COVID-19, Twitter, 12/20/2021 9:08:52 AM, 268625


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COVID-19_2021-12-20_00-00-01.xlsx
COVID-19_2021-12-20_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3siNWPh
@reuters
@skynews
@insdatainter
@nizaarkinsella
@goalnews
@denisstingl
@d3vfr3d
@lci
@yukinek56432140
@medic4allhuman

Top hashtags:
#covid_19
#covid19
#covid
#omicron
#coronavirus
#omicronvarient
#15dic
#chiyaanvikram

Description:
Description
The graph represents a network of 10,449 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 December 2021 at 08:26 UTC.

The requested start date was Monday, 20 December 2021 at 01:01 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, 4-minute period from Wednesday, 15 December 2021 at 12:13 UTC to Friday, 17 December 2021 at 12:17 UTC.

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

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

The graph is directed.

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

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


Author Description


Overall Graph Metrics
Vertices : 10449
Unique Edges : 5386
Edges With Duplicates : 11873
Total Edges : 17259
Number of Edge Types : 5
Retweet : 5351
MentionsInRetweet : 6055
Tweet : 3441
Replies to : 481
Mentions : 1931
Self-Loops : 3479
Reciprocated Vertex Pair Ratio : 0.00547467960681846
Reciprocated Edge Ratio : 0.0108897413686425
Connected Components : 3196
Single-Vertex Connected Components : 1197
Maximum Vertices in a Connected Component : 1645
Maximum Edges in a Connected Component : 3477
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 11.487093
Graph Density : 7.40213861625276E-05
Modularity : 0.546066
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,449 Twitter users whose tweets in the requested range contained "COVID-19", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 December 2021 at 08:26 UTC.

The requested start date was Monday, 20 December 2021 at 01:01 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, 4-minute period from Wednesday, 15 December 2021 at 12:13 UTC to Friday, 17 December 2021 at 12:17 UTC.

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

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

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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[38] https://www.straitstimes.com/asia/east-asia/sinovac-shot-offers-inadequate-shield-from-covid-19-variant-omicron-says-hk-study
[25] https://theathletic.com/news/leicester-vs-spurs-postponed-amidst-ongoing-covid-19-outbreak/FHoZUFanHvaI/
[24] https://thepostmillennial.com/fentanyl-overtakes-covid-19-as-leading-cause-of-death-for-adults-between-18-and-45?utm_campaign=64502
[23] https://www.lepoint.fr/sondages-oui-non/etes-vous-desormais-favorable-a-une-vaccination-obligatoire-des-adultes-contre-le-covid-19--17-12-2021-2457268_1923.php
[18] https://tucuman.mitelefe.com/local/denuncian-que-una-nena-fallecio-luego-de-colocarse-la-vacuna-contra-el-covid-19/
[15] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/book-coronavirus-vaccination/
[14] http://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/coronavirus-booster-vaccine/
[14] https://public.tableau.com/profile/public.health.wales.health.protection#!/vizhome/RapidCOVID-19virology-Public/Headlinesummary
[14] https://public.tableau.com/views/RapidCOVID-19virology-Mobilefriendly/Summary?%3AshowVizHome=no&%3Aembed=true#2
[12] https://www.reuters.com/world/us/eight-heart-inflammation-cases-seen-among-young-kids-who-got-covid-19-shot-us-2021-12-16/

Top URLs in Tweet in G1:
[8] https://robisearch.com/pos-4-pos-point-of-sale/
[8] https://www.foxnews.com/us/california-paramedics-cardiac-arrest-leave-covid
[8] https://bylinetimes.com/2021/07/23/australias-covid-calamity-and-the-shock-jocks-feeding-it/
[6] https://books2read.com/u/3R61rj
[4] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/book-coronavirus-vaccination/
[4] https://news.sky.com/story/covid-19-british-tourists-to-be-banned-from-france-amid-rise-in-omicron-cases-12497105
[3] https://www.rtlnieuws.nl/economie/artikel/5274078/steunpakketten-corona-covid-19-now-tvl-tozo-klaar-ermee
[3] https://news.sky.com/story/covid-19-queen-cancels-traditional-pre-christmas-lunch-with-family-12497260
[3] https://www.diariocontraste.com/2021/10/cinco-consejos-para-que-tus-hijos-esten-seguros-en-la-escuela-en-medio-del-covid-19/
[3] https://www.nurseryworld.co.uk/news/article/under-fives-advised-to-get-pcr-test-immediately-if-they-live-with-someone-with-covid-19

