COVID, Twitter, 10/12/2021 11:06:36 PM, 264402


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COVID_2021-10-12_01-52-01.xlsx
COVID_2021-10-12_01-52-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
COVID via NodeXL https://bit.ly/3lA7JWH
@rwmalonemd
@corinnereverbel
@pfrady
@cpac
@mailonline
@jujuliagrace
@masino_nancy
@margaritapraca1
@alicesa56184442
@al_ahmair

Top hashtags:
#covid
#covid19
#covid_19
#coronavirus
#longcovid
#ygletlisadoherwork
#44475
#vaccine

Description:
Description
The graph represents a network of 12,053 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 Tuesday, 12 October 2021 at 09:10 UTC.

The requested start date was Tuesday, 12 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 5-day, 0-hour, 1-minute period from Wednesday, 06 October 2021 at 12:18 UTC to Monday, 11 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 : 12053
Unique Edges : 6671
Edges With Duplicates : 11728
Total Edges : 18399
Number of Edge Types : 5
Retweet : 5325
MentionsInRetweet : 6030
Tweet : 3474
Replies to : 1060
Mentions : 2510
Self-Loops : 3521
Reciprocated Vertex Pair Ratio : 0.00486907595758494
Reciprocated Edge Ratio : 0.00969096586626467
Connected Components : 3645
Single-Vertex Connected Components : 983
Maximum Vertices in a Connected Component : 856
Maximum Edges in a Connected Component : 1710
Maximum Geodesic Distance (Diameter) : 35
Average Geodesic Distance : 11.765829
Graph Density : 6.39324232565159E-05
Modularity : 0.58128
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 12,053 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 Tuesday, 12 October 2021 at 09:10 UTC.

The requested start date was Tuesday, 12 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 5-day, 0-hour, 1-minute period from Wednesday, 06 October 2021 at 12:18 UTC to Monday, 11 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:
[29] https://www.reuters.com/business/healthcare-pharmaceuticals/sweden-pauses-use-moderna-covid-vaccine-cites-rare-side-effects-2021-10-06/
[13] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[12] https://theintercept.com/2021/10/05/covid-pill-drug-pricing-merck-ridgeback/
[12] https://www.bbc.com/portuguese/brasil-55747043
[11] https://hannity.com/media-room/biden-rambles-on-for-50-seconds-proclaims-thats-how-we-beat-covid/
[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.nytimes.com/2021/10/06/health/covid-vaccine-children-dose.html
[10] https://www.folkhalsomyndigheten.se/nyheter-och-press/nyhetsarkiv/2021/oktober/anvandningen-av-modernas-vaccin-mot-covid-19-pausas-for-alla-som-ar-fodda-1991-och-senare/
[9] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html

Top URLs in Tweet in G1:
[6] 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
[2] https://www.ctvnews.ca/politics/feds-make-vaccines-mandatory-for-public-servants-domestic-travellers-1.5612815
[2] https://theconservativetreehouse.com/blog/2021/10/04/doctor-performs-blood-and-immune-system-test-before-and-after-covid-vaccination-the-alarming-results-motivate-him-to-share-this-video/
[2] https://www.folkhalsomyndigheten.se/nyheter-och-press/nyhetsarkiv/2021/oktober/anvandningen-av-modernas-vaccin-mot-covid-19-pausas-for-alla-som-ar-fodda-1991-och-senare/
[2] https://news.sky.com/liveblog-webview/covid-news-uk-latest-live-experts-discover-why-people-get-covid-toes-8211-as-wales-introduces-vaccine-passports-12425651?postid=2810655#liveblog-body
[2] https://twitter.com/rwmalonemd/status/1445698537707032577
[2] https://www.cnn.com/2021/10/06/us/texas-man-sentenced-covid-hoax/index.html

