COVID-19, Twitter, 9/7/2021 8:14:52 AM, 261394


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COVID-19_2021-09-07_00-00-02.xlsx
COVID-19_2021-09-07_00-00-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 07, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3zRBbMw
@corona_ssyt
@engrpatrick2021
@usatoday
@broncofw
@cdcgov
@rwmalonemd
@bhoompally
@who
@showmet22477608
@artificialbra1n

Top hashtags:
#covid_19
#covid19
#whatshappeninginmyanmar
#sep6coup
#asean_supporterofsac
#covid

Description:
Description
The graph represents a network of 10,457 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 Tuesday, 07 September 2021 at 07:25 UTC.

The requested start date was Tuesday, 07 September 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 3-day, 0-hour, 3-minute period from Friday, 03 September 2021 at 12:14 UTC to Monday, 06 September 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 : 10457
Unique Edges : 5314
Edges With Duplicates : 12224
Total Edges : 17538
Number of Edge Types : 5
Retweet : 5479
MentionsInRetweet : 6230
Tweet : 3515
Replies to : 475
Mentions : 1839
Self-Loops : 3546
Reciprocated Vertex Pair Ratio : 0.00389768574908648
Reciprocated Edge Ratio : 0.00776510555690366
Connected Components : 3080
Single-Vertex Connected Components : 1096
Maximum Vertices in a Connected Component : 1626
Maximum Edges in a Connected Component : 3508
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 11.921611
Graph Density : 7.53806586070884E-05
Modularity : 0.546801
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 10,457 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 Tuesday, 07 September 2021 at 07:25 UTC.

The requested start date was Tuesday, 07 September 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 3-day, 0-hour, 3-minute period from Friday, 03 September 2021 at 12:14 UTC to Monday, 06 September 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:
[22] https://www.soompi.com/article/1487180wpp/enhypens-ni-ki-becomes-6th-member-to-test-positive-for-covid-19
[19] https://www.zerohedge.com/covid-19/rolling-stone-horse-dewormer-hit-piece-debunked-after-hospital-says-no-ivermectin
[15] https://www.huffpost.com/entry/15-school-death-miami-dade-ron-desantis-covid_n_61340e51e4b0eab0ad99a1ca?ncid=engmodushpmg00000004
[15] https://www.washingtontimes.com/news/2021/jun/30/covid-19-lockdowns-caused-more-deaths-instead-of-r/
[14] https://www.houstonpublicmedia.org/articles/news/politics/2021/09/03/407791/doctors-say-texas-leaders-failed-to-stop-covid-19-from-spreading/
[12] https://www.dailymail.co.uk/health/article-9952555/CDC-study-estimates-80-Americans-protected-COVID-19.html
[9] https://www.lifesitenews.com/news/experts-slam-covid-19-shots-for-children/
[9] https://www.cnews.fr/monde/2021-09-05/israel-le-responsable-de-la-lutte-contre-le-covid-19-appelle-se-preparer-une-4eme
[8] https://www.bbc.co.uk/news/uk-58452953
[8] https://nationalfile.com/study-fully-vaccinated-carry-251-times-the-normal-viral-load-of-covid-19-may-be-super-spreaders/

Top URLs in Tweet in G1:
[5] https://twitter.com/LeongWaiKitCNA/status/1434383653409148932
[3] https://news.google.com/__i/rss/rd/articles/CBMifmh0dHBzOi8vd3d3LnJldXRlcnMuY29tL2J1c2luZXNzL2hlYWx0aGNhcmUtcGhhcm1hY2V1dGljYWxzL2VhY2gtY292aWQtMTktc3VyZ2UtcG9zZXMtcmlzay1oZWFsdGhjYXJlLXdvcmtlcnMtcHRzZC0yMDIxLTA5LTA1L9IBAA?oc=5&utm_source=dlvr.it&utm_medium=twitter
[3] https://www.bbc.co.uk/news/uk-58452953
[3] https://pubmed.ncbi.nlm.nih.gov/34466270/
[2] https://www.confidencial.com.ni/nacion/hospital-aleman-nicaraguense-se-dirige-a-la-atencion-exclusiva-de-casos-covid/
[2] https://www.cnn.com/2021/09/03/health/us-coronavirus-friday/index.html
[2] https://www.digtara.com/nusantara/resmikan-ruangan-icu-khusus-covid-19-wali-kota-medan-rs-pirngadi-berikan-pelayanan-yang-terbaik/
[2] https://twitter.com/DivLogistica/status/1427942978996391941/photo/1
[2] https://www.businessinsider.com/alaska-airlines-unvaccinated-staff-stop-getting-covid-pay-time-off-2021-9?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.zerohedge.com/covid-19/german-companies-cannot-ask-employees-about-covid-vaccination-status-labor-minister-says?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+zerohedge%2Ffeed+%28zero+hedge+-+on+a+long+enough+timeline%2C+the+survival+rate+for+everyone+drops+to+zero%29

