1] https://timesofindia.indiatimes.com/blogs/narendra-modis-blog/team-india-responding-to-adversity-with-achievement/
[1] https://timesofindia.indiatimes.com/india/g20-ministers-rush-to-finalise-pandemic-prevention-fund/articleshow/87295078.cms
[1] https://websummit.com/blog/medtech-startups
[1] https://www.dnaindia.com/india/report-covid-19-third-wave-new-ay42-variant-detected-in-these-states-centre-springs-into-action-2917172?UTM_SRC=breakingnews
[1] https://twitter.com/timesofindia/status/1452595825545146368
[1] https://tatsatchronicle.com/adityanath-said-the-up-government-will-begin-delivering-tablets-and-cellphones-to-young-people-by-the-end-of-november/
[1] https://tatsatchronicle.com/in-fy21-vedanta-social-development-activities-impacted-4-23-crore-individuals/
[1] https://www.state.gov/secretary-blinkens-call-with-norwegian-foreign-minister-huitfeldt/
[1] https://travel.state.gov/content/travel/en/international-travel/emergencies/covid-19-faqs-for-travel-to-the-us-information.html
[1] https://bit.ly/3CfLhYI

Top Domains
Top Domains in Tweet in Entire Graph:
[181] twitter.com
[89] bit.ly
[79] com.br
[75] youtube.com
[52] theepochtimes.com
[44] ctvnews.ca
[40] co.uk
[37] reuters.com
[36] trib.al
[35] nhs.uk

Top Domains in Tweet in G1:
[58] twitter.com
[22] com.br
[16] theepochtimes.com
[14] facebook.com
[11] go.id
[11] youtube.com
[11] yahoo.com
[9] blogspot.com
[8] reuters.com
[8] com.ar

Top Domains in Tweet in G2:
[13] gob.ve
[10] twitter.com
[9] bit.ly
[3] cutt.ly
[3] youtube.com
[2] fusernews.com
[1] facebook.com

Top Domains in Tweet in G3:
[4] sky.com
[2] insider.com
[1] youtube.com
[1] archive.org
[1] bmj.com
[1] twitter.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] gov.my
[1] bit.ly
[1] econ.st
[1] trib.al

Top Domains in Tweet in G5:
[28] youtube.com
[6] lopezdoriga.com
[3] gob.mx
[2] twitter.com
[2] org.uk
[1] nejm.org
[1] deplatformdisease.com
[1] politico.mx
[1] reuters.com
[1] 24-horas.mx

Top Domains in Tweet in G6:
[22] trib.al
[21] ctvnews.ca
[12] wsj.com
[9] reuters.com
[7] bloomberg.com
[6] cp24.com
[3] sky.com
[3] gmanetwork.com
[3] merck.com
[3] blogspot.com

Top Domains in Tweet in G7:
[7] nhs.uk
[3] who.int
[2] bit.ly
[2] co.uk
[2] wto.org
[1] theguardian.com
[1] ft.com
[1] youtube.com
[1] africakicksoutwildpolio.com
[1] covid19taskforce.com

Top Domains in Tweet in G8:
[11] nih.gov
[1] theepochtimes.com
[1] sagepub.com
[1] biomedcentral.com
[1] springer.com
[1] cnn.com
[1] radioszczecin.pl
[1] wolnemedia.net

Top Domains in Tweet in G9:
[2] newsmax.com
[2] cochrane.org
[2] childrenshealthdefense.org
[1] brownstone.org
[1] nih.gov
[1] geertvandenbossche.org
[1] cfjctoday.com
[1] co.uk
[1] lecourrierdesstrateges.fr

Top Domains in Tweet in G10:
[2] indiatimes.com
[2] tatsatchronicle.com
[2] state.gov
[1] websummit.com
[1] dnaindia.com
[1] twitter.com
[1] bit.ly
[1] linktr.ee

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[496] covid_19
[390] covid19
[137] covid
[92] coronavirus
[59] 26ekim2021
[38] ugmoving4wd
[37] 44496
[36] vacunandonospuebloquevence
[34] digamospresente
[32] 44495



Top Hashtags in Tweet in G1:
[118] covid_19
[59] covid19
[35] covid
[32] coronavirus
[17] news
[9] dataanalysis
[9] datascience
[9] analytics
[9] data
[8] vaccine

