COVID, Twitter, 10/13/2021 2:04:37 PM, 264428


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COVID_2021-10-13_00-32-02.xlsx
COVID_2021-10-13_00-32-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2021
Short Description:
COVID via NodeXL https://bit.ly/3Axrh2d
@gregabbott_tx
@borisjohnson
@bradggallant
@anewhomestar
@petersweden7
@rwmalonemd
@donaldjtrumpjr
@artyshouse
@realcandaceo
@mr_jaxyboy

Top hashtags:
#covid
#covid19
#covid_19
#coronavirus
#longcovid
#vaccine
#venezuela

Description:
Description
The graph represents a network of 11,826 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 Wednesday, 13 October 2021 at 07:53 UTC.

The requested start date was Wednesday, 13 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 4-day, 0-hour, 1-minute period from Friday, 08 October 2021 at 12:18 UTC to Tuesday, 12 October 2021 at 12:19 UTC.

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

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

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 11826
Unique Edges : 6654
Edges With Duplicates : 11641
Total Edges : 18295
Number of Edge Types : 5
Retweet : 5339
MentionsInRetweet : 6069
Tweet : 3394
Replies to : 1016
Mentions : 2477
Self-Loops : 3432
Reciprocated Vertex Pair Ratio : 0.00408470385897022
Reciprocated Edge Ratio : 0.00813617385718874
Connected Components : 3462
Single-Vertex Connected Components : 960
Maximum Vertices in a Connected Component : 1709
Maximum Edges in a Connected Component : 3595
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 10.888547
Graph Density : 6.67965986007825E-05
Modularity : 0.584054
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 11,826 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 Wednesday, 13 October 2021 at 07:53 UTC.

The requested start date was Wednesday, 13 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 4-day, 0-hour, 1-minute period from Friday, 08 October 2021 at 12:18 UTC to Tuesday, 12 October 2021 at 12:19 UTC.

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

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

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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures
[15] https://thedcpatriot.com/covid-numbers-drop-by-40-across-florida-with-no-mandates-in-place/
[11] https://www.nytimes.com/2021/10/12/briefing/covid-age-risk-infection-vaccine.html
[10] https://timesofindia.indiatimes.com/india/over-94-crore-covid-19-vaccine-doses-administered-in-india-so-far/articleshow/86910680.cms
[10] https://www.independent.co.uk/news/world/americas/southwest-flights-cancellations-covid-vaccine-b1935866.html
[10] https://www.bbc.com/portuguese/brasil-55747043
[9] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html
[8] https://www.jpost.com/health-and-wellness/aspirin-lowers-risk-of-covid-new-findings-support-preliminary-israeli-trial-681127
[8] https://thedcpatriot.com/oh-my-doctor-says-many-congressional-members-and-staff-treated-with-ivein-for-covid-19%e2%80%8b/
[8] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html

Top URLs in Tweet in G1:
[5] https://selondonccg.nhs.uk/what-we-do/covid-19/covid-19-vaccine/
[3] https://www.netwerk24.com/netwerk24/nuus/covid-19/regstreeks-covid-19-inentings-steeks-19-miljoen-kerf-oor-20211011
[3] http://www.msn.com/pt-br/saude/medicina/os-rem%c3%a9dios-que-funcionam-contra-a-covid-os-que-n%c3%a3o-funcionam-e-os-que-est%c3%a3o-em-teste/ar-AAPmmAB?ocid=st
[3] https://www.dakika61.net/haber/covid-19u-usyeden-ayirmak-mumkun-mu.html
[3] https://www.nytimes.com/2021/10/12/health/if-youve-had-covid-do-you-need-the-vaccine.html
[3] https://blog.hubspot.com/marketing/covid-19-and-customer-service
[2] https://www.vox.com/22712737/covid-19-cases-deaths-2021-winter-wave
[2] https://lecourrierdesstrateges.fr/2021/10/07/des-medecins-allemands-etablissent-un-lien-de-causalite-eleve-entre-vaccins-anti-covid-et-deces-de-patients/
[2] https://twitter.com/erictopol/status/1447348728742830082
[2] https://www.theepochtimes.com/china-prepares-for-possible-large-scale-covid-19-outbreak-leaked-ccp-documents_4041025.html?utm_source=sharemorningbriefnoe

