COVID, Twitter, 3/24/2022 11:06:24 AM, 273624


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COVID_2022-03-24_02-34-14.xlsx
COVID_2022-03-24_02-34-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 24, 2022
Short Description:
COVID via NodeXL https://bit.ly/3qAAEMf
@drleanawen
@ashishkjha
@stutterloudly
@risahoshinomd
@us_fda
@himalayanhv
@alisons64339458
@pamedwards123
@pmoindia
@martinkulldorff

Top hashtags:
#covid
#covid19
#covid_19
#longcovid
#covidisnotover
#nationaldayofreflection

Description:
Description
The graph represents a network of 11,534 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 Thursday, 24 March 2022 at 09:48 UTC.

The requested start date was Thursday, 24 March 2022 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, 2-minute period from Monday, 21 March 2022 at 12:17 UTC to Wednesday, 23 March 2022 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 : 11534
Unique Edges : 6687
Edges With Duplicates : 11258
Total Edges : 17945
Number of Edge Types : 5
Retweet : 5002
MentionsInRetweet : 5893
Replies to : 1243
Mentions : 2613
Tweet : 3194
Self-Loops : 3225
Reciprocated Vertex Pair Ratio : 0.00568927789934354
Reciprocated Edge Ratio : 0.0113141862489121
Connected Components : 3451
Single-Vertex Connected Components : 1092
Maximum Vertices in a Connected Component : 1625
Maximum Edges in a Connected Component : 3495
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 9.948352
Graph Density : 6.91015480175095E-05
Modularity : 0.581859
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 11,534 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 Thursday, 24 March 2022 at 09:48 UTC.

The requested start date was Thursday, 24 March 2022 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, 2-minute period from Monday, 21 March 2022 at 12:17 UTC to Wednesday, 23 March 2022 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:
[39] https://www.worldometers.info/coronavirus/
[18] https://www.reuters.com/world/europe/italian-study-shows-ventilation-can-cut-school-covid-cases-by-82-2022-03-22/
[15] https://www.reuters.com/business/healthcare-pharmaceuticals/biden-announces-new-covid-initiative-that-gives-americans-free-pills-2022-03-02/
[13] https://www.cnn.com/2022/03/23/health/moderna-covid-19-vaccine-young-children/index.html
[13] https://zeenews.india.com/india/covid-19-pandemic-ukraine-crisis-make-it-important-for-nation-to-be-self-reliant-pm-narendra-modi-2446712.html
[12] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns?CMP=Share_iOSApp_Other
[10] https://actionnetwork.org/petitions/covid-19-cases-hospitalisations-and-deaths-are-on-the-rise-boris-johnson-must-act/
[9] https://www.dailymail.co.uk/news/article-10638005/amp/Covid-fraud-cost-TWICE-Black-Wednesday-Data-shows-11-8bn-lost-support-schemes.html
[8] https://www.dailymail.co.uk/health/article-10630753/Chaotic-death-recording-pandemic-mean-thousands-WRONGLY-blamed-Covid.html
[7] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns

Top URLs in Tweet in G1:
[3] https://www.diariocontraste.com/2022/03/julio-castro-no-se-ha-comprobado-que-la-combinacion-de-diferentes-esquemas-de-vacunacion-contra-la-covid-19-de-mas-inmunidad/
[3] https://www.cnn.com/2022/03/23/health/moderna-covid-19-vaccine-young-children/index.html
[3] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns
[2] https://monkeyviral.com/some-states-pull-back-on-daily-covid-reporting/
[2] https://declarationofopinion.wordpress.com/2022/03/21/covid-vaccines-the-next-vioxx-swiss-policy-research/
[2] https://reclaimthenet.org/twitter-blocked-links-to-daily-mail-article-that-questioned-covid-death-stats/
[2] https://metro.co.uk/2022/03/17/long-covid-causes-sudden-blackouts-in-man-who-was-fine-for-a-year-16242828/
[2] https://www.theepochtimes.com/87-percent-of-immunized-who-died-of-covid-19-in-hong-kong-got-chinese-made-vaccine-report_4350726.html?utm_campaign=socialshare_twitter&utm_source=twitter.com
[2] https://thefederalist.com/2022/03/22/cdc-tells-new-york-times-it-hid-covid-data-for-political-reasons/
[2] https://www.youtube.com/watch?v=rTAQRUuvc4A