Top Hashtags in Tweet in G2:
[29] digamospresente
[28] entérate
[25] 10/27/2021 12:00:00 AM
[22] covid_19
[18] flexibilizaciónconsciente
[16] fanb
[16] covid19
[15] venezuela
[13] venezuelasevacuna
[12] esnoticia

Top Hashtags in Tweet in G3:
[4] covid_19
[3] novaccinepassports
[2] downingstreetbriefing
[1] covid19
[1] nogreenpass
[1] novaccinemandates

Top Hashtags in Tweet in G4:
[1] klcc

Top Hashtags in Tweet in G5:
[12] rockindiepunkmetal
[12] spotify
[11] covid_19
[9] mañanera
[8] rtitbot
[7] news
[7] deezer
[6] sharepartymg
[6] youtube
[6] rtartboost

Top Hashtags in Tweet in G6:
[5] covid19
[4] arrivecan
[4] 10/26/2021 12:00:00 AM
[4] covid_19
[3] antiviral
[1] imgrundinsights
[1] covid
[1] pmqs
[1] thefinalword

Top Hashtags in Tweet in G7:
[23] covid19
[8] covid_19
[6] indiafightscorona
[4] staysafe
[3] travel
[3] covidappropriatebehaviour
[3] unite2fightcorona
[3] coronavirusupdates
[2] cronavirusupdate
[2] climatechange

Top Hashtags in Tweet in G8:
[15] covidvaccine
[2] covidvaccination
[1] arrestfauci
[1] vaccination

Top Hashtags in Tweet in G9:
[14] covid19
[13] controcorrente
[13] curedomiciliari
[11] covid_19
[11] covid
[6] meluzzi
[5] stramezzi
[5] pregliasco
[2] tagadala7
[2] borgonovo

Top Hashtags in Tweet in G10:
[8] covid_19
[5] vaccinecentury
[3] onlineexamforcbseandicse
[3] unday
[2] covid19
[2] icsegoonline
[2] onlineexamsforcbseandicse
[2] tatsatchronicle
[2] bengaluru
[2] governmentschool

Top Words
Top Words in Tweet in Entire Graph:
[7101] covid
[6649] 19
[721] vaccine
[655] contra
[496] #covid_19
[469] pandemic
[413] more
[392] #covid19
[387] people
[386] health

Top Words in Tweet in G1:
[1192] covid
[1156] 19
[118] #covid_19
[108] vaccine
[84] contra
[76] cases
[75] 2021
[60] health
[59] #covid19
[57] vaccines

Top Words in Tweet in G2:
[201] covid
[188] 19
[100] contra
[74] nicolasmaduro
[68] vacunación
[64] medidas
[61] pueblo
[60] venezuela
[54] venezolano
[52] contagios

Top Words in Tweet in G3:
[143] covid
[103] excess
[80] 19
[78] deaths
[59] home
[57] drcharlesl
[56] jamesmelville
[44] essexpr
[44] non
[43] 935

Top Words in Tweet in G4:
[160] 19
[159] covid
[146] malaysia
[140] german
[140] living
[140] proudly
[140] knowing
[140] country
[140] went
[140] during

Top Words in Tweet in G5:
[122] covid
[120] 19
[57] doctormacias
[42] contra
[38] muchos
[30] youtube
[25] 11
[23] llegar
[22] etapa
[22] epidémica

Top Words in Tweet in G6:
[157] covid
[148] 19
[27] vaccine
[26] cases
[23] merck
[19] health
[19] wsj
[19] pill
[18] bolsonaro
[17] china

Top Words in Tweet in G7:
[68] 19
[66] covid
[29] test
[27] dido
[27] harding
[27] trace
[27] achieved
[27] main
[27] objective
[27] help

Top Words in Tweet in G8:
[100] covid
[97] 19
[86] children
[46] 000
[43] drdavidsamadi
[40] data
[39] cdc
[39] kylenabecker
[39] 143
[39] deaths

Top Words in Tweet in G9:
[74] covid
[72] 19
[46] lose
[28] vaccine
[28] rwmalonemd
[26] risk
[23] people
[22] unvaccinated
[22] more
[22] livelihoods

Top Words in Tweet in G10:
[32] covid
[30] 19
[10] narendramodi
[9] take
[8] world
[8] foreign
[8] #covid_19
[7] indian
[7] cooperation
[7] pmoindia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6429] covid,19
[492] contra,covid
[392] 19,vaccine
[289] 19,pandemic
[209] during,covid
[153] 19,vaccines
[140] german,living
[140] living,proudly
[140] proudly,malaysia
[140] malaysia,knowing

