COVID, Twitter, 3/25/2022 8:45:52 AM, 273689


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COVID_2022-03-25_00-39-27.xlsx
COVID_2022-03-25_00-39-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 25, 2022
Short Description:
COVID via NodeXL https://bit.ly/3tFf4rK
@drleanawen
@danielgoyal
@jenlakin
@leftcoastvegan
@thealiceroberts
@hasan20187
@denise_dewald
@jujuliagrace
@dgurdasani1
@nickt4000

Top hashtags:
#covid
#covid19
#jhope
#covid_19
#longcovid
#bts
#ics
#nationaldayofreflection

Description:
Description
The graph represents a network of 11,560 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 Friday, 25 March 2022 at 07:52 UTC.

The requested start date was Friday, 25 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 Tuesday, 22 March 2022 at 12:16 UTC to Thursday, 24 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 : 11560
Unique Edges : 6813
Edges With Duplicates : 11034
Total Edges : 17847
Number of Edge Types : 5
Retweet : 4951
MentionsInRetweet : 5919
Tweet : 3233
Mentions : 2524
Replies to : 1220
Self-Loops : 3260
Reciprocated Vertex Pair Ratio : 0.00568057679702862
Reciprocated Edge Ratio : 0.0112969802302846
Connected Components : 3508
Single-Vertex Connected Components : 1127
Maximum Vertices in a Connected Component : 1647
Maximum Edges in a Connected Component : 3257
Maximum Geodesic Distance (Diameter) : 37
Average Geodesic Distance : 12.611871
Graph Density : 6.88958198812112E-05
Modularity : 0.587246
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 11,560 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 Friday, 25 March 2022 at 07:52 UTC.

The requested start date was Friday, 25 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 Tuesday, 22 March 2022 at 12:16 UTC to Thursday, 24 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:
[40] https://www.worldometers.info/coronavirus/
[20] https://www.reuters.com/world/europe/italian-study-shows-ventilation-can-cut-school-covid-cases-by-82-2022-03-22/
[15] https://actionnetwork.org/petitions/covid-19-cases-hospitalisations-and-deaths-are-on-the-rise-boris-johnson-must-act/
[15] https://www.reuters.com/business/healthcare-pharmaceuticals/biden-announces-new-covid-initiative-that-gives-americans-free-pills-2022-03-02/
[14] https://timesofindia.indiatimes.com/india/over-50-lakh-youngsters-between-12-14-age-group-inoculated-with-first-dose-of-covid-19-vaccine/articleshow/90400599.cms
[13] https://www.cnn.com/2022/03/23/health/moderna-covid-19-vaccine-young-children/index.html
[12] http://trib.al/KUpnRih
[12] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns?CMP=Share_iOSApp_Other
[11] https://petitions.ourcommons.ca/en/Petition/Details?Petition=e-3871
[9] https://www.abc.net.au/news/2022-03-24/atagi-to-recommend-fourth-covid-vaccine-dose-booster/100937986

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
[3] https://elcooperante.com/portavoz-de-la-casa-blanca-da-positivo-a-covid-19/
[2] https://moroninformacion.es/moron-reporta-6-nuevos-casos-de-covid-19-y-la-incidencia-sube-hasta-los-126-casos-por-100-000-habitantes/
[2] https://news.un.org/fr/story/2022/01/1112642
[2] https://twitter.com/afpfr/status/1506233699716800520
[2] https://www.nytimes.com/live/2022/03/23/world/covid-19-mandates-cases-vaccine/moderna-emergency-authorization-vaccine-young-children
[2] https://www.npr.org/2022/03/23/1088167753/moderna-covid-19-vaccine-children-fda
[2] https://www.theguardian.com/commentisfree/2022/mar/23/nhs-covid-desperate-conditions