Top URLs in Tweet in G2:
[10] https://actionnetwork.org/petitions/covid-19-cases-hospitalisations-and-deaths-are-on-the-rise-boris-johnson-must-act/
[10] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns?CMP=Share_iOSApp_Other
[5] https://www.reuters.com/world/asia-pacific/skoreas-total-covid-cases-top-10-million-crematoria-funeral-homes-overwhelmed-2022-03-23/?taid=623b0a9752440400013c174b&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://www.theguardian.com/world/2022/mar/22/covid-absences-schools-england-triple-in-two-weeks
[3] https://explore-education-statistics.service.gov.uk/find-statistics/attendance-in-education-and-early-years-settings-during-the-coronavirus-covid-19-outbreak
[2] https://www.reuters.com/world/europe/italian-study-shows-ventilation-can-cut-school-covid-cases-by-82-2022-03-22/
[2] https://www.reuters.com/world/china/refuse-quarantine-frustrations-mount-china-replays-covid-controls-2022-03-22/?taid=623993a021eb7e0001aa9995&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/legal/government/lawsuit-says-indias-emcure-stole-covid-19-vaccine-secrets-ipo-2022-03-22/?taid=623a7ba652440400013bf8e6&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flanres%2Farticle%2FPIIS2213-2600%2822%2900060-1%2Ffulltext&rc=0
[2] https://www.mirror.co.uk/news/politics/number-kids-school-due-covid-26530051

Top URLs in Tweet in G3:
[7] https://www.reuters.com/world/europe/italian-study-shows-ventilation-can-cut-school-covid-cases-by-82-2022-03-22/
[2] https://www.nbcnews.com/health/health-news/moderna-covid-vaccine-children-6-months-under-age-6-rcna21123
[2] https://twitter.com/risahoshinoMD/status/1506372717028724742
[2] https://www.cbsnews.com/news/jen-psaki-covid-19-positive-white-house-press-secretary/?ftag=CNM-00-10aab7e&linkId=157495499
[1] https://twitter.com/ZTPetrizzo/status/1506111529015554051
[1] https://twitter.com/DrLeanaWen/status/1506438947366449156
[1] https://apnews.com/article/clarence-thomas-hospitalization-what-we-know-21418c400b3535036029c251d6d7a17b
[1] https://trib.al/vP94Z3p
[1] https://www.couriermail.com.au/news/world/the-us-is-set-to-become-the-first-country-with-1-million-covid-deaths-this-week/news-story/bee1559514342d51e52682bbff620d66
[1] https://www.nbcnews.com/news/us-news/us-reaches-1-million-daily-covid-cases-spread-omicron-variant-rcna10866

Top URLs in Tweet in G4:
[15] https://www.reuters.com/business/healthcare-pharmaceuticals/biden-announces-new-covid-initiative-that-gives-americans-free-pills-2022-03-02/
[2] https://www.cnn.com/2022/03/23/health/moderna-covid-19-vaccine-young-children/index.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.cnn.com/2022/03/22/health/measuring-immunity-correlates-of-protection/index.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://bit.ly/3u9rW8K
[1] https://www.lefigaro.fr/flash-actu/covid-19-plusieurs-pays-europeens-ont-leve-trop-brutalement-leurs-mesures-deplore-l-oms-20220322
[1] https://twitter.com/doctissimo/status/1504883679037960198
[1] https://www.lefigaro.fr/flash-actu/covid-19-plusieurs-pays-europeens-ont-leve-trop-brutalement-leurs-mesures-deplore-l-oms-20220322?utm_medium=Social&utm_campaign=echobox&utm_source=Twitter&origine=VWT16001#Echobox=1647956367-1
[1] https://www.nytimes.com/live/2022/03/23/world/covid-19-mandates-cases-vaccine/moderna-emergency-authorization-vaccine-young-children?referringSource=articleShare
[1] https://twitter.com/AslamShaikh_MLA/status/1504436018627239936
[1] https://amgreatness.com/2022/03/22/the-coming-disaster/

Top URLs in Tweet in G5:
[1] https://ottawa.ctvnews.ca/mobile/business-licence-for-kingston-ont-bar-suspended-for-violating-covid-19-rules-city-says-1.5652551
[1] https://weillcornell.org/news/blood-clots-extremely-common-but-rarely-related-to-the-covid-19-vaccine