Top URLs in Tweet in G2:
[25] https://www.reuters.com/business/healthcare-pharmaceuticals/sweden-pauses-use-moderna-covid-vaccine-cites-rare-side-effects-2021-10-06/
[8] https://globalcovidsummit.org/news/stanford-professor-of-medicine-bhattacharya-argues-against-covid-panic
[8] https://www.theepochtimes.com/mkt_breakingnews/federal-judge-rules-against-natural-immunity-claim-challenging-covid-19-vaccine-mandate_4041544.html
[6] https://kdvr.com/news/coronavirus/covid-19-vaccine/kidney-transplant-patient-moved-to-inactive-for-not-receiving-covid-vaccine/?utm_source=twitter.com&utm_medium=referral&utm_campaign=socialflow
[5] https://rumble.com/vndh8i-covid-19-points-to-ponder-from-a-pathologists-perspective.html
[3] https://theintercept.com/2021/10/05/covid-pill-drug-pricing-merck-ridgeback/
[2] https://theexpose.uk/2021/10/06/uk-judge-orders-government-to-provide-evidence-in-court-that-justifies-covid-19-vaccination-of-children/
[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

Top URLs in Tweet in G3:
[4] https://www.zerohedge.com/covid-19/biden-doesnt-know-vaccinated-individuals-can-spread-covid
[2] https://www.zerohedge.com/covid-19/without-lockdowns-sweden-had-fewer-excess-deaths-most-europe
[2] https://www.zerohedge.com/covid-19/sydney-lockdown-finally-ends-after-106
[1] https://www.zerohedge.com/covid-19/watch-aussie-police-interrogate-citizen-his-doorstep-over-6-month-old-anti-lockdown
[1] https://theintercept.com/2021/10/05/covid-pill-drug-pricing-merck-ridgeback/

Top URLs in Tweet in G4:
[9] https://covidnow.moh.gov.my/
[2] https://www.bernama.com/en/general/news.php?id=2012469
[2] https://www.bernama.com/en/general/news.php?id=2011476#.YV_Qoeqh2jY.twitter
[2] https://berita.rtm.gov.my/index.php/covid19/30248-pil-molnupiravir-diberi-percuma-bagi-pesakit-covid-19-kategori-3-hingga-5
[1] https://covidnow.moh.gov.my
[1] https://portal.mda.gov.my/announcement/631-self-test-covid-19-test-kit-for-conditional-approval-approved.html
[1] https://www.sinarharian.com.my/article/165660/BERITA/Nasional/Rentas-negeri-secara-haram-punca-kes-Covid-19-Perlis-melonjak?utm_source=Sinar+Harian&utm_medium=Sinar+Harian&utm_campaign=Rentas+negeri+secara+haram+punca+kes+Covid-19+Perlis+melonjak&fbclid=IwAR20WqrbyvzIYx2un908rcQV7ZwvokDrRZiT4xGRxIOz1SFookTPUtDCY_8
[1] https://twitter.com/limkitsiang/status/1446415768480976898
[1] https://twitter.com/ikarbertweet/status/1446125820121018368
[1] https://wa.link/xg75p6

Top URLs in Tweet in G5:
[7] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8248252/
[2] https://www.fda.gov/consumers/consumer-updates/why-you-should-not-use-ivermectin-treat-or-prevent-covid-19
[1] https://brownstone.org/articles/natural-immunity-and-covid-19-twenty-nine-scientific-studies-to-share-with-employers-health-officials-and-politicians/amp/
[1] https://twitter.com/squawkcnbc/status/1446446619734519811
[1] https://www.npr.org/sections/health-shots/2021/10/06/1043467316/why-the-u-s-pandemic-playbook-was-no-match-for-covid
[1] https://twitter.com/rwmalonemd/status/1447355461196554240
[1] https://twitter.com/p_duval/status/1447499784386928643
[1] https://www.14news.com/2021/10/08/attorney-covid-19-vaccine-given-family-including-small-kids-instead-flu-shots/
[1] https://www.lequotidiendumedecin.fr/courriers-des-lecteurs/il-est-urgent-darreter-les-suspensions-des-soignants-non-vaccines-covid-19
[1] https://www.folkhalsomyndigheten.se/nyheter-och-press/nyhetsarkiv/2021/oktober/anvandningen-av-modernas-vaccin-mot-covid-19-pausas-for-alla-som-ar-fodda-1991-och-senare/