Top URLs in Tweet in G2:
[14] https://actionnetwork.org/petitions/covid-19-cases-hospitalisations-and-deaths-are-on-the-rise-boris-johnson-must-act/
[8] 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/commentisfree/2022/mar/24/scientists-wrong-covid-virus-experts
[2] https://www.reuters.com/world/us/us-airline-ceos-urge-biden-lift-covid-mask-mandate-letter-2022-03-23/?taid=623bedec52440400013c4a06&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[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://www.gov.uk/government/publications/how-long-will-vaccines-continue-to-protect-against-covid-19-30-july-2021
[2] https://www.mirror.co.uk/news/politics/number-kids-school-due-covid-26530051
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-00788-y

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.cbsnews.com/news/long-covid-labor-market-missing-workers/
[2] https://bit.ly/3JApdLX
[2] https://www.nbcnews.com/health/health-news/moderna-covid-vaccine-children-6-months-under-age-6-rcna21123
[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
[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://myprivacy.dpgmedia.nl/consent?siteKey=V9f6VUvlHxq9wKIN&callbackUrl=https%3A%2F%2Fwww.ad.nl%2Fprivacy-gate%2Faccept-tcf2%3FredirectUri%3D%252Fwielrennen%252Ftegenvaller-voor-tom-dumoulin-in-catalonie-misschien-zijn-het-toch-nog-de-naweeen-van-corona~a0c7c029%252F
[1] https://www.youtube.com/watch?v=bYFnfoJHiVc&feature=youtu.be


Top URLs in Tweet in G4:
[12] http://trib.al/KUpnRih
[7] https://www.soompi.com/article/1518836wpp/btss-j-hope-tests-positive-for-covid-19
[2] https://www.soompi.com/article/1518663wpp/yeo-jin-goo-halts-all-activities-after-testing-positive-for-covid-19
[2] https://www.bandwagon.asia/articles/bts-jhope-hobi-jung-hoseok-covid-19-positive-statement-ptd-on-stage-las-vegas-bighit-music-hybe-march-2022
[2] https://mb.com.ph/2022/03/24/bts
[2] https://www.hindustantimes.com/entertainment/music/bts-j-hope-tests-positive-for-covid-19-is-fully-vaccinated-says-big-hit-music-101648103859116.html
[2] https://webview.weverse.io/share/communities/2/notices/2248
[1] https://k-odyssey.com/news/newsview.php?ncode=1065613631524016
[1] https://www.latestly.com/socially/entertainment/bts-j-hope-tests-positive-for-covid-19-south-korean-rapper-goes-under-self-quarantine-3507280.html
[1] https://weverse.io/bts/notices/2248

Top URLs in Tweet in G5:
[2] https://www.npr.org/2022/03/23/1088167753/moderna-covid-19-vaccine-children-fda
[1] https://www.riotimesonline.com/brazil-news/modern-day-censorship/pfizer-covid-vaccine-has-1291-side-effects-reveals-official-documents/
[1] https://www.dailymail.co.uk/health/article-10606107/Did-flawed-tests-convince-Covid-worse-really-was.html
[1] https://www.dailymail.co.uk/health/article-10630753/Chaotic-death-recording-pandemic-mean-thousands-WRONGLY-blamed-Covid.html#comments
[1] https://medicalxpress.com/news/2021-08-impact-covid-infection-immune.html
[1] https://twitter.com/anya1anya/status/1503424809530712073
[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:
[15] https://www.reuters.com/business/healthcare-pharmaceuticals/biden-announces-new-covid-initiative-that-gives-americans-free-pills-2022-03-02/
[11] https://timesofindia.indiatimes.com/india/over-50-lakh-youngsters-between-12-14-age-group-inoculated-with-first-dose-of-covid-19-vaccine/articleshow/90400599.cms
[1] https://twitter.com/vinitgoenka/status/1506945476075016196
[1] https://www.lefigaro.fr/flash-actu/covid-19-plusieurs-pays-europeens-ont-leve-trop-brutalement-leurs-mesures-deplore-l-oms-20220322
[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://buff.ly/3H4TMaR
[1] https://wirepoints.org/a-stunning-miscalculation-cdc-cuts-nations-reported-child-covid-deaths-by-nearly-25-percent-wirepoints-quickpoint/?fbclid=IwAR2-T_VPNcPBGhdXfm_TIS29c0C3EYR-TlurPkywuJ608O7CTkV2F_6Rz1I