Top URLs in Tweet in G2:
[5] https://www.washingtonpost.com/nation/2021/10/12/parents-sue-wisconsin-schools-covid-masks/?utm_source=rss&utm_medium=referral&utm_campaign=wp_national
[4] https://bylinetimes.com/2021/10/08/why-are-footballers-hesitant-about-the-covid-vaccine/
[3] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02669-2
[2] https://www.independent.co.uk/news/health/sajid-javid-long-covid-nhs-b1934861.html
[2] https://bylinetimes.com/2021/10/12/121-7-million-increase-in-profits-for-covid-contract-winners-with-tory-links/
[2] https://bylinetimes.com/2021/10/07/founders-of-koch-backed-covid-disinformation-organisation-bankroll-new-cross-party-parliamentary-group/
[2] https://labourlist.org/2021/10/watch-pm-must-accept-responsibility-over-covid-failings-starmer-says/
[2] https://twitter.com/pjwoodside/status/1271449299721883649?s=20
[2] https://www.theguardian.com/education/2021/sep/24/schools-in-england-struggling-to-stay-open-amid-soaring-covid-cases

Top URLs in Tweet in G3:
[5] https://news.sky.com/story/aggressive-flu-viruses-bouncing-back-after-prolonged-covid-lockdown-leading-expert-warns-12431364
[5] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures
[5] https://covidfamiliesforjustice.org/
[4] https://news.sky.com/story/covid-19-minister-refuses-to-apologise-for-governments-pandemic-handling-as-report-says-errors-cost-thousands-of-lives-12431837
[3] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[3] https://www-wsj-com.cdn.ampproject.org/v/s/www.wsj.com/amp/articles/supply-chain-issues-car-chip-shortage-covid-manufacturing-global-economy-11633713877?amp_js_v=a6&_gsa=1&usqp=mq331AQKKAFQArABIIACAw%3D%3D#aoh=16340408334197&referrer=https%3A%2F%2Fwww.google.com&_tf=From%20%251%24s&share=https%3A%2F%2Fwww.wsj.com%2Farticles%2Fsupply-chain-issues-car-chip-shortage-covid-manufacturing-global-economy-11633713877
[2] https://www.indiatoday.in/coronavirus-outbreak/story/why-hcq-ivermectin-dropped-india-covid-treatment-protocol-1857306-2021-09-26
[2] https://l-bc.co/3v3wk9c
[2] https://news.sky.com/story/covid-19-serious-errors-by-ministers-and-scientific-advisers-cost-thousands-of-lives-during-pandemic-says-report-by-mps-12431778
[2] https://news.sky.com/story/covid-19-surges-of-illness-for-months-and-perhaps-even-years-to-come-who-expert-warns-12431981

Top URLs in Tweet in G4:
[8] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html
[4] https://paine.tv/pentagon-requires-covid-19-vaccinations-for-civilian-employees-by-nov-22/
[4] https://nypost.com/2021/09/11/more-children-in-chicago-have-been-shot-than-died-from-covid/
[3] https://theintercept.com/2021/10/05/covid-pill-drug-pricing-merck-ridgeback/
[3] https://paine.tv/warriors-andrew-wiggins-says-he-felt-forced-to-get-covid-19-vaccine-or-not-play/
[2] https://rumble.com/vndh8i-covid-19-points-to-ponder-from-a-pathologists-perspective.html
[2] https://news.yahoo.com/finland-pauses-moderna-covid-19-073018651.html
[2] https://www.lifesitenews.com/news/were-in-the-middle-of-a-major-biological-catastrophe-top-covid-doc-mccullough/
[2] https://www.news-medical.net/news/20210510/Research-suggests-Pfizer-BioNTech-COVID-19-vaccine-reprograms-innate-immune-responses.aspx
[2] https://www.uspresidentialelectionnews.com/2021/10/southwest-airlines-melts-down-over-covid-19-vaccine-mandate/

Top URLs in Tweet in G5:
[1] https://brownstone.org/articles/natural-immunity-and-covid-19-twenty-nine-scientific-studies-to-share-with-employers-health-officials-and-politicians/
[1] https://bit.ly/3iQrA1O
[1] https://www.texastribune.org/2021/10/11/texas-greg-abbott-covid-19-vaccine-mandate/
[1] https://www.theepochtimes.com/texas-governor-issues-executive-order-banning-vaccine-mandates-by-any-entity_4043807.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/amazon-sued-by-warehouse-workers-over-covid-19-screening-pay_4037056.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theatlantic.com/science/archive/2021/08/robert-malone-vaccine-inventor-vaccine-skeptic/619734/