Top URLs in Tweet in G6:
[4] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[3] https://www.independent.co.uk/news/health/private-hospitals-government-deal-covid-b1934371.html
[2] https://twitter.com/dmodoscutter/status/1447468022109769734
[1] https://twitter.com/TigressEllie/status/1447425784763883525
[1] https://www.bbc.com/news/uk-england-somerset-58828490
[1] https://www.itv.com/news/meridian/2021-10-07/wokingham-school-records-covid-outbreak-in-three-of-its-year-groups
[1] https://www.eadt.co.uk/news/health/suffolk-schools-managing-own-covid-rules-8389330
[1] https://inews.co.uk/news/education/covid-cases-schools-two-tier-pandemic-children-1236187?ito=twitter_share_article-top
[1] https://inews.co.uk/news/scores-more-report-positive-rapid-covid-tests-followed-by-negative-pcrs-as-mystery-deepens-over-discrepancies-1238649?ITO=msn
[1] https://www.theage.com.au/national/victoria/national-record-after-victoria-reports-1838-new-local-covid-19-cases-20211008-p58y9u.html

Top URLs in Tweet in G7:
[4] https://thedcpatriot.com/covid-numbers-drop-by-40-across-florida-with-no-mandates-in-place/
[2] https://thedcpatriot.com/more-than-5200-doctors-and-scientists-declare-covid-policies-crimes-against-humanity-in-physicians-declaration/
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=29faff82-2a8b-11ec-a840-65757a75665a&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMC0wOS9zb3V0aHdlc3QtYWlyLXBpbG90cy1zZWVrLXRvLWJsb2NrLWNvdmlkLXZhY2NpbmF0aW9uLW1hbmRhdGU=
[2] https://twitter.com/RanIsraeli/status/1445479074403524621
[2] https://twitter.com/RanIsraeli/status/1445464666306539528
[2] https://ourworldindata.org/covid-vaccinations
[1] https://twitter.com/PierreKory/status/1446312291302055940
[1] http://covid19criticalcare.com/
[1] https://twitter.com/covid19critical/status/1446085410388578309
[1] https://fr.sputniknews.com/20211011/les-recommandations-de-medecins-russes-pour-retablir-sa-memoire-apres-le-covid-1052085118.html

Top URLs in Tweet in G8:
[1] https://twitter.com/POTUS/status/1446213688134877191
[1] https://vajenda.substack.com/p/the-covid-19-vaccine-was-developed?r=fbh1f&utm_campaign=post&utm_medium=web&utm_source=
[1] https://fortune.com/2021/05/18/many-workers-reluctant-to-return-old-jobs-covid/

Top URLs in Tweet in G9:
[6] https://covidfamiliesforjustice.org/
[5] https://news.sky.com/story/aggressive-flu-viruses-bouncing-back-after-prolonged-covid-lockdown-leading-expert-warns-12431364
[2] https://www.theguardian.com/education/2021/sep/24/schools-in-england-struggling-to-stay-open-amid-soaring-covid-cases
[2] https://inews.co.uk/news/covid-lateral-flow-tests-negative-pcr-1236141
[1] https://news.sky.com/story/covid-news-live-uk-latest-coronavirus-daily-cases-rules-travel-updates-12425651
[1] https://twitter.com/thejeremyvine/status/1447155446247219203
[1] https://inews.co.uk/inews-lifestyle/furlough-end-hmrc-scheme-suicide-rate-rises-covid-support-1208623
[1] https://twitter.com/sandieshoes/status/1446393862319222785
[1] https://www.theguardian.com/science/2021/apr/15/oxfordastrazeneca-covid-vaccine-research-was-97-publicly-funded
[1] https://twitter.com/jo_woods11/status/1446424177033060355

Top URLs in Tweet in G10:
[3] http://trib.al/IBXNQCS
[3] http://trib.al/2hQi6pR
[3] http://trib.al/S5sc4Ct
[3] http://trib.al/BUNOXMC
[2] https://www.straitstimes.com/asia/east-asia/hong-kongs-carrie-lam-says-any-covid-19-fatality-would-be-concern?utm_source=twitter&utm_medium=social-organic&utm_keyword=dlvr.it
[2] http://trib.al/27m3IZu
[1] https://trib.al/47DSKv3
[1] https://nyti.ms/3BfWUhD
[1] https://trib.al/wt0J0xF
[1] https://nyti.ms/3mwSTQ3