Top URLs in Tweet in G8:
[3] https://www.tf1info.fr/societe/covid-19-port-du-masque-en-france-emmanuel-macron-evoque-un-possible-retour-de-l-obligation-2214489.html?utm_medium=Social&utm_source=Twitter&Echobox=1648122146#xtor=CS5-113
[2] https://www.tf1info.fr/sante/covid-19-france-symptomes-une-infection-favorise-t-elle-les-risques-de-maladies-cardiaques-2214214.html?utm_medium=Social&utm_source=Twitter&Echobox=1647885915#xtor=CS5-113
[2] https://www.francesoir.fr/opinions-tribunes/la-vaccination-covid-lepreuve-des-faits-2eme-partie-une-mortalite-inedite
[1] https://twitter.com/ExpressionLibr5/status/1409941331175264262?t=7zPf7W5B9DomvjVkmEuwkg&s=19
[1] https://twitter.com/ExpressionLibr5/status/1326878249083920385?t=mU-KGKMl-_fxVmsHQfROyQ&s=19
[1] https://www.bfmtv.com/politique/covid-19-macron-n-ecarte-pas-un-retour-du-port-du-masque-si-les-choses-devaient-se-degrader_AN-202203230587.html
[1] https://qg.media/2022/03/21/tribune-le-senat-a-t-il-peur-de-connaitre-les-consequences-de-la-vaccination-massive-de-la-population/
[1] https://twitter.com/lci/status/1506719317144055810
[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.whitehouse.gov/ostp/news-updates/2022/03/23/lets-clear-the-air-on-covid/

Top URLs in Tweet in G9:
[3] https://www.theguardian.com/world/2022/mar/22/covid-absences-schools-england-triple-in-two-weeks
[2] https://www.reuters.com/world/europe/italian-study-shows-ventilation-can-cut-school-covid-cases-by-82-2022-03-22/
[1] https://twitter.com/chrischirp/status/1506306017897947137
[1] https://www.telegraph.co.uk/politics/2022/03/21/socialise-less-have-covid-symptoms-says-sajid-javid/
[1] https://twitter.com/jasonlschwartz/status/1505952902376050698
[1] https://www.nytimes.com/live/2022/03/22/world/covid-19-mandates-cases-vaccine/south-africa-begins-to-lift-covid-restrictions-but-leaves-indoor-mask-mandate
[1] https://twitter.com/DrLeanaWen/status/1506098974872281090
[1] https://www.theguardian.com/society/2022/mar/23/long-covid-could-create-a-generation-affected-by-disability-expert-warns?CMP=Share_iOSApp_Other

Top URLs in Tweet in G10:
[4] https://www.theatlantic.com/health/archive/2022/03/next-covid-variant-surge-strategy/627597/
[1] https://www.livemint.com/science/health/omicron-ba-2-how-do-you-know-you-are-infected-with-covid-sub-variant-6-symptoms-to-watch-out-for-11645436932335.html
[1] https://www.wsj.com/articles/new-research-shows-higher-risk-of-developing-diabetes-after-covid-19-infection-11647906138
[1] https://www.mercurynews.com/2022/03/23/bob-saget-said-he-didnt-feel-good-complained-of-long-covid-the-night-before-his-death
[1] https://www.ottawapublichealth.ca/RiskReduction
[1] https://justanoldcountrydoctor.com/2022/03/16/covid-is-not-over-and-it-wont-ever-be/
[1] https://www.theglobeandmail.com/canada/article-when-will-feds-lift-covid-19-mandates-its-complicated-minister-says-2/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[1] https://www.cbc.ca/news/health/long-covid-healthcare-study-1.6395013?__vfz=medium%3Dsharebar
[1] https://www.whitehouse.gov/ostp/news-updates/2022/03/23/lets-clear-the-air-on-covid/
[1] https://www.bostonglobe.com/2022/03/18/metro/concord-middle-school-closed-friday-after-44-covid-19-cases-reported-this-week/