Top URLs in Tweet in G6:
[6] https://trib.al/NRJI6zY
[3] https://trib.al/3Xlfn0M
[2] https://trib.al/G9rNaHO
[2] https://www.vaccines.gov/
[2] https://abcnews.go.com/Health/live-updates/covid-delta-surge/?id=80391228
[1] https://wapo.st/3awUQq6
[1] https://twitter.com/angry_staffer/status/1442524349961961478
[1] https://twitter.com/denise_dewald/status/1447877272292241415
[1] https://www.theguardian.com/world/2021/oct/10/allen-west-unvaccinated-republican-governor-texas-covid
[1] https://www.reuters.com/world/europe/romania-remains-vaccine-sceptical-despite-surge-covid-19-cases-2021-10-11/?taid=61642ac78f36b60001b8b196&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G7:
[2] https://blogs.bmj.com/bmj/2021/10/12/following-the-science-but-was-it-the-right-science-a-parliamentary-report-raises-serious-questions-about-the-uks-covid-19-response/
[2] https://www.health.gov.au/resources/publications/covid-19-vaccination-local-government-area-lga-11-october-2021
[2] https://www.thenational.scot/news/19640866.stephen-barclay-refuses-apologise-covid-victims-kay-burley-sky-interview/
[1] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures
[1] https://twitter.com/allthecitizens/status/1447843386849902597
[1] https://twitter.com/carolecadwalla/status/1447686231920414725
[1] https://twitter.com/IndependentSage/status/1447826481237929994
[1] https://inews.co.uk/news/education/covid-cases-schools-two-tier-pandemic-children-1236187?ito=twitter_share_article-top&s=09
[1] https://twitter.com/chrischirp/status/1446437051373703170
[1] https://twitter.com/DLapthorne/status/1447469638984548353

Top URLs in Tweet in G8:
[3] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures?CMP=Share_AndroidApp_Tweet
[2] https://www.theguardian.com/politics/2021/oct/12/covid-response-one-of-uks-worst-ever-public-health-failures
[2] https://finance.yahoo.com/news/vaccine-mandates-are-proving-to-work-doctor-on-covid-19-114218763.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://www.independent.co.uk/news/health/sajid-javid-long-covid-nhs-b1934861.html
[1] https://news.sky.com/story/coronavirus-news-live-wales-enforces-covid-passes-for-nightclubs-as-sydney-opens-up-after-100-days-in-lockdown-12431158?postid=2829704#liveblog-body
[1] https://www.theguardian.com/world/2021/oct/12/extraordinary-omission-key-findings-in-scathing-uk-covid-report
[1] https://www.thetimes.co.uk/article/britain-must-learn-from-big-mistakes-on-covid-says-report-0ssp3f6qk
[1] https://www.theguardian.com/lifeandstyle/2021/oct/11/one-in-six-most-critically-ill-patients-are-unvaccinated-pregnant-women-with-covid
[1] https://ca.news.yahoo.com/doctor-says-gave-ivermectin-rural-183623177.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://ca.news.yahoo.com/bookings-covid-19-boosters-jump-120000759.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr

Top URLs in Tweet in G9:
[3] https://www.reuters.com/world/europe/romania-remains-vaccine-sceptical-despite-surge-covid-19-cases-2021-10-11/?taid=61642ac78f36b60001b8b196&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/world/india/india-recommends-emergency-use-bharat-biotechs-covid-19-shot-kids-2021-10-12/?taid=616579f20fbc45000169c5eb&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/astrazenecas-covid-19-drug-cocktail-meets-main-goal-late-stage-trial-2021-10-11/?taid=6164110690c5510001bb2f1b&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://thedcpatriot.com/covid-numbers-drop-by-40-across-florida-with-no-mandates-in-place/
[1] https://twitter.com/PeterSweden7/status/1447243695468785666
[1] https://cnn.it/3lxokuh
[1] https://cnn.it/3FqUTSl
[1] https://cnn.it/2YFLIwk
[1] https://cnn.it/2YBY9JK
[1] https://trib.al/kO2FGEp