Top URLs in Tweet in G6:
[1] https://andalucia.podemos.info/2022/03/21/velarde-exige-a-moreno-bonilla-que-no-se-esconda-y-de-explicaciones-ante-los-casos-de-corrupcion-que-afectan-al-pp-andaluz/

Top URLs in Tweet in G7:
[2] https://www.theguardian.com/commentisfree/2022/mar/23/nhs-covid-desperate-conditions
[2] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns
[2] https://www.wabe.org/better-air-in-classrooms-matters-beyond-covid-heres-why-schools-arent-there-yet/?fbclid=IwAR0Zd6mJxfaiZaZkzIolPEcWVsaRU_xNhCDucspLZe8PM308aTaLcP2GLHA
[1] https://www.medrxiv.org/content/10.1101/2020.12.04.20244145v2.full
[1] https://bit.ly/353ruAk
[1] https://www.theguardian.com/us-news/2020/may/23/trump-golf-course-coronavirus
[1] https://news.sky.com/story/covid-19-cases-up-nearly-50-week-on-week-as-expert-accuses-ministers-of-wanting-to-get-rid-of-data-and-move-on-12566355
[1] https://twitter.com/TheDailyEdge/status/1506120454184095745
[1] https://acasignups.net/22/03/20/weekly-update-covid-casedeath-rates-partisan-lean-vaccination-rate1

Top URLs in Tweet in G8:
[1] https://nyti.ms/3ue7pQs
[1] https://nyti.ms/3JxFUYv
[1] https://nyti.ms/3qpjYHq
[1] https://nyti.ms/3qvByK5
[1] https://trib.al/QnBkqum
[1] https://on.wsj.com/3L0HQsQ
[1] https://www.newscientist.com/article/2312875-another-global-wave-of-covid-19-is-beginning-before-the-last-one-ended/?utm_medium=social&utm_campaign=echobox&utm_source=Twitter#Echobox=1648021587
[1] https://www.nytimes.com/2022/03/22/health/alcohol-deaths-covid.html?referringSource=articleShare
[1] https://ottawacitizen.com/news/local-news/masks-should-stay-on-in-school-cheo-chief-of-staff
[1] https://grants.nih.gov/grants/guide/rfa-files/RFA-OD-22-006.html

Top URLs in Tweet in G9:
[2] https://www.francesoir.fr/opinions-tribunes/la-vaccination-covid-lepreuve-des-faits-2eme-partie-une-mortalite-inedite
[1] https://www.leparisien.fr/societe/sante/covid-19-les-francais-auront-les-vagues-quils-meritent-estime-le-pr-gilles-pialoux-21-03-2022-CGIQDGCTWJGLZLPGJH72GRU4SQ.php
[1] https://www.foxnews.com/politics/fauci-warns-americans-could-face-more-lockdowns-amid-spread-of-new-covid-19-variant
[1] https://www.google.com/url?q=https://www.francetvinfo.fr/sante/maladie/coronavirus/covid-19-il-n-y-a-pas-lieu-de-remettre-en-place-des-restrictions-malgre-la-reprise-des-contaminations-estime-olivier-veran_5031941.html
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-on-vous-resume-la-polemique-autour-de-mckinsey-le-cabinet-qui-conseille-le-gouvernement-sur-la-strategie-vaccinale_4291131.html
[1] https://www.rtbf.be/article/95-abandons-a-paris-nice-25-sur-tirreno-le-systeme-immunitaire-des-cyclistes-est-il-moins-resistant-apres-deux-annees-de-covid-10955181
[1] http://www.msn.com/en-gb/health/medical/thousands-of-deaths-could-have-been-wrongly-blamed-on-covid/ar-AAVgR3T
[1] https://www.dailymail.co.uk/health/article-10630753/Chaotic-death-recording-pandemic-mean-thousands-WRONGLY-blamed-Covid.html
[1] https://www.xavier-bazin.fr/contre-la-covid-on-dispose-desormais-dun-nombre-extravagant-de-traitements-qui-marchent/
[1] https://doctors4covidethics.org/investigation-of-metallic-contaminations-found-in-vector-and-mrna-based-covid-19-vaccines-preliminary-results/