Top Domains
Top Domains in Tweet in Entire Graph:
[354] twitter.com
[142] co.uk
[61] trib.al
[56] bit.ly
[55] reuters.com
[49] nytimes.com
[40] youtube.com
[37] com.br
[36] theguardian.com
[30] nypost.com

Top Domains in Tweet in G1:
[120] twitter.com
[16] co.uk
[10] theguardian.com
[9] nytimes.com
[9] theepochtimes.com
[9] wsj.com
[9] nhs.uk
[8] washingtonpost.com
[8] cnn.com
[7] youtube.com

Top Domains in Tweet in G2:
[27] reuters.com
[10] globalcovidsummit.org
[8] theepochtimes.com
[6] kdvr.com
[5] rumble.com
[4] childrenshealthdefense.org
[3] theintercept.com
[3] twitter.com
[2] theexpose.uk
[2] yahoo.com

Top Domains in Tweet in G3:
[9] zerohedge.com
[1] theintercept.com

Top Domains in Tweet in G4:
[13] gov.my
[4] bernama.com
[2] twitter.com
[1] com.my
[1] wa.link
[1] whatsapp.com

Top Domains in Tweet in G5:
[8] nih.gov
[6] twitter.com
[4] cdc.gov
[2] cnbc.com
[2] fda.gov
[1] brownstone.org
[1] npr.org
[1] 14news.com
[1] lequotidiendumedecin.fr
[1] folkhalsomyndigheten.se

Top Domains in Tweet in G6:
[11] co.uk
[5] twitter.com
[1] bbc.com
[1] itv.com
[1] com.au
[1] nature.com
[1] longcovidkids.org

Top Domains in Tweet in G7:
[7] twitter.com
[6] thedcpatriot.com
[2] bloomberg.com
[2] ourworldindata.org
[1] covid19criticalcare.com
[1] sputniknews.com
[1] co.uk
[1] redpilluniversity.org
[1] lecourrierdesstrateges.fr
[1] theexpose.uk

Top Domains in Tweet in G8:
[1] twitter.com
[1] substack.com
[1] fortune.com

Top Domains in Tweet in G9:
[6] sky.com
[6] covidfamiliesforjustice.org
[3] theguardian.com
[3] twitter.com
[3] co.uk
[1] worldometers.info

Top Domains in Tweet in G10:
[16] trib.al
[7] nyti.ms
[7] bloomberg.com
[2] straitstimes.com
[2] nbcnews.to
[2] nytimes.com
[1] thedailybeast.com
[1] nbcnews.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[237] covid
[208] covid19
[200] covid_19
[38] coronavirus
[38] longcovid
[36] ygletlisadoherwork
[30] 44475
[26] vaccine
[22] passsanitaire
[20] venezuela



Top Hashtags in Tweet in G1:
[40] covid19
[37] covid
[30] covid_19
[13] coronavirus
[6] demokratmeroket
[5] news
[4] covidvaccine
[4] unfetteredaccessforaids
[4] oct11coup
[4] whatshappeninginmyanmar

Top Hashtags in Tweet in G2:
[1] covid19
[1] covid_19
[1] vaccine
[1] dogecoin
[1] doge
[1] dansnext

Top Hashtags in Tweet in G4:
[3] lindungdirilindungsemua
[2] covid_19
[1] rtm
[1] beritartm
[1] keluargamalaysia
[1] malaysiaprihatin
[1] menangbersama
[1] covid19malaysia
[1] ppn
[1] rmk12

Top Hashtags in Tweet in G5:
[12] covid19
[11] covid
[2] suede
[2] seymour
[1] crushcovid
[1] fighttheflu
[1] vaxthevalley
[1] ansonia
[1] beaconfalls
[1] derby