Top URLs in Tweet in G10:
[1] https://bit.ly/3DASwLg
[1] https://twitter.com/covid19critical/status/1446085410388578309
[1] http://covid19criticalcare.com/
[1] https://www.thegatewaypundit.com/2021/10/just-governor-abbott-bans-vaccine-mandates-entity-texas/
[1] https://www.forbes.com/sites/williamhaseltine/2021/10/08/anti-covid-drugs-are-coming-but-at-what-cost/
[1] https://www.forbes.com/sites/siladityaray/2021/10/11/new-zealand-mandates-covid-19-vaccines-for-health-workers-teachers-as-it-continues-to-battle-delta-outbreak/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[1] https://twitter.com/PierreKory/status/1446312291302055940

Top Domains
Top Domains in Tweet in Entire Graph:
[348] twitter.com
[150] co.uk
[90] theguardian.com
[63] trib.al
[54] nytimes.com
[39] bit.ly
[28] cnn.com
[27] com.br
[27] yahoo.com
[26] thedcpatriot.com

Top Domains in Tweet in G1:
[107] twitter.com
[18] theguardian.com
[14] nytimes.com
[13] co.uk
[9] com.br
[9] cnn.com
[7] theepochtimes.com
[7] youtube.com
[7] msn.com
[6] nhs.uk

Top Domains in Tweet in G2:
[13] twitter.com
[10] bylinetimes.com
[5] co.uk
[5] washingtonpost.com
[5] theguardian.com
[3] nature.com
[2] sky.com
[2] heraldscotland.com
[2] labourlist.org
[1] org.uk

Top Domains in Tweet in G3:
[16] co.uk
[15] sky.com
[8] twitter.com
[8] theguardian.com
[5] covidfamiliesforjustice.org
[3] l-bc.co
[3] ampproject.org
[2] indiatoday.in
[1] parliament.uk
[1] rumble.com

Top Domains in Tweet in G4:
[8] theepochtimes.com
[7] paine.tv
[4] nypost.com
[3] nih.gov
[3] theintercept.com
[3] dailysceptic.org
[2] rumble.com
[2] yahoo.com
[2] globalcovidsummit.org
[2] lifesitenews.com

Top Domains in Tweet in G5:
[2] theepochtimes.com
[1] brownstone.org
[1] bit.ly
[1] texastribune.org
[1] theatlantic.com

Top Domains in Tweet in G6:
[11] trib.al
[3] twitter.com
[2] vaccines.gov
[2] go.com
[1] wapo.st
[1] theguardian.com
[1] reuters.com
[1] co.jp
[1] co.za
[1] news24.com

Top Domains in Tweet in G7:
[7] twitter.com
[3] theguardian.com
[3] co.uk
[2] bmj.com
[2] gov.au
[2] thenational.scot
[1] com.au
[1] doubledown.news
[1] asnjournals.org

Top Domains in Tweet in G8:
[7] theguardian.com
[5] yahoo.com
[2] co.uk
[2] ft.com
[1] sky.com
[1] timesofisrael.com

Top Domains in Tweet in G9:
[7] reuters.com
[4] cnn.it
[2] thedcpatriot.com
[2] inquirer.net
[1] twitter.com
[1] trib.al
[1] medicaltrend.org

Top Domains in Tweet in G10:
[2] twitter.com
[2] forbes.com
[1] bit.ly
[1] covid19criticalcare.com
[1] thegatewaypundit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[254] covid
[185] covid19
[175] covid_19
[37] coronavirus
[33] longcovid
[31] vaccine
[23] venezuela
[20] covidreport
[20] passsanitaire
[20] whatshappeninginmyanmar



Top Hashtags in Tweet in G1:
[42] covid
[37] covid19
[32] covid_19
[14] coronavirus
[7] covidvaccine
[6] news
[6] whatshappeninginmyanmar
[6] demokratmeroket
[6] vaccine
[5] getvaccinated

Top Hashtags in Tweet in G2:
[10] covid
[7] torycovidcatastrophe
[5] covidreport
[5] wearamask
[4] r4today
[2] skynews
[2] borisjohnson
[2] longcovid
[2] bringbackmasks
[2] indyref2

Top Hashtags in Tweet in G3:
[6] covidreport
[5] covid19
[3] covid
[3] covid_19
[3] kayburley
[3] covidinquirynow
[3] katiepersinger
[2] r4today
[2] torycovidcatastrophe
[2] johnsonliedpeopledied