Top URLs in Tweet in G2:
[9] https://www.lifesitenews.com/news/experts-slam-covid-19-shots-for-children/
[6] https://coronavirus.data.gov.uk/details/healthcare
[3] https://www.jpost.com/health-and-wellness/coronavirus/covid-19-new-mu-variant-from-colombia-could-be-vaccine-resistant-who-678428
[1] https://www.zerohedge.com/covid-19/israels-virus-czar-tells-citizens-prepare-eventual-4th-shot
[1] https://www.who.int/es/news/item/04-07-2020-who-discontinues-hydroxychloroquine-and-lopinavir-ritonavir-treatment-arms-for-covid-19
[1] https://www.publichealthontario.ca/-/media/documents/ncov/epi/covid-19-myocarditis-pericarditis-vaccines-epi.pdf
[1] https://pubmed.ncbi.nlm.nih.gov/34318930/
[1] https://france3-regions.francetvinfo.fr/nouvelle-aquitaine/gironde/bordeaux/bordeaux-ville-pilote-dans-une-etude-sur-les-effets-a-moyen-terme-des-vaccins-contre-la-covid-19-2219305.html
[1] https://francais.rt.com/international/90239-covid-19-anthony-fauci-ne-serait-pas-surpris-schema-vaccinal-complet-recquiere-trois-doses
[1] https://www.publicsenat.fr/article/parlementaire/vaccination-obligatoire-contre-le-covid-19-les-senateurs-ps-deposent-une

Top URLs in Tweet in G3:
[12] https://www.zerohedge.com/covid-19/rolling-stone-horse-dewormer-hit-piece-debunked-after-hospital-says-no-ivermectin
[5] https://thehill.com/homenews/state-watch/570870-alabama-schools-report-13000-covid-19-cases-in-two-week-period
[2] https://nationalfile.com/study-fully-vaccinated-carry-251-times-the-normal-viral-load-of-covid-19-may-be-super-spreaders/
[2] https://www.zerohedge.com/covid-19/german-companies-cannot-ask-employees-about-covid-vaccination-status-labor-minister-says
[2] https://www.tampabay.com/news/health/2021/09/02/twelve-hours-in-a-florida-covid-19-icu/
[1] https://twitter.com/maddow/status/1433521336282976256
[1] https://www.espn.com/nfl/story/_/id/32149146/tom-brady-says-contracted-covid-19-shortly-tampa-bay-buccaneers-super-bowl-parade
[1] https://www.zerohedge.com/covid-19/israels-virus-czar-tells-citizens-prepare-eventual-4th-shot
[1] https://www.cnn.com/2021/04/09/health/child-covid-exposure-school-wellness/index.html
[1] https://www.cnn.com/2021/08/20/health/covid-19-boosters-timing-fda-explainer-wellness/index.html

Top URLs in Tweet in G4:
[1] https://markgreen.house.gov/press-releases?id=5A3B8FFC-D094-4A3A-B49B-F8F3C8DE29EA&fbclid=IwAR0zzw_oPuO1_KLZyfmVTECGRVBp3jutAl9xw0L_Gre0VcjIzKKipxB5d3Y
[1] https://sharylattkisson.com/2021/08/exclusive-summary-covid-19-vaccine-concerns/
[1] https://www.dailymail.co.uk/health/article-9952555/amp/CDC-study-estimates-80-Americans-protected-COVID-19.html?__twitter_impression=true
[1] https://justthenews.com/politics-policy/coronavirus/candace-owens-was-denied-covid-19-test-spreading-misinformation

