Coronavirus, Twitter, 12/31/2022 11:39:19 AM, 287319


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Coronavirus_2022-12-31_01-55-13.xlsx
Coronavirus_2022-12-31_01-55-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2022
Short Description:
Coronavirus via NodeXL https://bit.ly/3WTuNQ2
@tonyhussein4
@reutersjapan
@bnofeed
@spectatorindex
@naturallemon1
@phantom2008012
@theinsiderpaper
@carolin25786273
@alertanews24
@carlanun

Top hashtags:
#coronavirus
#covid19
#covid
#covid_19
#covidー19
#felizfinde

Description:
Description
The graph represents a network of 5,789 Twitter users whose recent tweets contained "Coronavirus", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 09:59 UTC.

The tweets in the network were tweeted over the 1081-day, 13-hour, 42-minute period from Tuesday, 14 January 2020 at 11:18 UTC to Saturday, 31 December 2022 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5789
Unique Edges : 2430
Edges With Duplicates : 10021
Total Edges : 12451
Number of Edge Types : 9
Retweet : 3755
MentionsInRetweet : 4423
Tweet : 1246
Replies to : 862
MentionsInReplyTo : 1571
Quote : 76
Mentions : 409
MentionsInQuoteReply : 54
MentionsInQuote : 55
Self-Loops : 1678
Reciprocated Vertex Pair Ratio : 0.0180679785330948
Reciprocated Edge Ratio : 0.0354946406606923
Connected Components : 1148
Single-Vertex Connected Components : 452
Maximum Vertices in a Connected Component : 1956
Maximum Edges in a Connected Component : 4931
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 9.222238
Graph Density : 0.000169846465480429
Modularity : 0.488644
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,789 Twitter users whose recent tweets contained "Coronavirus", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 09:59 UTC.

The tweets in the network were tweeted over the 1081-day, 13-hour, 42-minute period from Tuesday, 14 January 2020 at 11:18 UTC to Saturday, 31 December 2022 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : Coronavirus
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:
[62] https://jp.reuters.com/article/health-coronavirus-china-dec30-idJPKBN2TE04F
[42] https://jp.reuters.com/article/health-coronavirus-britain-china-idJPKBN2TE12D?taid=63af7800fe017500017185d4&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[41] https://jp.reuters.com/article/health-coronavirus-usa-variant-idJPKBN2TE11K?taid=63af70f5fe0175000171845f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[38] https://www.francetvinfo.fr/sante/maladie/coronavirus/direct-covid-19-a-son-tour-israel-impose-des-tests-aux-voyageurs-etrangers-en-provenance-de-chine_5571609.html
[37] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q?taid=63af516dfe01750001717cc5&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[36] https://vdata.nikkei.com/newsgraphics/coronavirus-japan-vaccine-status/
[34] https://coronavirus.health.ny.gov/daily-hospitalization-summary
[34] https://twitter.com/RajlabN/status/1608905307333496832/photo/1
[33] https://jp.reuters.com/article/health-coronavirus-britain-china-idJPKBN2TE12D?taid=63af53d9fe01750001717d7c&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[29] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q?taid=63af747dfe017500017184d6&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G1:
[15] https://edition.cnn.com/2022/12/30/health/covid-variants-concern-new-year/index.html
[9] https://jp.reuters.com/article/health-coronavirus-usa-variant-idJPKBN2TE11K
[7] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q
[6] https://jp.reuters.com/article/health-coronavirus-britain-china-idJPKBN2TE12D
[5] https://edition.cnn.com/2022/12/30/health/covid-variants-concern-new-year
[5] https://tweetedtimes.com/media/cnn/health
[5] http://www.snoopbee.com/yup_free_online_tutoring.html
[4] https://www.elmundo.es/internacional/2022/12/30/63af0dad21efa048198b4585.html
[4] https://www.elmundo.es/internacional/2022/12/30/63af013321efa009438b4574.html
[4] https://twitter.com/anxeru/status/1608978677852954625/photo/1