Top Domains
Top Domains in Tweet in Entire Graph:
[349] twitter.com
[86] co.uk
[76] theguardian.com
[55] reuters.com
[42] youtube.com
[40] worldometers.info
[37] nytimes.com
[36] trib.al
[26] cnn.com
[23] bit.ly

Top Domains in Tweet in G1:
[115] twitter.com
[16] com.br
[15] co.uk
[15] theguardian.com
[12] nytimes.com
[11] informazione.it
[8] apple.news
[8] cnn.com
[7] trib.al
[6] shawlocal.com

Top Domains in Tweet in G2:
[18] theguardian.com
[17] twitter.com
[14] actionnetwork.org
[12] reuters.com
[5] gov.uk
[4] co.uk
[2] medrxiv.org
[2] nature.com
[2] elsevierhealth.com
[1] org.uk

Top Domains in Tweet in G3:
[10] twitter.com
[7] reuters.com
[4] cbsnews.com
[4] nbcnews.com
[4] cnn.com
[3] bit.ly
[2] medium.com
[1] dpgmedia.nl
[1] youtube.com
[1] npr.org

Top Domains in Tweet in G4:
[12] trib.al
[9] soompi.com
[4] weverse.io
[2] bandwagon.asia
[2] com.ph
[2] hindustantimes.com
[1] k-odyssey.com
[1] latestly.com

Top Domains in Tweet in G5:
[2] co.uk
[2] npr.org
[1] riotimesonline.com
[1] medicalxpress.com
[1] twitter.com
[1] ctvnews.ca
[1] weillcornell.org

Top Domains in Tweet in G6:
[15] reuters.com
[11] indiatimes.com
[2] lefigaro.fr
[1] twitter.com
[1] nytimes.com
[1] buff.ly
[1] wirepoints.org

Top Domains in Tweet in G8:
[5] tf1info.fr
[4] twitter.com
[2] francesoir.fr
[1] bfmtv.com
[1] qg.media
[1] leparisien.fr
[1] whitehouse.gov
[1] youtube.com
[1] lepointcritique.fr

Top Domains in Tweet in G9:
[4] theguardian.com
[3] twitter.com
[2] reuters.com
[1] co.uk
[1] nytimes.com

Top Domains in Tweet in G10:
[4] theatlantic.com
[2] theglobeandmail.com
[1] livemint.com
[1] wsj.com
[1] mercurynews.com
[1] ottawapublichealth.ca
[1] justanoldcountrydoctor.com
[1] cbc.ca
[1] whitehouse.gov
[1] bostonglobe.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[259] covid
[166] covid19
[94] jhope
[61] covid_19
[51] longcovid
[50] bts
[38] ics
[30] nationaldayofreflection
[26] covidisnotover
[26] 44643



Top Hashtags in Tweet in G1:
[57] covid
[33] covid19
[10] news
[9] pakistanday
[9] pakistandayparade
[9] 3/23/2022 12:00:00 AM
[9] pakistanresolutionday
[9] shadrahaypakistan
[8] covid_19
[8] pakistan

Top Hashtags in Tweet in G2:
[8] johnsonmustact
[3] covid
[2] pmqs
[2] covid19uk
[2] covid19
[2] ukaid
[1] publichealth
[1] longcovid
[1] omicron
[1] ba2

Top Hashtags in Tweet in G3:
[15] covid
[8] longcovid
[4] covidisnotover
[3] covid19
[3] morningjoe
[3] protectionoverpolitics
[2] maskswork
[2] peoplesconvoy
[2] cnn
[2] coronavirus

Top Hashtags in Tweet in G4:
[53] jhope
[39] bts
[8] btsjhope
[8] btsarmy
[6] getwellsoonhoseok
[5] hobi
[5] covid19
[4] 방탄소년단제이홉
[4] getwellsoonjhope
[4] 방탄소년단