Top URLs in Tweet in G2:
[5] https://www.zerohedge.com/covid-19/twitter-punish-users-who-claim-vaccinated-individuals-can-still-spread-covid-19
[4] https://trib.al/HQdnDb1
[4] https://www.bfmtv.com/sante/covid-19-7-parents-sur-10-opposes-a-la-vaccination-de-leur-enfant_AN-202112160120.html
[3] https://www.zerohedge.com/covid-19/norway-ban-serving-alcohol-bars-curb-omicron-outbreak
[2] https://www.lci.fr/sante/covid-19-vaccination-facultative-et-sans-pass-sanitaire-des-5-11-ans-feu-vert-du-comite-d-ethique-2204828.html?utm_medium=Social&utm_source=Twitter&Echobox=1639731693#xtor=CS5-113
[2] https://www.lci.fr/sante/coronavirus-vaccin-contre-le-covid-19-la-troisieme-dose-va-induire-une-immunite-beaucoup-plus-persistante-affirme-une-virologue-christine-rouzioux-2204802.html?utm_medium=Social&utm_source=Twitter&Echobox=1639720428#xtor=CS5-113
[2] https://www.bfmtv.com/sante/covid-19-gabriel-attal-prevoir-4000-patients-en-reanimation-autour-des-fetes_AD-202112150264.html
[2] https://www.bfmtv.com/sante/en-direct-flambee-d-omicron-conseil-de-defense-sanitaire-suivez-l-actualite-covid-19-minute-par-minute_LN-202112160065.html#article_70769
[2] https://ocugen.com/vaccine/overview/
[2] https://www.ecdc.europa.eu/en/publications-data/covid-19-assessment-further-emergence-omicron-18th-risk-assessment

Top URLs in Tweet in G4:
[2] https://www.reuters.com/world/us/eight-heart-inflammation-cases-seen-among-young-kids-who-got-covid-19-shot-us-2021-12-16/
[1] https://threadreaderapp.com/thread/1471210106159353861.html
[1] https://www.nicd.ac.za/diseases-a-z-index/disease-index-covid-19/surveillance-reports/daily-hospital-surveillance-datcov-report/
[1] https://www.ncbi.nlm.nih.gov/labs/pmc/articles/PMC8656213/#__ffn_sectitle
[1] https://www.lepoint.fr/sondages-oui-non/etes-vous-desormais-favorable-a-une-vaccination-obligatoire-des-adultes-contre-le-covid-19--17-12-2021-2457268_1923.php
[1] https://www.wikistrike.com/2021/12/contrairjjjement-a-ce-que-l-on-vous-dit-64-2-des-personnes-hospitalisees-sont-vaccines-contre-le-covid-19.html
[1] https://www.nouvelobs.com/vaccination-anti-covid-19/20211216.OBS52245/pres-de-7-parents-sur-10-s-opposent-a-la-vaccination-de-leur-enfant-revele-un-sondage.html#modal-msg
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/variant-omicron/covid-19-quelles-sont-les-regles-en-vigueur-pour-voyager-entre-la-france-et-le-royaume-uni-des-samedi_4883229.html#xtor=CS2-765-[twitter]-
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-a-l-hopital-de-colmar-la-reanimation-submergee-par-les-patients-non-vaccines_4879659.html#xtor=CS2-765-[twitter]-
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-bien-aerer-et-respecter-les-gestes-barrieres-pendant-les-fetes-de-fin-d-annee_4881215.html