Top URLs in Tweet in G10:
[4] https://www.theguardian.com/world/2022/mar/21/uk-covid-case-numbers-no-particular-cause-for-concern-says-javid
[1] https://www.wsj.com/articles/new-research-shows-higher-risk-of-developing-diabetes-after-covid-19-infection-11647906138
[1] https://twitter.com/DrLeanaWen/status/1506438947366449156
[1] https://twitter.com/gregggonsalves/status/1505837856404779011
[1] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns
[1] https://www.theatlantic.com/politics/archive/2022/03/covid-relief-aid-congress-republicans/627109/

Top Domains
Top Domains in Tweet in Entire Graph:
[353] twitter.com
[100] co.uk
[58] theguardian.com
[52] reuters.com
[41] nytimes.com
[39] worldometers.info
[39] youtube.com
[28] cnn.com
[27] trib.al
[25] bit.ly

Top Domains in Tweet in G1:
[120] twitter.com
[19] co.uk
[18] com.br
[13] theguardian.com
[12] nytimes.com
[11] cnn.com
[11] informazione.it
[8] wsj.com
[7] trib.al
[6] shawlocal.com

Top Domains in Tweet in G2:
[18] theguardian.com
[13] twitter.com
[11] reuters.com
[10] actionnetwork.org
[7] co.uk
[4] gov.uk
[2] elsevierhealth.com
[1] nytimes.com
[1] org.uk
[1] medrxiv.org

Top Domains in Tweet in G3:
[7] reuters.com
[6] twitter.com
[3] nbcnews.com
[2] trib.al
[2] cbsnews.com
[1] apnews.com
[1] com.au
[1] bit.ly
[1] novavax.com
[1] theatlantic.com

Top Domains in Tweet in G4:
[15] reuters.com
[4] twitter.com
[4] cnn.com
[2] lefigaro.fr
[1] bit.ly
[1] nytimes.com
[1] amgreatness.com
[1] wsws.org
[1] fda.gov
[1] prnewswire.com

Top Domains in Tweet in G5:
[1] ctvnews.ca
[1] weillcornell.org

Top Domains in Tweet in G6:
[1] podemos.info

Top Domains in Tweet in G7:
[5] theguardian.com
[2] wabe.org
[1] medrxiv.org
[1] bit.ly
[1] sky.com
[1] twitter.com
[1] acasignups.net

Top Domains in Tweet in G8:
[4] nyti.ms
[3] nytimes.com
[2] nih.gov
[1] trib.al
[1] wsj.com
[1] newscientist.com
[1] ottawacitizen.com
[1] wsau.com
[1] twitter.com
[1] fda.gov

Top Domains in Tweet in G9:
[2] francesoir.fr
[1] leparisien.fr
[1] foxnews.com
[1] google.com
[1] francetvinfo.fr
[1] rtbf.be
[1] msn.com
[1] co.uk
[1] xavier-bazin.fr
[1] doctors4covidethics.org

Top Domains in Tweet in G10:
[5] theguardian.com
[2] twitter.com
[1] wsj.com
[1] theatlantic.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[296] covid
[179] covid19
[74] covid_19
[68] longcovid
[33] covidisnotover
[30] nationaldayofreflection
[29] 44642
[27] breaking
[19] 44643
[18] mckinsey



Top Hashtags in Tweet in G1:
[63] covid
[37] covid19
[10] news
[9] pakistanday
[9] pakistandayparade
[9] 3/23/2022 12:00:00 AM
[9] pakistanresolutionday
[9] shadrahaypakistan
[8] pakistan
[8] clx

Top Hashtags in Tweet in G2:
[17] covid
[9] johnsonmustact
[6] covidisnotover
[4] covid19uk
[3] wearamask
[3] covid19
[3] johnsonout
[2] covid_19
[2] pmqs
[2] lbc

Top Hashtags in Tweet in G3:
[9] covid
[4] protectionoverpolitics
[3] dv2021
[3] dv2020
[2] coronavirus
[1] n95sforall
[1] peoplesconvoy
[1] countlongcovid
[1] covidisnotover
[1] vaccinesdontwork

Top Hashtags in Tweet in G4:
[10] covid19
[8] upscextraattempt
[7] sscgiveusattempt
[7] covidcompensatoryattemptforall
[4] coronavirus
[4] indianarmy
[4] kupwara
[4] amritmahotsav
[3] covid19update
[3] evidence

Top Hashtags in Tweet in G6:
[17] noolvidamos

Top Hashtags in Tweet in G7:
[7] nationaldayofreflection
[5] covid
[2] longcovid
[1] privatisation
[1] foxnewshatesamerica
[1] freeleonardpeltier
[1] magamassacre