Top Hashtags in Tweet in G6:
[4] covidtoe
[2] covid
[2] longcovid
[2] longcovidkids
[1] mitigations
[1] sittingducks
[1] edutwitter
[1] makeschoolssafe
[1] covidisnotover
[1] coronavirus

Top Hashtags in Tweet in G7:
[5] covid19
[4] passsanitaire
[4] dictaturesanitaire
[4] covid
[4] noussavons
[4] nonalavaccinationobligatoire
[1] pfizerleaks
[1] suede

Top Hashtags in Tweet in G9:
[3] covidinquirynow
[3] katiepersinger
[3] skynews
[3] covid
[1] covid19
[1] politicslive
[1] bbcnews
[1] cpc21
[1] gtto
[1] borisjohnsonmustgo

Top Hashtags in Tweet in G10:
[7] donotcomply

Top Words
Top Words in Tweet in Entire Graph:
[8039] covid
[2548] 19
[812] vaccine
[688] people
[533] î
[466] more
[398] vaccinated
[333] contra
[306] over
[305] time

Top Words in Tweet in G1:
[911] covid
[364] 19
[65] vaccine
[49] people
[44] more
[40] #covid19
[39] contra
[37] #covid
[35] vaccination
[34] cases

Top Words in Tweet in G2:
[152] covid
[112] rwmalonemd
[59] 19
[59] vaccine
[36] judge
[35] children
[32] uk
[32] vaccination
[30] immunity
[30] government

Top Words in Tweet in G3:
[118] covid
[39] vaccinated
[35] bluegrass1111
[35] staff
[35] ones
[35] right
[35] unvaccinated
[31] communism
[31] come
[31] america

Top Words in Tweet in G4:
[91] covid
[86] time
[73] 19
[59] telah
[52] khairykj
[46] yang
[43] educate
[43] engage
[43] enforce
[43] law

Top Words in Tweet in G5:
[75] covid
[18] vaccine
[18] 19
[15] scottgottliebmd
[15] deaths
[14] vaccinated
[14] vaccines
[14] health
[14] know
[13] showing

Top Words in Tweet in G6:
[35] covid
[21] children
[9] day
[7] child
[6] rate
[6] safeedforall_uk
[6] school
[6] death
[5] nella
[5] foto

Top Words in Tweet in G7:
[62] covid
[39] members
[35] 200
[31] 100
[26] fact
[26] between
[26] congress
[26] staffers
[21] vaccine
[18] pierrekory

Top Words in Tweet in G8:
[29] vaccine
[28] covid
[19] don
[15] joebiden
[13] 19
[12] more
[11] kamalaharris
[11] president
[11] require
[10] thanks

Top Words in Tweet in G9:
[61] covid
[17] uk
[15] 19
[12] skynews
[12] please
[12] know
[11] flu
[11] people
[11] one
[10] going

Top Words in Tweet in G10:
[62] covid
[33] 19
[27] vaccine
[23] nytimes
[23] study
[21] pfizer
[14] over
[14] safety
[13] thehill
[13] year

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2451] covid,19
[396] î,î
[248] contra,covid
[217] covid,vaccine
[167] 19,vaccine
[142] ãƒ,ãƒ
[128] due,covid
[115] against,covid
[102] àª,àª
[94] long,covid

Top Word Pairs in Tweet in G1:
[359] covid,19
[30] contra,covid
[18] 19,vaccine
[16] covid,vaccine
[14] covid,test
[13] during,covid
[13] covid,cases
[11] 19,vaccination
[10] 19,vaccines
[10] anti,covid

Top Word Pairs in Tweet in G2:
[59] covid,19
[35] covid,vaccine
[28] uk,judge
[28] judge,orders
[28] orders,government
[28] government,provide
[28] provide,evidence
[28] evidence,court
[28] court,justifies
[28] justifies,covid

Top Word Pairs in Tweet in G3:
[35] vaccinated,staff
[35] staff,ones
[35] ones,covid
[35] covid,right
[35] right,unvaccinated
[34] bluegrass1111,vaccinated
[31] communism,come
[31] come,america
[31] america,wrapped
[31] wrapped,covid