Top URLs in Tweet in G5:
[5] https://www.si.com/soccer/chelsea/news/report-three-chelsea-players-test-positive-for-covid-19-ahead-of-everton-clash
[1] https://www.standard.co.uk/sport/football/pep-guardiola-covid-19-man-city-press-conference-newcastle-b972594.html?utm_medium=Social&utm_source=Twitter#Echobox=1639743343
[1] https://www.goal.com/en-gb/news/chelsea-covid-19-crisis-three-first-team-stars-test-positive/blt58472c11257b43dd
[1] https://www.chelsea-news.co/2021/12/i-dont-know-the-rules-thomas-tuchel-distances-himself-from-any-cancelled-games-due-to-covid-19-calls/#.YbxICIfl3H4.twitter

Top URLs in Tweet in G6:
[7] https://www.cnbc.com/2021/12/14/kroger-to-eliminate-some-covid-19-benefits-for-unvaccinated-employees-wsj-reports-.html?utm_content=Main&utm_medium=Social&utm_source=Twitter#Echobox=1639497159
[3] https://www.businessinsider.com/lawmakers-bought-sold-covid-19-related-stocks-during-pandemic-2021-12
[1] https://www.wsj.com/articles/highly-vaccinated-south-korea-cant-slow-down-covid-19-11639652626
[1] https://www.reuters.com/world/uk/some-british-hospitals-struggle-with-staff-shortages-due-covid-19-2021-12-16/?taid=61bb27ef4bd3090001f159a8&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://nbcnews.to/3m6nyUX
[1] https://nbcnews.to/3GMcZ15
[1] http://www.msn.com/en-us/news/us/kroger-is-no-longer-offering-paid-emergency-leave-to-unvaccinated-workers-who-catch-covid-19/ar-AARNIEs?ocid=st
[1] https://www.reuters.com/world/europe/france-sees-number-covid-19-patients-icu-around-4000-by-christmas-holidays-2021-12-15/?taid=61bb291b4bd3090001f159bc&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://www.wfaa.com/article/news/health/coronavirus/nfl-covid-19-omicron-variant-spread/507-e573cac1-9d79-413b-9083-4d20a633b605
[1] https://trib.al:443/pYEgrmE

Top URLs in Tweet in G7:
[2] https://newsbusters.org/blogs/free-speech/alexander-hall/2021/12/15/youtube-censors-joe-rogan-interview-consultant
[1] https://open.spotify.com/episode/0aZte37vtFTkYT7b0b04Qz?si=vCXjzIfZSgu5ri9l8zyCMw
[1] https://www.americaoutloud.com/dr-peter-mccullough-on-joe-rogan-a-premeditated-plan-to-promote-vaccines/

Top URLs in Tweet in G8:
[2] https://www.muhealth.org/our-stories/scary-reports-deaths-following-covid-19-vaccination-arent-what-they-seem
[1] https://www.wthr.com/article/news/verify/no-the-cdcs-vaers-database-does-not-show-thousands-of-people-have-died-from-covid-19-vaccines-coronavirus/531-952c2b9c-8b99-48cf-9b9a-ead716781b67
[1] https://www.health.nsw.gov.au/Infectious/covid-19/vaccine/Pages/default.aspx

Top URLs in Tweet in G9:
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d7cd14e9-5f33-11ec-a62e-6f6d42417051&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMi0xNy9zLWFmcmljYS1zYXlzLWhvc3BpdGFsaXphdGlvbnMtaW4tb21pY3Jvbi13YXZlLW11Y2gtbG93ZXI=
[1] https://www.cbc.ca/radio/asithappens/as-it-happens-the-thursday-edition-1.6169653/colorado-nurse-crafts-stunning-chandelier-out-of-empty-covid-19-vaccine-vials-1.6169990
[1] https://twitter.com/michaelzlin/status/1471749391585214465
[1] https://reason.com/2021/12/14/the-fda-should-immediately-approve-pfizers-anti-covid-19-pill-paxlovid/