Top Hashtags in Tweet in G8:
[2] votefordout2022
[1] researchfunding
[1] commonsense
[1] mask
[1] protect
[1] votefordout
[1] covidisnotover
[1] masks

Top Hashtags in Tweet in G9:
[15] covid_19
[12] ivermectine
[4] pialoux
[1] toutsaufmacron
[1] covid
[1] soignantssuspendus
[1] verancharlatan
[1] stopmacron
[1] ensemblepourleslibertés
[1] scandalesanitaire

Top Hashtags in Tweet in G10:
[7] johnsonout57
[6] covidisnotover
[3] longcovid
[3] wearamask
[2] maskingforafriend
[1] stopcravingnormal
[1] wearadamnmask

Top Words
Top Words in Tweet in Entire Graph:
[7996] covid
[2031] 19
[798] people
[523] vaccine
[432] more
[412] over
[386] pandemic
[364] deaths
[344] क
[337] cases

Top Words in Tweet in G1:
[1044] covid
[336] 19
[77] vaccine
[73] moderna
[63] #covid
[54] people
[47] pandemic
[47] dose
[44] children
[43] kids

Top Words in Tweet in G2:
[310] covid
[84] people
[51] 19
[50] cases
[44] living
[40] crisis
[40] cost
[38] sunak
[37] public
[35] jujuliagrace

Top Words in Tweet in G3:
[166] covid
[52] drleanawen
[44] people
[44] pandemic
[25] martinkulldorff
[23] 19
[22] vaccinated
[22] gregggonsalves
[21] risk
[21] those

Top Words in Tweet in G4:
[125] covid
[47] india
[45] 19
[38] narendramodi
[33] क
[30] pmoindia
[30] mr
[27] द
[26] म
[25] स

Top Words in Tweet in G5:
[6] f250roush
[4] kathmarval
[3] artyshouse
[3] burgerlab12
[3] thecrystalbrian
[3] chris_f_carson
[3] swedishchf
[3] moy_barry
[3] paullombardi2
[3] covid

Top Words in Tweet in G6:
[139] días
[123] hoy
[106] hospital
[105] manuelrico
[104] gobierno
[104] residentes
[102] ayuso
[102] aprobó
[102] protocolo
[101] impedía

Top Words in Tweet in G7:
[105] covid
[40] risahoshinomd
[32] over
[29] health
[27] public
[25] doctor_oxford
[24] friends
[23] physician
[22] deaths
[21] gaslit

Top Words in Tweet in G8:
[143] covid
[59] over
[33] luckytran
[30] reinfected
[29] government
[27] living
[27] getting
[26] mean
[26] try
[23] fordnation

Top Words in Tweet in G9:
[92] covid
[38] ils
[36] ans
[32] honte
[27] oui
[24] sont
[21] plus
[20] aux
[19] non
[18] passe

Top Words in Tweet in G10:
[108] covid
[32] school
[20] people
[20] breenewsome
[19] robertbarnes542
[18] asking
[17] didn
[15] pandemic
[15] believe
[15] letter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1933] covid,19
[204] long,covid
[162] positive,covid
[157] 19,vaccine
[133] covid,cases
[116] two,years
[113] covid,vaccine
[107] covid,deaths
[105] manuelrico,hoy
[102] días,gobierno

Top Word Pairs in Tweet in G1:
[318] covid,19
[42] 19,vaccine
[31] dose,covid
[29] vaccine,works
[25] contra,covid
[25] kids,under
[23] low,dose
[19] moderna,low
[18] moderna,covid
[18] young,children

Top Word Pairs in Tweet in G2:
[51] covid,19
[40] cost,living
[29] long,covid
[26] living,crisis
[25] covid,cases
[25] socialise,bit
[25] bit,less
[22] sajid,javid
[17] climate,change
[16] rishi,sunak

Top Word Pairs in Tweet in G3:
[21] natural,immunity
[20] pandemic,absurdities
[20] absurdities,firing
[20] firing,people
[20] people,natural
[20] immunity,covid
[20] covid,recovery
[19] covid,19
[19] martinkulldorff,pandemic
[16] return,pre

Top Word Pairs in Tweet in G4:
[45] covid,19
[18] covid,test
[15] narendramodi,mr
[15] mr,prime
[15] prime,minister
[15] minister,kindly
[15] kindly,instruct
[15] instruct,health
[15] health,ministry
[15] ministry,confirm