Top Hashtags in Tweet in G6:
[6] covid19
[4] coronavirus
[4] indianarmy
[4] kupwara
[4] amritmahotsav
[3] covid19update
[3] evidence
[2] hamaraappnamoapp
[2] nationalvaccinationday
[2] 476visa

Top Hashtags in Tweet in G7:
[15] noolvidamos

Top Hashtags in Tweet in G8:
[9] ivermectine
[8] covid19
[8] covid_19
[3] moderna
[2] lci
[2] covid19france
[2] obligationvaccinale
[2] vaccinobligatoire
[2] vaccinationcovid
[2] france

Top Hashtags in Tweet in G10:
[4] covid19
[3] longcovid
[3] covid
[2] covidisnotover
[2] infectionmandate
[2] maskingforafriend
[2] health
[2] inequities
[1] scarbto
[1] onpoli

Top Words
Top Words in Tweet in Entire Graph:
[8157] covid
[2379] 19
[615] people
[544] vaccine
[411] over
[392] क
[364] more
[347] positive
[344] years
[339] one

Top Words in Tweet in G1:
[1077] covid
[329] 19
[74] moderna
[65] vaccine
[57] #covid
[49] dose
[45] people
[43] years
[43] kids
[40] more

Top Words in Tweet in G2:
[284] covid
[118] 19
[45] deaths
[40] people
[40] jujuliagrace
[39] dgurdasani1
[38] death
[34] same
[33] long
[31] yr

Top Words in Tweet in G3:
[179] covid
[53] drleanawen
[33] pandemic
[29] risk
[26] people
[25] 19
[22] those
[22] don
[22] vaccinated
[21] over

Top Words in Tweet in G4:
[211] covid
[172] 19
[125] hope
[92] bts_twt
[92] weverse
[73] positive
[70] positivo
[57] hoseok
[53] #jhope
[52] tested

Top Words in Tweet in G5:
[13] covid
[8] months
[8] years
[7] f250roush
[6] anya1anya
[5] knew
[5] moderna
[5] releasing
[5] vaccine
[5] trial

Top Words in Tweet in G6:
[85] covid
[76] क
[45] 19
[38] स
[34] india
[30] व
[30] mr
[29] narendramodi
[20] 14
[20] य

Top Words in Tweet in G7:
[140] días
[131] hoy
[117] manuelrico
[116] hospital
[113] gobierno
[113] ayuso
[113] residentes
[112] aprobó
[112] protocolo
[111] impedía

Top Words in Tweet in G8:
[117] covid
[44] c'est
[39] fait
[35] tous
[33] plus
[30] ils
[29] pays
[26] ah
[26] ceux
[26] répondaient

Top Words in Tweet in G9:
[101] covid
[40] coverage
[27] less
[26] socialise
[26] bit
[26] vaccine
[24] people
[24] 19
[24] awgaffney
[21] kit_yates_maths

Top Words in Tweet in G10:
[78] covid
[21] 19
[17] virus
[16] people
[16] fordnation
[15] night
[15] last
[15] another
[15] way
[13] everyone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2245] covid,19
[218] positive,covid
[194] long,covid
[170] 19,vaccine
[132] tested,positive
[125] contra,covid
[116] two,years
[115] manuelrico,hoy
[112] días,gobierno
[112] gobierno,ayuso

Top Word Pairs in Tweet in G1:
[313] covid,19
[37] 19,vaccine
[31] dose,covid
[28] vaccine,works
[26] kids,under
[25] contra,covid
[24] low,dose
[20] moderna,low
[18] long,covid
[18] moderna,covid

Top Word Pairs in Tweet in G2:
[91] covid,19
[30] long,covid
[27] same,number
[27] number,deaths
[27] deaths,involving
[27] involving,covid
[27] 19,covid
[27] 19,death
[27] death,certificate
[27] certificate,19

Top Word Pairs in Tweet in G3:
[20] covid,19
[16] return,pre
[16] pre,pandemic
[16] pandemic,normal
[15] those,don
[15] don,agree
[15] agree,vaccinated
[15] vaccinated,return
[15] normal,ask
[15] ask,perpetual