Top URLs in Tweet in G5:
[3] https://time.com/6092446/pediatric-covid-19-surge/
[3] https://pubmed.ncbi.nlm.nih.gov/33278625/
[2] https://www.jpost.com/health-science/israeli-scientist-says-covid-19-could-be-treated-for-under-1day-675612
[2] https://www.jacksonville.com/story/news/coronavirus/2021/09/02/covid-19-24-hours-2-children-died-wolfson-childrens-hospital-jacksonville-pediatric-icu/5693254001/
[2] https://www.latimes.com/opinion/story/2021-08-26/pandemic-covid-19-stages-vaccination-intensive-care-respiratory-therapist?_amp=true&__twitter_impression=true&s=09
[1] https://www.youtube.com/watch?v=8fzfuMo4aJ0

[1] https://www.youtube.com/watch?v=usmur2WrqaA

[1] https://www.cdc.gov/mmwr/volumes/70/wr/mm7036e2.htm
[1] https://www.cdc.gov/mmwr/volumes/70/wr/mm7036e2.htm?s_cid=mm7036e2_w
[1] https://www.beckershospitalreview.com/public-health/nearly-60-of-hospitalized-covid-19-patients-in-israel-fully-vaccinated-study-finds.html

Top URLs in Tweet in G6:
[3] https://www.zerohedge.com/covid-19/rolling-stone-horse-dewormer-hit-piece-debunked-after-hospital-says-no-ivermectin
[3] https://trib.al/3AyjNHF
[2] http://trib.al/LUrmh3d
[2] https://www.eltiempo.com/mundo/europa/coronavirus-mujer-de-116-anos-sobrevive-al-covid-19-en-turquia-615709?utm_medium=Social&utm_source=Twitter#Echobox=1630801161-3
[2] https://www.eltiempo.com/economia/empresas/covid-19-por-que-tanta-gente-ha-perdido-interes-en-su-trabajo-614751?utm_medium=Social&utm_source=Twitter#Echobox=1630799192
[2] https://www.fda.gov/consumers/consumer-updates/why-you-should-not-use-ivermectin-treat-or-prevent-covid-19
[2] https://www.allkpop.com/article/2021/09/enhypens-ni-ki-tests-positive-for-covid-19-following-5-other-members
[2] http://trib.al/FTTJc3b
[2] https://www.gov.uk/government/statistics/transport-use-during-the-coronavirus-covid-19-pandemic
[2] http://trib.al/NhDIjN5

Top URLs in Tweet in G7:
[2] https://www.futura-sciences.com/sante/breves/coronavirus-infection-covid-19-protegerait-mieux-variant-delta-vaccin-pfizer-5028/
[1] https://www.leslignesbougent.org/petitions/gestion-covid-19-pour-que-le-respect-de-la-personne-dans-sa-dimension-psychique-soit-toujours-un-droit-inalienable-3299/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flaninf%2Farticle%2FPIIS1473-3099%2821%2900460-6%2Ffulltext&rc=0
[1] https://www.sciencesetavenir.fr/sante/le-systeme-immunitaire-inne-des-enfants-les-protegerait-contre-les-formes-graves-de-covid-19-selon-une-etude_156759
[1] https://sharylattkisson.com/2021/08/exclusive-summary-covid-19-vaccine-concerns/
[1] https://www.youtube.com/watch?v=2MyMxqXpRDE


Top URLs in Tweet in G9:
[5] https://www.houstonpublicmedia.org/articles/news/politics/2021/09/03/407791/doctors-say-texas-leaders-failed-to-stop-covid-19-from-spreading/
[2] https://www.houstonpublicmedia.org/articles/news/politics/2021/09/03/407791/doctors-say-texas-leaders-failed-to-stop-covid-19-from-spreading/amp/?utm_source=twitter-share-attachment&utm_medium=button&utm_campaign=hpm-share-link&__twitter_impression=true
[1] https://www.rawstory.com/greg-abbott-2654916258/
[1] https://www.nbcmiami.com/news/local/schools-and-covid/mentor-to-young-men-among-15-mdcps-staff-to-die-of-covid-in-ten-days/2543369/
[1] https://www.wfaa.com/
[1] https://twitter.com/intent/user?screen_name=wfaa
[1] https://www.houstonpublicmedia.org/articles/news/politics/2021/09/03/407791/
[1] https://www.mysanantonio.com/news/education/article/Kinder-Ranch-San-Antonio-teacher-positive-COVID-16434465.php
[1] https://twitter.com/DrEricDing/status/1434172058762678278?s=19
[1] https://twitter.com/HoustonPubMedia/status/1433838100652904451