Top Word Pairs in Tweet in G5:
[3] artyshouse,kathmarval
[3] kathmarval,burgerlab12
[3] burgerlab12,thecrystalbrian
[3] thecrystalbrian,chris_f_carson
[3] chris_f_carson,f250roush
[3] f250roush,swedishchf
[3] swedishchf,moy_barry
[3] moy_barry,paullombardi2
[2] frugalsues,artyshouse
[2] paullombardi2,chr

Top Word Pairs in Tweet in G6:
[105] manuelrico,hoy
[102] días,gobierno
[102] gobierno,ayuso
[102] ayuso,aprobó
[102] aprobó,protocolo
[101] protocolo,impedía
[101] impedía,trasladar
[101] trasladar,hospital
[101] hospital,residentes
[92] residentes,vulnerab

Top Word Pairs in Tweet in G7:
[22] covid,over
[20] gaslit,friends
[20] friends,family
[20] family,covid
[20] public,health
[20] covid,deaths
[19] over,physician
[19] physician,working
[19] working,public
[18] risahoshinomd,gaslit

Top Word Pairs in Tweet in G8:
[29] covid,over
[26] living,covid
[26] covid,mean
[26] mean,getting
[26] getting,reinfected
[26] reinfected,covid
[26] over,over
[26] over,government
[26] government,try
[25] luckytran,living

Top Word Pairs in Tweet in G9:
[16] honte,certains
[16] certains,médecins
[16] médecins,pharmaciens
[16] pharmaciens,sont
[16] sont,honte
[16] honte,service
[16] service,santé
[16] santé,ma
[16] ma,soeur
[16] soeur,63

Top Word Pairs in Tweet in G10:
[15] letter,school
[15] school,warning
[15] warning,extremely
[15] extremely,high
[15] high,incidence
[15] incidence,covid
[15] covid,school
[15] school,asking
[15] asking,assist
[15] assist,keeping

Top Replied-To
Top Replied-To in Entire Graph:
@drleanawen
@sophos_veritate
@nadhimzahawi
@lorijen33441
@ztpetrizzo
@robertbarnes542
@fordnation
@safecommunity4
@kirenrijiju
@tuiuk

Top Replied-To in G1:
@iatselocal764

Top Replied-To in G2:
@nadhimzahawi
@jujuliagrace
@rhonddabryant
@danielgoyal
@jeremyvineon5
@kernowteacher1
@david__osland
@bbcstever
@mattfordmusic
@dryvettedocgp

Top Replied-To in G3:
@drleanawen
@baelalayla
@daveleeermd
@abc
@saugarmaripuri
@vabvox
@nycmom2222
@tightlettuce
@novavax
@live4literacy

Top Replied-To in G4:
@kirenrijiju
@mansukhmandviya
@narendramodi
@officeof_mm
@drbharatippawar
@byadavbjp
@patdion
@danrayson
@railminindia
@msisodia

Top Replied-To in G5:
@artyshouse
@matrixsimulated
@clicjf
@mikevonn2
@krebiozen

Top Replied-To in G6:
@sergio_ramos_a
@ppmadrid
@ppasamblea

Top Replied-To in G7:
@risahoshinomd
@foxnews
@duclosmd
@faith_salie
@doctor_oxford
@mozartplayer
@gop
@williamehl

Top Replied-To in G8:
@fordnation
@nytimes
@greatportholio
@luckytran
@carymarules
@sterling_osep
@conwayskypala
@debralefebvre
@qnodrknss
@nisobel

Top Replied-To in G9:
@crixusfr
@pat_gareta
@eska80
@valeriemaryane
@cathydesmettre
@jpm59fr
@ardechoise007

Top Replied-To in G10:
@robertbarnes542
@alexmeshkin
@sheilabarnhart6
@erinsandersnp
@njbbari3
@stillshielding
@allangpaterson
@lisa_iannattone
@hannekevanzijl

Top Mentioned
Top Mentioned in Entire Graph:
@manuelrico
@tippotamus
@kagrox
@cha_myoung
@risahoshinomd
@milkteus
@sukunabikona7
@jayantrld
@danielgoyal
@drleanawen

Top Mentioned in G1:
@careapps
@hippiesconosde
@ivbaoshi
@sixandlaura
@diariodegoias
@blanes_cat
@ugo_floro
@activeoxon
@eu_env