Top URLs in Tweet in G10:
[10] https://www.reuters.com/business/healthcare-pharmaceuticals/moderna-covid-19-shot-more-likely-cause-heart-inflammation-than-pfizers-study-2021-12-17/?taid=61bc797092a8110001a3f76f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://www.reuters.com/world/uk/some-british-hospitals-struggle-with-staff-shortages-due-covid-19-2021-12-16/?taid=61bb27ef4bd3090001f159a8&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://www.reuters.com/business/healthcare-pharmaceuticals/covid-19-vaccines-may-be-less-effective-against-omicron-who-2021-12-15/?taid=61b9cf674bd3090001f113f1&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://www.lapresse.ca/covid-19/2021-12-16/troisieme-dose-pour-les-adultes/l-ontario-va-de-l-avant-quebec-attend.php
[2] https://trib.al/HQdnDb1
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/sanofi-gsk-announce-positive-booster-data-their-covid-19-vaccine-candidate-2021-12-15/?taid=61b9ce3a4bd3090001f113ab&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.reuters.com/world/us/eight-heart-inflammation-cases-seen-among-young-kids-who-got-covid-19-shot-us-2021-12-16/?taid=61bb93ccc672dc0001d77111&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://twitter.com/Reuters/status/1471524030230536192
[2] https://www.lapresse.ca/covid-19/2021-12-15/variant-omicron/de-nouvelles-donnees-inquietent-des-experts.php?utm_source=dlvr.it&utm_medium=twitter
[1] https://trib.al/odN0GyR

Top Domains
Top Domains in Tweet in Entire Graph:
[242] twitter.com
[93] nhs.uk
[93] co.uk
[64] gov.uk
[63] sky.com
[60] reuters.com
[59] bit.ly
[47] straitstimes.com
[43] youtube.com
[42] trib.al

Top Domains in Tweet in G1:
[76] twitter.com
[34] co.uk
[19] com.br
[16] sky.com
[15] nhs.uk
[13] cnn.com
[12] youtube.com
[11] gov.uk
[9] msn.com
[9] foxnews.com

Top Domains in Tweet in G2:
[13] bfmtv.com
[10] zerohedge.com
[6] lci.fr
[5] europa.eu
[4] trib.al
[2] twitter.com
[2] bit.ly
[2] ocugen.com
[1] gouv.fr
[1] canada.ca

Top Domains in Tweet in G4:
[4] francetvinfo.fr
[2] reuters.com
[1] threadreaderapp.com
[1] ac.za
[1] nih.gov
[1] lepoint.fr
[1] wikistrike.com
[1] nouvelobs.com
[1] lefigaro.fr
[1] theepochtimes.com

Top Domains in Tweet in G5:
[5] si.com
[1] co.uk
[1] goal.com
[1] chelsea-news.co

Top Domains in Tweet in G6:
[7] cnbc.com
[3] businessinsider.com
[2] reuters.com
[2] nbcnews.to
[2] trib.al
[1] wsj.com
[1] msn.com
[1] wfaa.com
[1] twitter.com

Top Domains in Tweet in G7:
[2] newsbusters.org
[1] spotify.com
[1] americaoutloud.com

Top Domains in Tweet in G8:
[2] muhealth.org
[1] wthr.com
[1] gov.au

Top Domains in Tweet in G9:
[1] bloomberg.com
[1] cbc.ca
[1] twitter.com
[1] reason.com

Top Domains in Tweet in G10:
[23] reuters.com
[6] lapresse.ca
[5] trib.al
[4] reut.rs
[2] sharylattkisson.com
[2] twitter.com
[1] bloomberg.com
[1] inquirer.net
[1] khaleejtimes.com
[1] justthenews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[634] covid_19
[398] covid19
[133] covid
[109] omicron
[44] coronavirus
[37] omicronvarient
[37] 15dic
[36] chiyaanvikram
[33] breaking
[32] getvaccinated



Top Hashtags in Tweet in G1:
[152] covid_19
[72] covid19
[34] covid
[27] omicron
[25] coronavirus
[12] omicronvarient
[8] news
[8] tifaon2022elections
[8] istandwithjkrowling
[8] istandwithlewishamilton