Top URLs in Tweet in G10:
[2] https://newsonair.com/2021/09/05/maharashtra-cm-urges-everyone-to-be-patient-while-demanding-lifting-of-curbs-imposed-due-to-covid-19/
[1] https://www.freepressjournal.in/delhi/covid-19-no-death-in-delhi-for-5th-day-in-a-row-30-new-cases-reported
[1] https://twitter.com/MaxCRoser/status/1434228604666368007
[1] https://rsf.org/fr/actualites/covid-19-au-burundi-rsf-condamne-les-propos-graves-et-dangereux-du-president-lencontre-dun
[1] https://pib.gov.in/PressReleseDetail.aspx?PRID=1751664

Top Domains
Top Domains in Tweet in Entire Graph:
[200] twitter.com
[84] co.uk
[52] zerohedge.com
[47] youtube.com
[44] trib.al
[43] com.br
[41] bit.ly
[38] gov.uk
[30] nhs.uk
[29] sky.com

Top Domains in Tweet in G1:
[56] twitter.com
[19] com.br
[16] co.uk
[15] poandpo.com
[9] antaranews.com
[8] nhs.uk
[7] msn.com
[7] sky.com
[6] go.id
[5] wsj.com

Top Domains in Tweet in G2:
[11] lifesitenews.com
[6] gov.uk
[3] jpost.com
[2] nih.gov
[2] theepochtimes.com
[2] psychoactif.org
[1] washingtontimes.com
[1] zerohedge.com
[1] who.int
[1] publichealthontario.ca

Top Domains in Tweet in G3:
[29] zerohedge.com
[7] thehill.com
[6] cnn.com
[5] cnn.it
[5] tampabay.com
[5] cbsnews.com
[4] thedailybeast.com
[2] judicialwatch.org
[2] cbc.ca
[2] nationalfile.com

Top Domains in Tweet in G4:
[19] justthenews.com
[3] sharylattkisson.com
[2] co.uk
[1] foxnews.com
[1] trialsitenews.com
[1] tamu.edu
[1] house.gov
[1] bit.ly
[1] cochrane.org
[1] zerohedge.com

Top Domains in Tweet in G5:
[5] usatoday.com
[4] newsmax.com
[4] time.com
[4] rightwingwatch.org
[3] jacksonville.com
[3] twitter.com
[3] nih.gov
[2] nydailynews.com
[2] jpost.com
[2] youtube.com

Top Domains in Tweet in G6:
[22] trib.al
[5] allkpop.com
[5] zerohedge.com
[5] fda.gov
[4] nbcnews.to
[4] eltiempo.com
[3] thehill.com
[3] gov.uk
[3] sj-r.com
[2] cnn.com

Top Domains in Tweet in G7:
[4] policeetrealites.com
[2] francetvinfo.fr
[2] rt.com
[2] lci.fr
[2] futura-sciences.com
[1] twitter.com
[1] lefigaro.fr
[1] wikipedia.org
[1] umn.edu
[1] lindependant.fr

Top Domains in Tweet in G9:
[8] houstonpublicmedia.org
[3] twitter.com
[2] tpr.org
[1] newschannel5.com
[1] mycanyonlake.com
[1] rawstory.com
[1] nbcmiami.com
[1] wfaa.com
[1] mysanantonio.com

Top Domains in Tweet in G10:
[4] who.int
[2] freepressjournal.in
[2] newsonair.com
[1] alsur.lat
[1] mercurynews.com
[1] twitter.com
[1] rsf.org
[1] gov.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[318] covid_19
[314] covid19
[153] whatshappeninginmyanmar
[145] sep6coup
[144] asean_supporterofsac
[100] covid
[78] myanmarcovidsos
[60] coronavirus
[45] cuba
[32] enhypen



Top Hashtags in Tweet in G1:
[141] whatshappeninginmyanmar
[135] asean_supporterofsac
[135] sep6coup
[73] covid_19
[73] myanmarcovidsos
[64] covid19
[23] coronavirus
[19] covid
[12] news
[10] health

Top Hashtags in Tweet in G2:
[3] covid_19
[2] obbligovaccinale
[1] obbligo_vaccinale
[1] vaccino
[1] vaccini
[1] nogreenpass