Top Word Pairs in Tweet in G1:
[1116] covid,19
[74] contra,covid
[66] 19,vaccine
[37] 19,vaccines
[30] 19,pandemic
[27] 19,cases
[26] 19,booster
[22] от,covid
[20] booster,shots
[19] #covid,19

Top Word Pairs in Tweet in G2:
[186] covid,19
[77] contra,covid
[54] pueblo,venezolano
[43] lucha,contra
[34] medidas,bioseguridad
[29] nuevos,contagios
[29] prevención,clave
[26] contagio,covid
[25] gobierno,bolivariano
[25] cuidémonos,prevención

Top Word Pairs in Tweet in G3:
[73] covid,19
[48] excess,deaths
[45] deaths,home
[43] 935,excess
[43] home,latest
[43] latest,week
[43] week,ons
[43] ons,released
[43] released,47
[43] 47,covid

Top Word Pairs in Tweet in G4:
[159] covid,19
[140] german,living
[140] living,proudly
[140] proudly,malaysia
[140] malaysia,knowing
[140] knowing,country
[140] country,went
[140] went,during
[140] during,covid
[140] 19,pandemic

Top Word Pairs in Tweet in G5:
[120] covid,19
[22] epidémica,covid
[21] etapa,epidémica
[21] 19,llegar
[21] llegar,fin
[21] fin,pronto
[21] pronto,muchos
[21] muchos,países
[21] países,significaría
[21] significaría,entrada

Top Word Pairs in Tweet in G6:
[148] covid,19
[22] 19,vaccine
[20] 19,cases
[17] president,jair
[17] jair,bolsonaro
[9] portugal,learning
[9] learning,live
[9] live,virus
[9] virus,being
[9] being,watched

Top Word Pairs in Tweet in G7:
[61] covid,19
[27] dido,harding
[27] harding,test
[27] test,trace
[27] trace,achieved
[27] achieved,main
[27] main,objective
[27] objective,help
[27] help,break
[27] break,chains

Top Word Pairs in Tweet in G8:
[97] covid,19
[38] based,cdc
[38] cdc,data
[38] data,children
[38] children,lt
[38] lt,12
[38] 12,years
[38] years,age
[38] age,143
[38] 143,covid

Top Word Pairs in Tweet in G9:
[72] covid,19
[22] unvaccinated,people
[22] people,more
[22] more,lose
[22] lose,livelihoods
[22] livelihoods,lose
[22] lose,lives
[22] lives,due
[22] due,covid
[21] robber_baron_,unvaccinated

Top Word Pairs in Tweet in G10:
[29] covid,19
[6] cmofficeup,myogiadityanath
[6] myogiadityanath,hon
[6] hon,sir
[6] sir,best
[6] best,regards
[6] regards,gentle
[6] gentle,reminder
[6] reminder,covid
[6] 19,related

Top Replied-To
Top Replied-To in Entire Graph:
@cmofficeup
@zimbird
@novanthealth
@poulin2012
@gregabbott_tx
@lopezobrador_
@natybolsomini
@who
@rconstantino
@null

Top Replied-To in G2:
@cubacooperaven
@seniat_oficial
@cdidra_kellyann
@nicolasmaduro

Top Replied-To in G3:
@essexpr
@jamie_saris
@landrights4all
@nderssond
@jamesmelville

Top Replied-To in G4:
@newsbfm

Top Replied-To in G5:
@hlgatell
@chrissyhowell16

Top Replied-To in G6:
@reuters
@thehill
@business
@reuters_health
@cp24
@peterstefanovi2

Top Replied-To in G7:
@who
@reicherstephen

Top Replied-To in G9:
@rwmalonemd

Top Replied-To in G10:
@cmofficeup
@pmoindia
@drtngiri1

Top Mentioned
Top Mentioned in Entire Graph:
@christianwaech2
@nicolasmaduro
@drcharlesl
@doctormacias
@jamesmelville
@mikito_777
@translatingtxt
@drdavidsamadi
@quebrandootabu
@essexpr

Top Mentioned in G1:
@mallorcainforma
@feedynewsbr
@hiremaidea
@ssaconcagua
@cxolloscmszd17s
@seyimystro
@drfullertonmpp
@yandelrio92