Top Hashtags in Tweet in G2:
[30] covid19
[10] covid_19
[8] vaccination
[8] noël
[4] covid
[3] vaccin
[3] euco
[3] entreprise
[3] macron
[3] macron20h

Top Hashtags in Tweet in G3:
[1] 카이버블
[1] 종인버블

Top Hashtags in Tweet in G4:
[2] colmar
[2] presse
[2] omicron
[1] santé
[1] nonaupassdelahonte
[1] covid19
[1] noël

Top Hashtags in Tweet in G5:
[16] chelsea
[2] cfc
[2] bears
[2] mcfc
[2] covid_19
[1] pl
[1] poroshalangid

Top Hashtags in Tweet in G6:
[1] thankyoukroger
[1] misinformation
[1] covid19
[1] demvoice1

Top Hashtags in Tweet in G9:
[1] longcovid

Top Hashtags in Tweet in G10:
[3] covid19
[2] india
[2] omicron
[2] falabrasil
[1] greatreboot
[1] vaccination
[1] onpoli
[1] qcpoli

Top Words
Top Words in Tweet in Entire Graph:
[6969] covid
[6657] 19
[796] omicron
[634] #covid_19
[565] cases
[540] vaccine
[490] more
[441] health
[398] #covid19
[394] positive

Top Words in Tweet in G1:
[1049] covid
[1001] 19
[152] #covid_19
[101] omicron
[98] vaccine
[76] cases
[72] #covid19
[61] more
[58] health
[56] variant

Top Words in Tweet in G2:
[58] covid
[58] 19
[30] #covid19
[26] bfmtv
[17] eu
[16] enfants
[15] vaccination
[14] risque
[14] ecdc_eu
[14] red

Top Words in Tweet in G3:
[125] covid
[125] 19
[101] hard
[98] members
[98] know
[98] fans
[98] time
[98] met
[87] having
[87] wasn

Top Words in Tweet in G4:
[54] covid
[54] 19
[43] pfizer
[40] même
[38] délivrance
[38] d'ivermectine
[38] d'antibios
[38] empêchée
[38] parce
[38] accord

Top Words in Tweet in G5:
[135] covid
[101] 19
[101] positive
[89] test
[83] three
[80] players
[71] more
[63] chelsea
[43] kovacic
[43] isolating

Top Words in Tweet in G6:
[87] covid
[79] 19
[36] anacabrera
[36] companies
[35] healthinsider
[31] lawmakers
[30] dozens
[29] unvaccinated
[28] surge
[28] cases

Top Words in Tweet in G7:
[113] covid
[113] 19
[84] dr
[84] peter
[84] mccullough
[84] rogan
[83] brittrooted
[82] bigger
[82] public
[82] health

Top Words in Tweet in G8:
[6] covid
[6] 19
[6] variant
[5] vaccines
[4] nowthisnews
[4] currently
[3] conciertos
[3] booster
[3] work
[3] protect

Top Words in Tweet in G9:
[92] 19
[91] covid
[79] omicron
[77] wave
[71] south
[71] cases
[63] rate
[62] bloomberg
[62] africa
[62] hospitalization

Top Words in Tweet in G10:
[105] covid
[100] 19
[61] reuters
[44] vaccines
[30] migrants
[28] millions
[28] manufacturers
[27] major
[25] tens
[25] denied

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6440] covid,19
[307] positive,covid
[279] 19,cases
[256] contra,covid
[238] 19,vaccine
[209] 19,vaccines
[203] tested,positive
[157] 19,vaccination
[153] omicron,variant
[130] public,health

Top Word Pairs in Tweet in G1:
[972] covid,19
[51] 19,vaccine
[40] contra,covid
[31] 19,cases
[25] omicron,variant
[22] positive,covid
[19] 19,pandemic
[17] 19,omicron
[16] 19,booster
[15] 19,vaccination