Top Hashtags in Tweet in G3:
[9] votingrights
[3] youknowthingsareoutofcontrolwhen
[1] endthefilibuster
[1] fakenews
[1] liberal
[1] ivermectin
[1] vaccines

Top Hashtags in Tweet in G4:
[1] ivermectin
[1] grifteralert
[1] bloodontheirhands

Top Hashtags in Tweet in G5:
[1] askthepediatrician
[1] covid
[1] oscardelahoya
[1] covid19
[1] votingrights

Top Hashtags in Tweet in G6:
[10] covid19
[8] foodsystems
[2] الفلبين
[2] covidiots
[2] boostershots
[2] vietnam
[2] myanmar
[2] sac
[2] hearthevoiceofmyanmar
[2] whatshappeninginmyanmar

Top Hashtags in Tweet in G7:
[11] molins
[5] covid_19
[1] cjr
[1] ivermectine
[1] vaccin

Top Hashtags in Tweet in G9:
[1] abbottvariant
[1] texascovid
[1] abbotthateschildren

Top Hashtags in Tweet in G10:
[21] covid19
[16] 5wcsp
[8] indiafightscorona
[8] alert
[6] vaccination
[3] covid
[3] delhi
[2] wearamask
[2] washyourhands
[2] staysafe

Top Words
Top Words in Tweet in Entire Graph:
[7025] covid
[6587] 19
[607] vaccine
[509] people
[501] vaccination
[467] more
[453] ivermectin
[403] cases
[370] against
[367] contra

Top Words in Tweet in G1:
[1087] covid
[1043] 19
[147] prison
[141] #whatshappeninginmyanmar
[135] #asean_supporterofsac
[135] #sep6coup
[86] infected
[82] political
[79] during
[79] prisoners

Top Words in Tweet in G2:
[188] rwmalonemd
[164] ivermectin
[161] against
[161] global
[160] efficacy
[159] multifaceted
[159] drug
[159] nobel
[159] prize
[159] honoured

Top Words in Tweet in G3:
[130] covid
[127] 19
[40] cnn
[33] cbouzy
[32] believe
[32] luck
[28] full
[24] zerohedge
[24] states
[23] daily

Top Words in Tweet in G4:
[164] covid
[160] 19
[118] vaccination
[117] cdc
[114] estimates
[114] 83
[114] protected
[89] drdavidsamadi
[84] american
[84] public

Top Words in Tweet in G5:
[122] covid
[114] 19
[49] deaths
[43] vaccinated
[34] days
[31] unvaccinated
[30] drsimonegold
[28] cdc
[22] vaccine
[20] cases

Top Words in Tweet in G6:
[151] covid
[151] 19
[31] ivermectin
[25] spread
[22] people
[21] million
[18] information
[16] licenses
[16] doctors
[16] harmful

Top Words in Tweet in G7:
[32] covid
[27] 19
[16] milliers
[16] plaintes
[15] françois
[15] emmanuelmacron
[15] caudehenrion
[14] lettre
[14] ouverte
[14] d'un

Top Words in Tweet in G8:
[111] enhypen
[103] prayer
[102] circle
[101] tanniekosmossss
[100] bts
[100] txt
[29] covid
[29] 19
[26] positive
[16] know

Top Words in Tweet in G9:
[98] covid
[90] 19
[57] positive
[55] texas
[52] tested
[51] 16
[51] people
[51] 15
[50] tiny
[50] clinic

Top Words in Tweet in G10:
[67] covid
[67] 19
[21] india
[21] #covid19
[20] doses
[19] क
[17] hopeful
[17] events
[17] ensure
[17] effective

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6364] covid,19
[311] 19,vaccine
[293] contra,covid
[177] 19,cases
[171] nobel,prize
[170] ivermectin,multifaceted
[170] multifaceted,drug
[170] drug,nobel
[170] prize,honoured
[170] honoured,distinction

Top Word Pairs in Tweet in G1:
[1027] covid,19
[135] #whatshappeninginmyanmar,#sep6coup
[124] #asean_supporterofsac,#whatshappeninginmyanmar
[82] infected,covid
[79] political,prisoners
[68] prisoners,unjustly
[68] unjustly,arrested
[68] arrested,military
[68] military,council
[68] council,during

Top Word Pairs in Tweet in G2:
[159] ivermectin,multifaceted
[159] multifaceted,drug
[159] drug,nobel
[159] nobel,prize
[159] prize,honoured
[159] honoured,distinction
[159] distinction,indicated
[159] indicated,efficacy
[159] efficacy,against
[159] against,global