Top Hashtags in Tweet in G4:
[2] trump
[2] winning
[2] canyaseemenow
[1] fjb
[1] american
[1] trump2024
[1] chicago
[1] illinois
[1] americafirst

Top Hashtags in Tweet in G5:
[2] amazon
[2] colorado
[2] covid19
[1] vaccinemandates
[1] texas
[1] letsgobrandon

Top Hashtags in Tweet in G6:
[5] covid19
[2] ad
[2] vaccination
[2] republican
[2] texas
[2] ivermectin
[2] boototheflu
[2] covid
[1] wecandothis
[1] hydroxychloroquine

Top Hashtags in Tweet in G7:
[5] budget2022
[3] bbcbreakfast
[1] peoplescovidinquiry
[1] covidisreserved
[1] bbcgms

Top Hashtags in Tweet in G8:
[22] longcovid
[9] johnsonliedpeopledied
[5] johnsonout
[4] r4today
[2] covid
[2] johnsonhasfailedthenation
[1] publichealthfailure
[1] covidreport

Top Hashtags in Tweet in G10:
[4] passsanitaire
[4] dictaturesanitaire
[4] covid
[4] covid19
[4] noussavons
[4] nonalavaccinationobligatoire

Top Words
Top Words in Tweet in Entire Graph:
[8043] covid
[2508] 19
[825] vaccine
[746] people
[459] more
[400] health
[394] one
[388] vaccinated
[334] contra
[332] pandemic

Top Words in Tweet in G1:
[873] covid
[377] 19
[80] vaccine
[45] people
[42] #covid
[38] more
[37] deaths
[37] #covid19
[35] 2021
[34] contra

Top Words in Tweet in G2:
[306] covid
[63] people
[59] 19
[57] government
[52] one
[51] uk
[44] 000
[42] report
[36] cases
[36] over

Top Words in Tweet in G3:
[139] covid
[33] people
[30] barclay
[29] steve
[28] report
[26] uk
[25] government
[25] one
[23] 19
[23] skynews

Top Words in Tweet in G4:
[86] covid
[66] health
[65] rwmalonemd
[54] 271
[41] 19
[29] ivermectin
[29] once
[28] drmikehart
[27] care
[27] workers

Top Words in Tweet in G5:
[109] covid
[64] vaccine
[35] fact
[33] donaldjtrumpjr
[33] thousands
[32] southwest
[32] employees
[32] walked
[32] job
[32] protesting

Top Words in Tweet in G6:
[118] covid
[57] 19
[28] vaccine
[28] people
[24] died
[23] over
[22] yesterday
[22] drug
[20] johncollins_kp
[20] isn

Top Words in Tweet in G7:
[97] covid
[25] response
[24] people
[23] public
[22] chrischirp
[21] report
[19] uk
[18] campbellclaret
[16] part
[15] numbers

Top Words in Tweet in G8:
[48] covid
[27] time
[24] dr2nisreenalwan
[24] same
[23] policy
[22] acknowledge
[22] #longcovid
[22] massive
[22] problem
[22] healthcare

Top Words in Tweet in G9:
[110] covid
[60] petersweden7
[40] restrictions
[31] passports
[28] italy
[27] removed
[24] norway
[22] normal
[21] life
[21] back

Top Words in Tweet in G10:
[69] covid
[33] members
[26] 100
[26] 200
[23] fact
[23] between
[23] congress
[23] staffers
[19] pierrekory
[19] vaccinated

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2423] covid,19
[249] contra,covid
[204] covid,vaccine
[196] 19,vaccine
[113] public,health
[112] against,covid
[103] covid,cases
[101] due,covid
[93] long,covid
[89] vaccine,mandates

Top Word Pairs in Tweet in G1:
[369] covid,19
[30] contra,covid
[27] 19,vaccine
[14] covid,vaccine
[12] covid,deaths
[12] anti,covid
[10] covid,cases
[9] vaccine,mandate
[9] covid,test
[9] covid,pill

Top Word Pairs in Tweet in G2:
[57] covid,19
[23] covid,cases
[19] people,died
[18] one,worst
[17] 40,000
[16] 160,000
[16] long,covid
[16] sajid,javid
[15] covid,report
[15] public,health