Top Word Pairs in Tweet in G2:
[56] covid,19
[10] sans,test
[10] olivier,véran
[8] #covid19,#noël
[8] risque,majeur
[8] trop,nombreux
[8] nombreux,table
[8] table,sans
[8] test,vaccin
[8] prévient,olivier

Top Word Pairs in Tweet in G3:
[125] covid,19
[98] members,know
[98] hard,time
[87] know,fans
[87] fans,having
[87] having,hard
[87] time,wasn
[87] wasn,covid
[87] 19,ve
[87] ve,met

Top Word Pairs in Tweet in G4:
[54] covid,19
[38] délivrance,d'ivermectine
[38] d'ivermectine,d'antibios
[38] d'antibios,empêchée
[38] empêchée,parce
[38] parce,accord
[38] accord,conclu
[38] conclu,ue
[38] ue,pfizer
[38] pfizer,stipule

Top Word Pairs in Tweet in G5:
[101] positive,covid
[96] covid,19
[71] three,more
[62] players,test
[62] test,positive
[57] more,players
[47] chelsea,three
[36] tested,positive
[33] covid,top
[33] top,kovacic

Top Word Pairs in Tweet in G6:
[79] covid,19
[28] 19,cases
[27] dozens,republican
[27] republican,democratic
[27] democratic,lawmakers
[27] lawmakers,capitol
[27] capitol,hill
[27] hill,invested
[27] invested,companies
[27] companies,direct

Top Word Pairs in Tweet in G7:
[113] covid,19
[84] dr,peter
[84] peter,mccullough
[83] 19,dr
[82] bigger,public
[82] public,health
[82] health,crisis
[82] crisis,censorship
[82] censorship,covid
[82] mccullough,joe

Top Word Pairs in Tweet in G8:
[6] covid,19
[3] booster,vaccines
[3] vaccines,work
[3] work,protect
[3] protect,people
[3] people,against
[3] against,omicron
[3] omicron,variant
[3] variant,currently
[3] currently,need

Top Word Pairs in Tweet in G9:
[91] covid,19
[75] omicron,wave
[62] bloomberg,south
[62] south,africa
[62] africa,hospitalization
[62] hospitalization,rate
[62] rate,plunges
[62] plunges,omicron
[62] wave,identified
[62] identified,covid

Top Word Pairs in Tweet in G10:
[100] covid,19
[43] 19,vaccines
[28] millions,migrants
[25] tens,millions
[25] migrants,denied
[25] denied,covid
[25] vaccines,global
[25] global,program
[25] program,major
[25] major,manufacturers

Top Replied-To
Top Replied-To in Entire Graph:
@bfmtv
@nytimes
@robertkennedyjr
@ikrzystyniak
@bbcnews
@psciences1
@colindmello
@keldran
@presidencyza
@carignanabreu

Top Replied-To in G2:
@bfmtv
@lci
@votrav
@rajeevjayadevan
@pvergnes1
@pellegr9
@cnews
@ivanrioufol
@vaccineeetlibre
@sebou_net

Top Replied-To in G4:
@olivierveran
@f_philippot
@kingtara12

Top Replied-To in G6:
@johnberman
@granolabeats

Top Replied-To in G7:
@brittrooted

Top Replied-To in G8:
@regmclark
@ogilville1
@wjack76995

Top Replied-To in G9:
@kinsellawarren
@andrew_croxford

Top Replied-To in G10:
@wells2893

Top Mentioned
Top Mentioned in Entire Graph:
@zkdlindaily
@javierpadillab
@brittrooted
@reuters
@scottgottliebmd
@rwmalonemd
@manopsi
@business
@jokowi
@rishika625

Top Mentioned in G1:
@pangkakistos
@pretorianews
@center_forex
@infosferanews
@simon_hughes__
@bigmanbakar
@stigmabase
@skakeofanzine
@alfredanchor
@cope_melilla

Top Mentioned in G2:
@bfmtv
@ecdc_eu
@lci
@eucouncil
@vonderleyen
@zerohedge
@drtedros
@eynaud_marc
@reuters
@us_fda