Top URLs in Tweet in G2:
[2] https://twitter.com/AlertaNews24/status/1608903818779176960
[1] https://www.infosalus.com/actualidad/noticia-cvirus-espana-pedira-pasajeros-procedentes-china-test-negativo-covid-pauta-completa-vacunacion-20221230092234.html
[1] https://twitter.com/europapress/status/1608740823834804224/video/1
[1] https://www.europapress.es/nacional/noticia-espana-pide-precaucion-viajar-china-incremento-contagios-covid-falta-medicinas-20221229110007.html
[1] https://www.europapress.es/videos/video-andalucia-situa-maxima-alerta-sanidad-coronavirus-china-20221230132232.html
[1] http://www.ins.gov.co/Noticias/Paginas/Coronavirus.aspx
[1] https://twitter.com/MinSaludCol/status/1608579244988452865/photo/1
[1] https://www.scmp.com/news/china/science/article/3204807/coronavirus-omicron-ba5-subvariant-may-cause-more-damage-not-less-study?module=AI_Recommended_for_you_In-house&pgtype=homepage

Top URLs in Tweet in G3:
[3] https://www.20minutes.fr/sport/2989779-20210303-coronavirus-legende-football-pele-fait-vacciner-montre-jour-inoubliable
[2] https://twitter.com/BanounHelene/status/1608898245379645440
[1] https://www.pourquoidocteur.fr/Articles/Question-d-actu/41797-Deces-Pele-signes-d-un-cancer-colon
[1] https://twitter.com/PaulMaxit/status/1608949430157455361/photo/1
[1] https://twitter.com/MathieuMolimard/status/1608579926315405313
[1] https://twitter.com/PaulMaxit/status/1441142693741088769/photo/1
[1] https://twitter.com/DrAseemMalhotra/status/1608508701945786369
[1] https://www.worldometers.info/coronavirus/country/haiti/
[1] https://twitter.com/NiusMarco/status/1608947910221393922/photo/1
[1] https://twitter.com/NiusMarco/status/1608825499496906752

Top URLs in Tweet in G4:
[1] https://twitter.com/TonyHussein4/status/1608950061509267456/photo/1

Top URLs in Tweet in G5:
[1] https://twitter.com/BizGuru4/status/1608935937496715265
[1] https://twitter.com/spectatorindex/status/1608207622326607872
[1] https://www.reuters.com/graphics/world-coronavirus-tracker-and-maps/countries-and-territories/japan/
[1] https://datosmacro.expansion.com/otros/coronavirus-vacuna/japon
[1] https://twitter.com/spectatorindex/status/1608724166399889416

Top URLs in Tweet in G6:
[41] https://jp.reuters.com/article/health-coronavirus-usa-variant-idJPKBN2TE11K?taid=63af70f5fe0175000171845f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[40] https://jp.reuters.com/article/health-coronavirus-britain-china-idJPKBN2TE12D?taid=63af7800fe017500017185d4&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[36] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q?taid=63af516dfe01750001717cc5&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[32] https://jp.reuters.com/article/health-coronavirus-britain-china-idJPKBN2TE12D?taid=63af53d9fe01750001717d7c&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[27] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q?taid=63af747dfe017500017184d6&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[22] https://jp.reuters.com/article/health-coronavirus-usa-variant-idJPKBN2TE11K?taid=63af52e6fe01750001717d5a&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[13] https://jp.reuters.com/article/health-coronavirus-usa-variant-idJPKBN2TE11K
[3] https://jp.reuters.com/article/health-coronavirus-china-usa-idJPKBN2TE04Y?taid=63ae9a8ffe01750001715515&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://jp.reuters.com/article/health-coronavirus-china-dec30-idJPKBN2TE04F?taid=63ae63b5540f7d000143581f&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[2] https://jp.reuters.com/article/health-coronavirus-china-usa-idJPKBN2TE04Y?taid=63ae7ae6540f7d0001435d02&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter

Top URLs in Tweet in G7:
[14] https://twitter.com/CDCgov/status/1608875618497867776
[5] http://dlvr.it/Sg9Fwr
[2] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/stay-up-to-date.html
[2] https://www.cdc.gov/coronavirus
[2] https://twitter.com/audio_embed/status/1608961192307097602/photo/1
[2] https://twitter.com/DrEricDing/status/1608951949818466306/photo/1
[2] https://www.coronavirus.vic.gov.au/get-a-covid-19-test
[2] https://www.coronavirus.vic.gov.au/find-out-if-you-are-eligible-covid-19-medicine
[2] https://www.cdc.gov/coronavirus/2019-ncov/travelers/proof-of-vaccination.html
[2] https://twitter.com/FiveTimesAugust/status/1608352465329721345/photo/1