Top Word Pairs in Tweet in G3:
[27] steve,barclay
[23] covid,19
[14] public,health
[14] covid,response
[14] created,country
[14] country,people
[14] people,charge
[14] charge,stand
[14] stand,accused
[14] accused,such

Top Word Pairs in Tweet in G4:
[54] 271,health
[41] covid,19
[27] health,care
[27] care,workers
[27] workers,received
[27] received,2mg
[27] 2mg,kg
[27] kg,ivermectin
[27] ivermectin,once
[27] once,weekly

Top Word Pairs in Tweet in G5:
[36] covid,vaccine
[32] fact,thousands
[32] thousands,southwest
[32] southwest,employees
[32] employees,walked
[32] walked,job
[32] job,protesting
[32] protesting,covid
[32] vaccine,mandate
[32] mandate,forcing

Top Word Pairs in Tweet in G6:
[46] covid,19
[20] covid,isn
[20] isn,over
[20] over,154
[20] 154,people
[20] people,died
[20] died,yesterday
[20] yesterday,united
[20] united,states
[20] states,agree

Top Word Pairs in Tweet in G7:
[20] covid,response
[13] words,'corporate
[13] 'corporate,manslaughter'
[13] manslaughter',major
[13] major,part
[13] part,public
[13] public,debate
[13] debate,covid
[12] campbellclaret,words
[11] long,covid

Top Word Pairs in Tweet in G8:
[24] same,time
[22] acknowledge,#longcovid
[22] #longcovid,massive
[22] massive,problem
[22] problem,healthcare
[22] healthcare,same
[22] time,enact
[22] enact,policy
[22] policy,discourages
[21] dr2nisreenalwan,acknowledge

Top Word Pairs in Tweet in G9:
[31] covid,passports
[23] removed,restrictions
[21] life,back
[21] back,normal
[19] covid,passport
[18] covid,19
[17] restrictions,covid
[15] reminder,life
[15] normal,scandinavia
[15] scandinavia,covid

Top Word Pairs in Tweet in G10:
[26] 100,200
[23] fact,between
[23] between,100
[19] vaccinated,staff
[19] staff,ones
[19] ones,covid
[19] covid,right
[19] right,unvaccinated
[18] bluegrass1111,vaccinated
[16] communism,come

Top Replied-To
Top Replied-To in Entire Graph:
@pulte
@angry_staffer
@gregabbott_tx
@jessforbiden
@juanorlandoh
@drdenwalker
@mikegalsworthy
@covid_41
@iladynami
@realcandaceo

Top Replied-To in G2:
@borisjohnson
@billedm
@greggwatson90
@newbieslt
@alidonnelly
@jonlis1
@jondeeoz
@akankwaku
@zero_4
@broadcastscot

Top Replied-To in G3:
@mikegalsworthy
@michaelrosenyes
@skynews
@independent
@stevebarclay
@jimmykranki
@supermarketguy1
@catscanines
@uklabour
@sharondowey_

Top Replied-To in G4:
@rwmalonemd
@moyensdebord
@ajmacdonaldjr
@blnewsmedia

Top Replied-To in G5:
@gregabbott_tx
@sjackson52
@marysway
@lucha_lysol
@maryannjagfer10
@charene62

Top Replied-To in G6:
@angry_staffer
@patriottakes
@mermaidoctopus
@imspeaking13
@declineandf
@johncollins_kp
@laurie_garrett
@friendeden100

Top Replied-To in G7:
@bluepetergeorge
@tavole
@campbellclaret
@chrischirp
@artcrunchy
@theipaper
@greg_travis

Top Replied-To in G8:
@elizabethbangs
@abraarkaran
@manonsteffanros
@info_zampa

Top Replied-To in G9:
@ionlylikememes
@reuters
@petersweden7

Top Mentioned
Top Mentioned in Entire Graph:
@rwmalonemd
@petersweden7
@realcandaceo
@k_a_n_d_e_l
@nytimes
@jujuliagrace
@drdenwalker
@donaldjtrumpjr
@brgsjks
@mheeloylom

Top Mentioned in G1:
@mbuddma
@waterslenakendr
@davidbokeh
@_dadasbey
@daiki_papa23
@cxolloscmszd17s
@norikasaigawa
@ramonfonsecamor
@sensoryacuity
@rodpac