Top Mentioned in G3:
@zkdlindaily
@kaiburbuja
@squishylilbear
@jhaaa_loeyyy
@kaijongdls

Top Mentioned in G4:
@dreslincourt
@medic4allhuman
@acpoisson
@franceinfo
@sarah41659531
@olivierveran
@jmchipot
@hopsaintlouis
@f_philippot
@coroinfos

Top Mentioned in G5:
@nizaarkinsella
@deadlinedaylive
@absolutechelsea
@siphillipssport
@drayy09
@goalnews
@telegraphducker
@benransomsky
@squawkanews
@footballlforall

Top Mentioned in G6:
@anacabrera
@healthinsider
@miguelnbc
@todayshow
@cnbc
@jeromeadamsmd
@seungminkim
@nbcnews
@speakerpelosi
@reuters

Top Mentioned in G7:
@brittrooted
@ezralevant
@yaliberty
@joerogan
@rtcizenski
@peterpalumbo1
@malcolmoutloud

Top Mentioned in G8:
@nowthisnews
@oldretireddude
@guy_but_cooler
@gregabbott_tx
@mcfunny
@wendyorent
@andylumm
@kathmarval
@david_cmercado
@provaxtexan

Top Mentioned in G9:
@scottgottliebmd
@ballouxfrancois
@bnodesk
@paumatalap
@morninglive
@10newsfirstsyd
@antoinette_news
@ursulaheger
@alisavaldesrod1

Top Mentioned in G10:
@reuters
@quicktake
@vicleungiddoc
@footballdaily
@sharylattkisson
@arianekrol
@gosiafraser
@gabinjean3
@michaelmina_lab
@wdgpublichealth

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@kakusan_rt
@tomthunkitsmind
@animalsholbox
@el_cooperante
@threadreaderapp
@ptjasamarga
@kompascom

Top Tweeters in G1:
@ptjasamarga
@infoapuntes
@okezonenews
@afropages
@zyitegadgets
@newsoneplace
@andyvermaut
@bisniscom
@elpoliticonews
@diariocontraste

Top Tweeters in G2:
@bfmtv
@ngourd
@zerohedge
@afpfr
@cnews
@menuet_morgan
@carretierg
@govtstheproblem
@tchemtcem
@saraart4

Top Tweeters in G3:
@zkdlkaikai
@tiara_0114_kai
@rb_kjikms
@dancernini
@moonswfs
@jingtp114
@baekmagic
@loeyslugg
@nanarahloey
@_blossommebh

Top Tweeters in G4:
@ouestfrance
@philippecombaut
@franceinfo
@sarah41659531
@cafepedagogique
@erictoulorge
@rmcinfo
@ana_pinson
@didierjean050
@flobga

Top Tweeters in G5:
@stevestevens47
@bronxfanatic
@moshoukri
@ajoseadeniyi1
@royal_ryder
@_ohitshim
@kvng_baff
@ebo_pedrito
@ahmnorman
@izoodin

Top Tweeters in G6:
@yordimx
@marylschmidt
@_silversmith
@frackhazreveal
@cnbc
@zsarrina
@felineblues
@nbcnews
@cfraase
@hwyynexflm6sq8c

Top Tweeters in G7:
@dwf57
@ezralevant
@peterpalumbo1
@malcolmoutloud
@nethorn
@ma_abbott
@ctztforester
@yaliberty
@banklick
@dublin4849

Top Tweeters in G8:
@adevotedyogi
@_mamadeb
@nowthisnews
@tony__heller
@monstercoyliar
@kath2cats
@wjack76995
@jsaholmes
@mcfunny
@laurieworby

Top Tweeters in G9:
@zeeshan_shah_dc
@garthgodsman
@roncoleman
@kinsellawarren
@ritapanahi
@jhlrsn
@topdctweets
@crosseyedpiano
@klillington
@10newsfirstsyd

Top Tweeters in G10:
@reuters
@squeezethmonday
@fagankara
@hayatalvi
@globalnews
@quicktake
@baylessmarilyn
@niick254
@khaleejtimes
@norbalm


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