Top Word Pairs in Tweet in G4:
[171] covid,19
[71] positive,covid
[52] hope,tested
[52] tested,positive
[47] bts_twt,hope
[47] currently,presenting
[46] weverse,announcement
[46] announcement,bts_twt
[46] 19,currently
[46] presenting,extraordinary

Top Word Pairs in Tweet in G5:
[8] months,years
[5] moderna,releasing
[5] releasing,covid
[5] covid,vaccine
[5] vaccine,trial
[5] trial,results
[5] results,kids
[5] kids,ages
[5] ages,months
[5] years,today

Top Word Pairs in Tweet in G6:
[38] covid,19
[18] 12,14
[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 G7:
[115] manuelrico,hoy
[112] días,gobierno
[112] gobierno,ayuso
[112] ayuso,aprobó
[112] aprobó,protocolo
[111] protocolo,impedía
[111] impedía,trasladar
[111] trasladar,hospital
[111] hospital,residentes
[103] residentes,vulnerab

Top Word Pairs in Tweet in G8:
[28] covid,c'est
[26] ah,fait
[26] fait,ceux
[26] ceux,répondaient
[26] répondaient,pendant
[26] pendant,période
[26] période,covid
[26] c'est,possible
[26] possible,tous
[26] tous,pays

Top Word Pairs in Tweet in G9:
[26] socialise,bit
[26] bit,less
[24] covid,19
[21] uninsured,ends
[20] federal,coverage
[20] coverage,covid
[20] 19,treatment
[20] treatment,testing
[20] testing,uninsured
[20] ends,today

Top Word Pairs in Tweet in G10:
[19] covid,19
[9] last,night
[9] common,way
[9] way,covid
[9] 19,transmitted
[9] transmitted,one
[9] one,person
[9] person,another
[9] another,tiny
[9] tiny,airborne

Top Replied-To
Top Replied-To in Entire Graph:
@drleanawen
@lorijen33441
@nadhimzahawi
@robertbarnes542
@lci
@tuiuk
@sophos_veritate
@camkth1
@bfmtv
@risahoshinomd

Top Replied-To in G2:
@nadhimzahawi
@michaelujacobs
@jujuliagrace
@emac1957
@em_lickspittle
@ride4truth
@cressidaburnet
@borisjohnson
@devisridhar
@chrischirp

Top Replied-To in G3:
@drleanawen
@hillaryclinton
@drericding
@igetitnowshutit
@otherstories123
@baelalayla
@saugarmaripuri
@vabvox
@nycmom2222
@danrayson

Top Replied-To in G4:
@camkth1
@alleyesonhoseok

Top Replied-To in G5:
@deborahblanco17
@agoldsmithesq
@clicjf
@artyshouse
@matrixsimulated
@mikevonn2

Top Replied-To in G6:
@mansukhmandviya
@narendramodi
@drbharatippawar
@officeof_mm
@d2harsh
@aamaadmiparty
@byadavbjp
@patdion
@msisodia
@sadhika_tiwari

Top Replied-To in G7:
@manuelrico
@sergio_ramos_a
@ppmadrid
@ppasamblea

Top Replied-To in G8:
@lci
@estellemidi
@lylazaza1
@ecole_oubliee
@panoramix575
@jonath9999
@mariepierre1964
@lereveildatlas

Top Replied-To in G9:
@jeremyvineon5
@cazzacjw
@drgrounds
@reicherstephen

Top Replied-To in G10:
@lukekaven
@ltud
@angelaleigh1234
@cbcqueenspark
@chuckwurster
@regina_bateson
@erinsandersnp
@carymarules
@njbbari3
@lisa_iannattone

Top Mentioned
Top Mentioned in Entire Graph:
@manuelrico
@bts_twt
@tippotamus
@charts_k
@kagrox
@dgurdasani1
@jujuliagrace
@milkteus
@rahulgandhi
@doctor_oxford

Top Mentioned in G1:
@william59918400
@presseportal_ch
@akimiwane
@debugliesnews
@jw2000net
@londonwidelmcs
@industrytechin
@pinchandscrimp
@jonathanmase