Top Mentioned in G2:
@nicolasmaduro
@delcyrodriguezv
@vtvcanal8
@seniat_oficial
@mippcivzla
@carnetdlapatria
@libertad003
@mechevilma
@vicevenezuela
@loiscm1

Top Mentioned in G3:
@drcharlesl
@jamesmelville
@essexpr
@politicsforali
@berniespofforth
@jamie_saris
@sonia_elijah
@barereality
@ukcovid19stats
@stephen40868649

Top Mentioned in G4:
@christianwaech2
@newsbfm
@theeconomist
@limkitsiang
@mamato_marcello

Top Mentioned in G5:
@doctormacias
@youtube
@ssalud_mx
@hlgatell
@lopezdoriga
@theretweetermag
@fjespinosa
@marathon_85
@jujuliagrace
@ixtlixochitllpz

Top Mentioned in G6:
@wsj
@ap
@thehill
@skynews
@gmanews
@ctvnews
@reuters
@ajenglish
@ctvsaskatoon
@reuters_health

Top Mentioned in G7:
@thealiceroberts
@who
@nhsuk
@rishisunak
@mohfw_india
@pmdfoster
@drtedros
@covidnewsbymib
@ukhsa
@icmrdelhi

Top Mentioned in G8:
@drdavidsamadi
@kylenabecker
@drjohnb2
@ssr57
@neversleever

Top Mentioned in G9:
@rwmalonemd
@robber_baron_
@newsmax
@strange_days_82
@robertkennedyjr
@a_meluzzi
@adrianabarton
@golden_pup
@gvdbossche
@mgmaglie

Top Mentioned in G10:
@narendramodi
@un
@myogiadityanath
@mansukhmandviya
@upgovt
@cbseindia29
@pmoindia
@immortal_photon
@hmoindia
@secblinken

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@infoitinterno
@tomthunkitsmind
@jornalistavitor
@el_cooperante
@alerttrade
@contrapuntovzla
@kayemenner
@threadreaderapp
@ptjasamarga

Top Tweeters in G1:
@infoitinterno
@tomthunkitsmind
@contrapuntovzla
@ptjasamarga
@sunoticiero
@okezonenews
@pairsonnalites
@afropages
@yoshiki7111
@newsoneplace

Top Tweeters in G2:
@vtvcanal8
@yasmi70
@mppeducacion
@hectorrcagua
@gabriela_041672
@mippcivzla
@oriana_candanga
@delvalle1421689
@luismar0452
@walt_jose

Top Tweeters in G3:
@gazzahead
@johndmtb
@lacatholicstate
@jackied15846926
@nat1807
@essexpr
@fern_60
@jcperales
@barbaragoggin4
@danielfooksart

Top Tweeters in G4:
@theeconomist
@asyranazme
@fatinrafezall
@rabiatulrose_
@siyesahhsiyeon
@shfiqzahari
@sya_awan
@aliamirrazali
@mhdfris
@farahanaaaaa

Top Tweeters in G5:
@henrirousseau12
@alcinodoliveira
@notimex
@lopezdoriga
@onlywhitetiger
@tvvnoticias
@rtartboost
@rivasdaisy
@starterpat
@angulosiete

Top Tweeters in G6:
@rosenchild
@thehill
@eldiario
@unlewis
@reuters
@gmanews
@business
@viriyabot
@cnnphilippines
@skynews

Top Tweeters in G7:
@golwgymor
@pitrko
@rolynhome
@chrismaslanka
@stevepeers
@libbiedog
@sir_alex52
@whitesidepaula
@miketheyokel
@ilonakickbusch

Top Tweeters in G8:
@ssr57
@dcall1951
@onceuponatime7
@aekmkq
@englshgrl61
@mybiznpolitics
@jerrybutlersmi1
@midwestmama88
@brendalee120
@johnkokousa

Top Tweeters in G9:
@a_meluzzi
@j_dickson12
@alvarez_nimer
@theslimdude
@hnbc1
@sdrkseid
@crazycdn123
@annap1953
@climatedepot
@newsmax

Top Tweeters in G10:
@railminindia
@airnewsalerts
@deccanherald
@sushnitaa
@airindiain
@sweetsparrkle
@mib_india
@immortal_photon
@uofm77
@airnews_chennai


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