Top Word Pairs in Tweet in G3:
[127] covid,19
[32] 19,believe
[32] believe,luck
[31] cbouzy,covid
[21] study,breakthrough
[21] breakthrough,covid
[21] 19,infections
[21] infections,finds
[21] finds,vaccines
[21] vaccines,reduce

Top Word Pairs in Tweet in G4:
[160] covid,19
[114] estimates,83
[114] protected,covid
[84] cdc,estimates
[84] 83,american
[84] american,public
[84] public,protected
[84] 19,whether
[84] whether,vaccination
[84] vaccination,natural

Top Word Pairs in Tweet in G5:
[114] covid,19
[20] cdc,listing
[20] listing,vaccinated
[20] vaccinated,covid
[20] 19,deaths
[20] deaths,unvaccinated
[20] unvaccinated,deaths
[20] deaths,die
[20] die,within
[20] within,14

Top Word Pairs in Tweet in G6:
[148] covid,19
[16] licenses,doctors
[16] doctors,spread
[16] spread,harmful
[16] harmful,covid
[16] 19,information
[16] information,risk
[14] risk,agreed
[14] agreed,menace
[14] menace,americans

Top Word Pairs in Tweet in G7:
[25] covid,19
[14] lettre,ouverte
[14] ouverte,d'un
[14] d'un,collectif
[14] collectif,psychologues
[14] psychologues,indépendants
[14] indépendants,lire
[14] lire,partager
[14] partager,emmanuelmacron
[14] emmanuelmacron,jmblanquer

Top Word Pairs in Tweet in G8:
[102] prayer,circle
[100] circle,bts
[100] bts,txt
[100] txt,enhypen
[98] tanniekosmossss,prayer
[29] covid,19
[26] positive,covid
[16] know,makes
[16] makes,painful
[16] painful,15

Top Word Pairs in Tweet in G9:
[89] covid,19
[50] tiny,clinic
[50] clinic,middle
[50] middle,nowhere
[50] nowhere,midwest
[50] midwest,tested
[50] tested,16
[50] 16,people
[50] people,covid
[50] 19,yesterday

Top Word Pairs in Tweet in G10:
[66] covid,19
[17] hopeful,events
[17] events,ensure
[17] ensure,effective
[17] effective,multilateral
[17] multilateral,action
[16] arrived,vienna
[16] vienna,attend
[16] attend,#5wcsp
[16] #5wcsp,hopeful

Top Replied-To
Top Replied-To in Entire Graph:
@govrondesantis
@sbyfess
@docohm47
@arkmedic
@unscriptedmike
@essex_steve
@pizza__covid_19
@crypto_dragons_
@olivierveran
@divizio1

Top Replied-To in G2:
@rwmalonemd
@leslawdietrich

Top Replied-To in G3:
@lavern_spicer
@contrerasjlynn
@sylviagastelbon
@tymesdark
@betsy_hansen
@rodentwild

Top Replied-To in G4:
@thehowie
@mrquantity
@pierrekory

Top Replied-To in G5:
@docohm47
@cdcgov
@buckdancermd
@stillgray
@catturd2
@cedar1900
@but_rly_tho
@drsimonegold
@cheftommygun
@oscardelahoya

Top Replied-To in G6:
@arkmedic
@4yrstoday
@noseypeople3
@phoenix_de
@zerocovid4ever
@bro2face
@rhadebelihle
@zdndrn2
@juliasamaha2
@becwrong

Top Replied-To in G7:
@olivierveran
@divizio1
@hlnethomasson1
@qahsol
@upr_officiel

Top Replied-To in G8:
@tanniekosmossss

Top Replied-To in G9:
@dandrezner
@gregabbott_tx

Top Replied-To in G10:
@po_raad
@kushal27581726
@ombirlakota
@mwanamasi

Top Mentioned
Top Mentioned in Entire Graph:
@rwmalonemd
@tanniekosmossss
@drdavidsamadi
@sukunabikona7
@lovebirdliz
@cnn
@amya1a
@narendramodi
@cbouzy
@drsimonegold

Top Mentioned in G1:
@lcarrillo_apeaa
@metrosulawesi
@lntribune
@bcravenart69
@indonesiavoices
@pto_sanpedro
@subredsurocci
@americafirstman
@analissolo