Top Mentioned in G2:
@dgurdasani1
@jujuliagrace
@rishisunak
@chrischirp
@nadhimzahawi
@hziauddeen
@devisridhar
@skynews
@daltmann10
@jolyonrubs

Top Mentioned in G3:
@drleanawen
@gregggonsalves
@potus
@hillaryclinton
@drericding
@vabvox
@dr2nisreenalwan
@joebiden
@denise_dewald
@ashishkjha

Top Mentioned in G4:
@bts_twt
@charts_k
@vminiecats
@btsquadinfo
@myglosshy
@billboard
@btsqtsarchive
@soompi
@btsargento
@seokgieternal

Top Mentioned in G5:
@f250roush
@anya1anya
@kathmarval
@mcgiff
@burgerlab12
@thecrystalbrian
@chris_f_carson
@swedishchf
@moy_barry
@paullombardi2

Top Mentioned in G6:
@narendramodi
@pmoindia
@mansukhmandviya
@amitshah
@drbharatippawar
@who
@mohfw_india
@hmoindia
@ips_nupurprasad
@sanjaykupadhya

Top Mentioned in G7:
@manuelrico
@fiscal_es
@hzendal
@idiazayuso
@populares
@eslamananadefjl
@maribel60780973
@esradio
@portuense1965
@ppmadrid

Top Mentioned in G8:
@victorsinclair3
@f_philippot
@medecin___
@docteurpeb1
@jpm59fr
@union_liberte
@lmucchielli
@lci
@simonmi46206904
@olivierveran

Top Mentioned in G9:
@awgaffney
@kit_yates_maths
@emilyluisa23
@reicherstephen
@metp
@kendrawrites
@drgrounds
@corsiaq
@drhachi3
@thejeremyvine

Top Mentioned in G10:
@fordnation
@chuckwurster
@kprather88
@sflecce
@katherinejwu
@lauramiers
@yonifreedhoff
@lisa_iannattone
@ottawahealth
@daleethompson

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

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

Top Tweeters in G2:
@lesleygsmith3
@reuters
@xraypat
@skynews
@bbcnews
@trackntracer
@guse_guse
@peterdilworth1
@dormousegirl
@saffiya_khan1

Top Tweeters in G3:
@briangrnotabot
@samlitzinger
@vabvox
@foxnews
@ht4ecosocialism
@abc
@cnn
@gastropoda
@nbcnews
@cbsnews

Top Tweeters in G4:
@quarentena_bot
@manilabulletin
@ndenoe
@billboard
@proud2bwithbts
@latestly
@soompi
@onlybtsonlyarmy
@blackswan590
@mb9397_noonan

Top Tweeters in G5:
@lizditz
@quin4trump
@adevotedyogi
@marvinrjeffcoat
@doritmi
@mpg25mary
@sapienist
@usa_anne711
@c0de_w4rr10r
@swinny198

Top Tweeters in G6:
@le_figaro
@newindianxpress
@justice78602373
@smycraze
@nandtara
@9newsaus
@amritabhinder
@fatherbob
@pib_india
@bjp4india

Top Tweeters in G7:
@algonfdez
@fam63
@pacopilp
@angel66336414
@el_otro_gallo
@sofistaszone
@gomezjin
@populares
@ppmadrid
@sanz62_

Top Tweeters in G8:
@clobala2
@patureaumarie
@sarah41659531
@magafrance
@wellnessfr
@odile_bouyon
@serrurier5
@ellandylastur
@lci
@yukinek56432140

Top Tweeters in G9:
@hilarieashton
@45albannach
@h1llbillies
@jessicahol
@rwschaeferiii
@jameskaarcher
@shatherley2
@roberttyrebute
@robdarneyno1
@sonderbooks

Top Tweeters in G10:
@globeandmail
@countfloyd2020
@cmdott
@cbctoronto
@picardonhealth
@birdsofpaper
@silvipastured
@lauramiers
@jdavis_halton
@yonifreedhoff


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