Top Word Pairs in Tweet in G4:
[73] covid,19
[43] time,educate
[43] educate,engage
[43] engage,time
[43] time,enforce
[43] enforce,law
[43] law,saya
[43] saya,telah
[43] telah,minta
[43] minta,laporan

Top Word Pairs in Tweet in G5:
[18] covid,19
[10] #covid,deaths
[9] deaths,declined
[9] declined,last
[9] last,winter
[9] winter,means
[9] means,low
[9] low,35
[9] 35,000
[9] 000,people

Top Word Pairs in Tweet in G6:
[5] foto,james
[5] james,smith
[5] covid,19
[4] reporting,painful
[4] painful,feet
[4] feet,children
[4] children,stand
[4] stand,walk
[4] walk,wear
[4] wear,shoes

Top Word Pairs in Tweet in G7:
[31] 100,200
[26] fact,between
[26] between,100
[14] sweden,stops
[14] stops,using
[14] using,moderna
[14] moderna,vaccine
[14] vaccine,under
[14] under,30s
[14] 30s,due

Top Word Pairs in Tweet in G8:
[13] covid,19
[11] 19,vaccine
[10] thanks,president
[10] president,joebiden
[10] joebiden,leadership
[10] leadership,department
[10] department,labor
[10] labor,require
[10] require,business
[10] business,100

Top Word Pairs in Tweet in G9:
[15] covid,19
[9] lost,loved
[9] loved,one
[6] 19,bereaved
[6] bereaved,families
[6] families,justice
[6] know,someone
[5] flu,viruses
[5] viruses,'bouncing
[5] 'bouncing,back'

Top Word Pairs in Tweet in G10:
[32] covid,19
[12] pfizer,fully
[12] fully,vaccinate
[12] vaccinate,everyone
[12] everyone,brazilian
[12] brazilian,city
[12] city,over
[12] over,age
[12] age,12
[12] 12,study

Top Replied-To
Top Replied-To in Entire Graph:
@pulte
@iladynami
@realcandaceo
@dkentcan
@rwmalonemd
@covid_41
@zerohedge
@andrewrsorkin
@haskologlu
@johnpeart1

Top Replied-To in G1:

Top Replied-To in G2:
@rwmalonemd
@buzzhollandermd
@silviamcsun
@diclexicon
@shigeyok
@strange_tuna
@dhhsfaxmachine
@carolin35224088
@bstardalan
@pallinchen

Top Replied-To in G3:
@zerohedge
@bluegrass1111

Top Replied-To in G4:
@limkitsiang
@bernamadotcom
@khairykj

Top Replied-To in G5:
@scottgottliebmd
@ibrake4ants
@antiva_must_go
@drtomfrieden
@barbrann_s
@michaeldaignau3
@vincentlancien
@12news
@nprhealth
@cdcgov

Top Replied-To in G6:
@elainebks
@info_zampa

Top Replied-To in G7:
@tg67210
@rogerhodler
@victorsinclair3
@davidkurten

Top Replied-To in G8:
@bebert701
@mserranojr
@space_stations
@s1las13
@kamalaharris
@jessekellydc
@joebiden
@ajmarsh30

Top Replied-To in G9:
@borisjohnson
@politicsforali
@julesmchamish
@skynews
@gillsimmonds
@tvkev
@mhairiblack
@talkradio
@fromwootton
@mari_niemela

Top Replied-To in G10:
@tarascan68
@dearauntcrabby
@connor7preston
@jaholstein33
@ryandorich
@celtics592448
@kimmm107

Top Mentioned
Top Mentioned in Entire Graph:
@rwmalonemd
@filmthepolicela
@realcandaceo
@khairykj
@sjs856
@bluegrass1111
@mheeloylom
@petersweden7
@brgsjks
@joeygilbertinc

Top Mentioned in G1:
@hiremaidea
@mbuddma
@kptpx_review
@metrovoice
@k_hersberger

Top Mentioned in G2:
@rwmalonemd
@robertkennedyjr
@gummibear737
@clarecraigpath
@toadmeister
@ozraeliavi
@davidjthunder
@polkapolka10
@markready47
@lunamagic2000