Top Mentioned in G2:
@danielgoyal
@jujuliagrace
@chrischirp
@sajidjavid
@kit_yates_maths
@david__osland
@reicherstephen
@daltmann10
@nadhimzahawi
@implausibleblog

Top Mentioned in G3:
@drleanawen
@martinkulldorff
@gregggonsalves
@potus
@ashishkjha
@vabvox
@denise_dewald
@joebiden
@whitehouse
@nbcnews

Top Mentioned in G4:
@narendramodi
@pmoindia
@amitshah
@mansukhmandviya
@who
@cdcgov
@ips_nupurprasad
@pib_india
@nsitharaman
@smritiirani

Top Mentioned in G5:
@f250roush
@kathmarval
@burgerlab12
@thecrystalbrian
@chris_f_carson
@swedishchf
@moy_barry
@paullombardi2
@frugalsues
@artyshouse

Top Mentioned in G6:
@manuelrico
@fiscal_es
@hzendal
@martinavelardeg
@idiazayuso
@populares
@eslamananadefjl
@esradio
@portuense1965
@ppmadrid

Top Mentioned in G7:
@risahoshinomd
@doctor_oxford
@thehwf
@foxnews
@danielfooksart
@helenrsalisbury
@gop
@hazard_leah
@usatoday
@_atanas_

Top Mentioned in G8:
@luckytran
@nytimes
@fordnation
@christyceeck
@wsj
@originalspin
@archdejan
@giancotti_m
@nih
@jfvandermeij

Top Mentioned in G9:
@f_philippot
@jpm59fr
@medecin___
@philippemurer
@union_liberte
@lmucchielli
@martinewonner
@medic4allhuman
@chestipali
@simonmi46206904

Top Mentioned in G10:
@breenewsome
@kschnickelfritz
@robertbarnes542
@alexmeshkin
@lisa_iannattone
@juliest101
@lauramiers
@bbcr4today
@ministervws
@ladyjules_cath

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@ja8yum
@zazoomblog
@infoitinterno
@el_cooperante
@knewz_currently
@mrdjones
@alerttrade

Top Tweeters in G1:
@caraotadigital
@zazoomblog
@infoitinterno
@el_cooperante
@knewz_currently
@mrdjones
@kompascom
@robinsnewswire
@lacronologia
@andyvermaut

Top Tweeters in G2:
@roblwilson
@lesleygsmith3
@reuters
@skynews
@bbcnews
@hacketttom
@cmwheatley56
@peterdilworth1
@saffiya_khan1
@jagxjr40

Top Tweeters in G3:
@vabvox
@abc
@jonathanotcher1
@nbcnews
@cbsnews
@hilarieashton
@dwnews
@pjmugs
@conniejimjoe
@janeinak

Top Tweeters in G4:
@railwayseva
@le_figaro
@railminindia
@justice78602373
@smycraze
@khushi4justice
@rd54799715
@nandtara
@sheetaly
@cnn

Top Tweeters in G5:
@lizditz
@quin4trump
@adevotedyogi
@marvinrjeffcoat
@doritmi
@mpg25mary
@sapienist
@usa_anne711
@c0de_w4rr10r
@monstercoyliar

Top Tweeters in G6:
@algonfdez
@enedina37049621
@mariaredondo18
@angel66336414
@anamaracrespo
@ladymoniquecoco
@el_otro_gallo
@sllopisortega
@marateresagils1
@barjaspepa

Top Tweeters in G7:
@tottenbill
@foxnews
@starsparkle_uk
@lininohio
@charles_gaba
@usatoday
@dazza70smith
@ajc
@lacaldojewelery
@torontoddg

Top Tweeters in G8:
@loraanem
@nytimes
@wsj
@guelphbugle
@sosninosename1
@anik1968
@chuckwendig
@chchwk
@nisobel
@_iaint_nog00d

Top Tweeters in G9:
@lagrosta
@patureaumarie
@william85837998
@natpat6477
@lvassiliev
@gateta30
@serrurier5
@philippe_dormoy
@orchideejaune87
@amg_jad

Top Tweeters in G10:
@197winstonsmith
@ladyjules_cath
@jeromethegnome
@longitude0
@latercomer_1
@louisathelast
@catadams03
@allangpaterson
@stillshielding
@psw_66


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