Top Mentioned in G2:
@jujuliagrace
@borisjohnson
@bylinetimes
@jonlis1
@allthecitizens
@kayburley
@oxforddiplomat
@zero_4
@bylinebite
@doctor_oxford

Top Mentioned in G3:
@lbc
@skynews
@bbcr4today
@gmb
@michaelrosenyes
@nickferrarilbc
@soniapurnell
@susannareid100
@davemacladd
@charles83230639

Top Mentioned in G4:
@rwmalonemd
@drmikehart
@isma_is_ismael
@moyensdebord
@thomas1774paine
@toadmeister
@chicagosmayor
@mtaibbi
@so_help_us_god
@lastnamefree

Top Mentioned in G5:
@donaldjtrumpjr
@gregabbott_tx
@randpaul
@surabees
@zubymusic
@shotsrangout
@sjackson52
@truamericangal1
@petersweden7
@newsmax

Top Mentioned in G6:
@lindyli
@johncollins_kp
@washingtonpost
@imspeaking13
@angry_staffer
@hhsgov
@news24
@laurie_garrett
@fortunemagazine
@bisouthafrica

Top Mentioned in G7:
@chrischirp
@campbellclaret
@carolecadwalla
@independentsage
@noir_pearl
@johnrashton47
@finegael
@martinmckee
@pyl_london
@bbcgaryr

Top Mentioned in G8:
@dr2nisreenalwan
@kit_yates_maths
@yahoo
@fireflypress
@wardharry1
@ftdata
@itosettimd_mba
@bbcoxford
@michaelglasper
@cllrjackiec

Top Mentioned in G9:
@petersweden7
@reuters
@cnn
@jreedcooley
@ben_westcott
@potemkin959
@gspelunca
@jflippo1327
@tonystarkc0l
@patriotisamm

Top Mentioned in G10:
@pierrekory
@bluegrass1111
@joeygilbertinc
@covid19critical
@davidthomas38
@forbes
@ouijesuislibre
@amyphanwest
@tontontoulou
@myjourneymyself

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@tomthunkitsmind
@filafresh
@dolartoday
@americanair
@threadreaderapp
@detikcom
@berkleybearnews

Top Tweeters in G1:
@dolartoday
@berkleybearnews
@robinsnewswire
@republikaonline
@portaldiarioar
@liputan6dotcom
@andyvermaut
@n_carvalheira
@bisniscom
@cpa_breda

Top Tweeters in G2:
@jilevin
@profsunnysingh
@lorettabower3
@margymayell
@suegray834
@cleggy261
@paulbernaluk
@cmwheatley56
@juliecuninghame
@sallymos

Top Tweeters in G3:
@s9tmt
@independent
@iflck
@skynews
@evilbluebird
@alfisutton
@golwgymor
@terryelaineh1
@dorothy90237074
@michaelrosenyes

Top Tweeters in G4:
@rk55mk
@ladyrosmarino
@robinsm86398738
@thomas1774paine
@rbelcastro2
@meredth24
@peacefulconserv
@bfsf1212
@theoceanlawyers
@morrowfcs

Top Tweeters in G5:
@jimboazil
@shotsrangout
@mcarmichael16
@epochtimes
@joekoyne
@dalebow54243415
@takethatct
@luvindiemusic
@newsmax
@rhondacarlisle9

Top Tweeters in G6:
@world_news_eng
@ecclesias
@carriesweet2017
@washingtonpost
@urocklive1
@peace1
@iamsophianelson
@news24
@nicoleschoice1
@suelouises

Top Tweeters in G7:
@punkpuffin
@david96212152
@andreww66619812
@theipaper
@katemcclelland7
@stoicpleb
@bigx1
@kettlewellcraig
@mattprescott
@scotnational

Top Tweeters in G8:
@paulpaul49
@ant1988
@budgothmog44
@kingking3107
@marcevann
@ameliaaber
@saffiya_khan1
@cckki
@martinremains
@erretti42

Top Tweeters in G9:
@inquirerdotnet
@reuters
@oregakitaworld
@cnn
@chriskl70208387
@midwesternmama2
@citizenyid
@kasdad
@m_keenum
@rjparrish48

Top Tweeters in G10:
@andreinilla
@forbes
@davidthomas38
@vannschaffner
@bluegrass1111
@myjourneymyself
@edqrichards
@luvstoospooj
@maltyjava
@crypto_execute