Top Mentioned in G3:
@bluegrass1111
@joeygilbertinc
@zerohedge
@lavern_spicer
@jereme45
@amyphanwest
@001mellie
@parsifaler
@adrianmyreality
@p8r1ot_redux

Top Mentioned in G4:
@khairykj
@dghisham
@kkmputrajaya
@bethebain
@ikarbertweet
@jkjavmy
@karmenlunarx
@ismailsabri60
@bernamadotcom
@health_malaysia

Top Mentioned in G5:
@scottgottliebmd
@helenbranswell
@drtomfrieden
@martinkulldorff
@cdcgov
@us_fda
@corinnereverbel
@epiphare
@squawkcnbc
@monicagandhi9

Top Mentioned in G6:
@safeedforall_uk
@longcovidkids
@tigressellie
@drjanemunro
@allchanges
@zubhaque
@venessb
@vicgovdh
@njbbari3
@franceskonew

Top Mentioned in G7:
@pierrekory
@nick_the_geek78
@covid19critical
@jackposobiec
@realmattcouch
@tontontoulou
@sikhfortruth
@victorsinclair3
@davidkurten
@sergiodde

Top Mentioned in G8:
@joebiden
@kamalaharris
@georgetakei
@vp
@drjengunter
@drericding
@alex_on_a14
@barryjohnreid21
@wjack76995
@songfei2017

Top Mentioned in G9:
@skynews
@charles83230639
@borisjohnson
@conservatives
@theipaper
@politicsforali
@dfja
@nadhimzahawi
@rishisunak
@independentsage

Top Mentioned in G10:
@nytimes
@thehill
@todayshow
@dearauntcrabby
@business
@nbcnews
@savannahguthrie
@drrichbesser
@trumpjew2
@barbtotta

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@tomthunkitsmind
@el_cooperante
@knewz_currently
@filafresh
@americanair
@threadreaderapp
@ptjasamarga

Top Tweeters in G1:
@knewz_currently
@ptjasamarga
@kompascom
@berkleybearnews
@robinsnewswire
@portaldiarioar
@andyvermaut
@bisniscom
@elpoliticonews
@cpa_breda

Top Tweeters in G2:
@angryyoungman55
@financialtimes
@rk55mk
@gateta30
@shigeyok
@rbelcastro2
@denwillliberty
@markready47
@vgnnutrition46
@peacefulconserv

Top Tweeters in G3:
@zerohedge
@bobbyd0414
@lori52993
@weaverbirder
@bluegrass1111
@theunwanted46
@wazuberance
@oldpossumgus
@edqrichards
@richschwab1

Top Tweeters in G4:
@karmenlunarx
@q1_3_1q
@mizunohopkins
@bernamadotcom
@yusurisan
@ikarbertweet
@meknimmm
@zul4ikh4hzawawi
@xxfieza
@bernamaradio

Top Tweeters in G5:
@12news
@barricko_bama
@now_justice
@azcentral
@larryboorstein
@koldnews
@lizmair
@postopinions
@drakegatsby
@chilljat

Top Tweeters in G6:
@allchanges
@mconway70
@marcevann
@cckki
@seonaidsnail
@larochecs
@erretti42
@scouts_uk
@ramblingproses
@lucma66

Top Tweeters in G7:
@andreinilla
@anisaz9_basit
@realmattcouch
@baixsegura_es
@gwgillett
@sputnik_fr
@dkdk459
@saraart4
@terriersvu
@paulaurelienb

Top Tweeters in G8:
@brettaapplebaum
@libbystone2
@drjengunter
@m_s_fricker
@jackiej19541
@wjack76995
@sqirlgirly
@juliefedup
@jpen98
@mcfunny

Top Tweeters in G9:
@s9tmt
@sandradunn1955
@gracemurphy2
@iflck
@guardian
@skynews
@theipaper
@tvkev
@shazxraz
@tymvirginia

Top Tweeters in G10:
@thehill
@business
@brandonmscales
@nytimes
@thedailybeast
@nbcnews
@segmentis
@simonmazzet
@wonw080
@diana_chumley