Top Mentioned in G2:
@rwmalonemd
@zoeharcombe
@fatemperor
@mammiebocockiq
@leslawdietrich
@esquireerrant
@martinasisters
@sicilianosum
@anthonyfurey
@tormund_g_

Top Mentioned in G3:
@cnn
@cbouzy
@zerohedge
@joncoopertweets
@judicialwatch
@thedailybeast
@groove_sdc
@adamschefter
@tb_times
@cbsnews

Top Mentioned in G4:
@drdavidsamadi
@jackposobiec
@jsolomonreports
@pierrekory
@lifebiomedguru
@repthomasmassie
@electionwiz
@ptnewsnetwork
@sharylattkisson
@repmarkgreen

Top Mentioned in G5:
@drsimonegold
@joerogan
@cdcgov
@nikkifried
@newsmax
@kanekoathegreat
@johnboweactor
@potus
@hhsgov
@scottadamssays

Top Mentioned in G6:
@dearauntcrabby
@marcusrashford
@thehill
@nbcnews
@maddow
@us_fda
@bbcmundo
@lorkodi
@tigergyroscope
@twittersupport

Top Mentioned in G7:
@emmanuelmacron
@caudehenrion
@jmblanquer
@anonymecitoyen
@f_philippot
@divizio1
@pierrejovanovic
@france_soir
@upr_asselineau
@philippeherlin

Top Mentioned in G8:
@tanniekosmossss
@sjydiorz
@seokjinpogi_
@jiminizedsoul
@_krdaddies_

Top Mentioned in G9:
@lovebirdliz
@houstonpubmedia
@thetnholler
@lolgop
@b52malmet
@gregabbott_tx
@rioslade
@tprnews
@ericliptonnyt
@caryclack

Top Mentioned in G10:
@who
@ombirlakota
@mygovindia
@globalgsts
@loksabhaspeaker
@mohfw_india
@shivjknews
@pmoindia
@airnewsalerts
@mqueiroga2

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@ja8yum
@tomthunkitsmind
@jornalistavitor
@mrdjones
@ptjasamarga
@detikcom
@berkleybearnews
@okezonenews

Top Tweeters in G1:
@mrdjones
@ptjasamarga
@berkleybearnews
@gacetamadrid
@zyitegadgets
@noticias24
@bisniscom
@poandpo
@ardannews
@cpa_breda

Top Tweeters in G2:
@navroopsingh_
@ajuix
@izzysroses
@scotlandrobbed
@neighhay
@beachkatie
@usbornnraised
@hausfrau4ever
@33freeme33
@dinamo1234

Top Tweeters in G3:
@alaskarebel
@kat223
@zerohedge
@ateacher97
@dazyjane410
@pamunplugged
@thedailybeast
@cnn
@cbsnews
@dudette9t9

Top Tweeters in G4:
@beank511
@elizbethlmaness
@saminsunderland
@lsferguson
@saras3s3
@dwf57
@vollrathtammie
@hardestofrock
@beverlyera1
@sophie55179587

Top Tweeters in G5:
@artificialbra1n
@djriter
@stillgray
@usatoday
@libbystone2
@budimandjatmiko
@elaineyoung94
@1000histoires
@larryboorstein
@skiiryne

Top Tweeters in G6:
@jornalistavitor
@thehill
@usrealitycheck
@eltiempo
@9b3or2qditmbdcd
@loraanem
@bbcnews
@staronline
@corona_ssyt
@midusamom

Top Tweeters in G7:
@altai_armande
@maryse_mars
@vincentjappi
@planet211180
@reveident
@007dijon
@gbou66
@ebenyaakov
@jpteppe
@baroni_danielle

Top Tweeters in G8:
@pinkbwrry06
@bangatansam
@nuraliyah_7
@venvante
@jiminizedsoul
@bts1fan8
@jerie17972383
@harrysfxkelove
@tanniekosmossss
@jasukeluff

Top Tweeters in G9:
@monicasloves
@rhiles2760
@pushandpulljlm
@vabvox
@tenajd
@flyhyland
@susanvermazen
@b52malmet
@rioslade
@election_every

Top Tweeters in G10:
@airnewsalerts
@kingpraveena
@fpjindia
@pib_india
@uniindianews
@sandeepkapoor01
@jeffermanjj
@rajksharma093
@ddnewslive
@desimojito