Top URLs in Tweet in G8:
[5] https://www.cnbc.com/2021/01/29/investing-during-coronavirus-how-to-save-millions-while-you-are-young.html?utm_content=Main&utm_medium=Social&utm_source=Twitter#Echobox=1611952538
[2] https://www.affirm.com/business/blog/travel-sales-coronavirus-crisis-infographic?utm_source=linkedin&utm_medium=soocial_media&utm_campaign=travelsales
[2] https://www.affirm.com/business/blog/affirm-partners-ease-coronavirus-crisis
[1] https://modernizecongress.house.gov/final-report-117th
[1] https://coronavirus.house.gov/news/press-releases/clyburn-select-subcommittee-coronavirus-covid-final-report
[1] https://trib.al/m9tk0ec
[1] https://twitter.com/CNBC/status/1608965027058286593/video/1
[1] https://www.bloomberg.com/news/videos/2020-03-30/paypal-co-founder-levchin-says-americans-should-prepare-for-fairly-severe-shock-video
[1] https://www.somersetlive.co.uk/news/local-news/coronavirus-porton-down-secret-lab-4095101?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.businessinsider.com/biden-statement-coronavirus-us-deaths-top-one-million-2022-5?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter

Top URLs in Tweet in G9:
[6] https://www.ctvnews.ca/health/coronavirus/2022-ends-with-looming-risk-of-a-new-coronavirus-variant-health-experts-warn-1.6213164?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=63af4ca9fe01750001717b6c&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[6] https://twitter.com/CTVNews/status/1608925984035569669/photo/1
[4] https://www.ctvnews.ca/health/coronavirus/covid-19-travel-curbs-against-chinese-visitors-discriminatory-state-media-1.6212920?cid=sm%3Atrueanthem%3A%7B%7Bcampaignname%7D%7D%3Atwitterpost%E2%80%8B&taid=63af2bda540f7d0001438459&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[4] https://twitter.com/CTVNews/status/1608890767749046277/photo/1
[3] https://www.canada.ca/
[2] https://jp.reuters.com/article/health-coronavirus-india-tests-idJPKBN2TD0GQ
[2] https://brenden-wood.medium.com/how-australias-public-health-officials-initially-handled-the-coronavirus-e438ffe733c8
[1] https://jp.reuters.com/article/health-coronavirus-france-china-idJPKBN2TE11Q
[1] https://jp.reuters.com/article/health-coronavirus-china-casualties-idJPKBN2TD0X1
[1] https://hongkong.keizai.biz/headline/1986/

Top URLs in Tweet in G10:
[38] https://www.francetvinfo.fr/sante/maladie/coronavirus/direct-covid-19-a-son-tour-israel-impose-des-tests-aux-voyageurs-etrangers-en-provenance-de-chine_5571609.html
[1] https://twitter.com/VSainement/status/1608391275513782274/video/1
[1] https://twitter.com/BPartisans/status/1608864470918627331/video/1
[1] https://www.bfmtv.com/sante/retour-des-touristes-chinois-en-france-je-ne-pense-pas-que-ce-soit-un-risque-sanitaire-majeur-explique-l-infectiologue-benjamin-rossi_VN-202212280075.html
[1] https://twitter.com/Bible_au_coeur/status/1608775940414504962/photo/1
[1] https://twitter.com/sebmusset/status/1608892849927643136/photo/1
[1] https://www.memoiresdeguerre.com/2022/12/retour-des-touristes-chinois-en-france-il-faut-anticiper-le-risque-d-emergence-d-un-nouveau-variant-en-chine-selon-l-epidemiologiste-antoine-flahault.html
[1] https://twitter.com/MemoiredeGuerre/status/1608137674421948418/photo/1
[1] https://twitter.com/BZHanAVEL/status/1608460460881223682/photo/1
[1] https://twitter.com/fabien_mtp/status/1608441023633698819/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[979] twitter.com
[435] reuters.com
[174] blogspot.com
[62] francetvinfo.fr
[43] or.jp
[39] ny.gov
[38] nikkei.com
[38] cdc.gov
[36] co.uk
[36] youtube.com

Top Domains in Tweet in G1:
[137] twitter.com
[41] reuters.com
[22] cnn.com
[12] amazon.com
[11] com.ar
[8] elmundo.es
[8] com.br
[8] cdc.gov
[8] sortiraparis.com
[8] theperfectenemy.com

Top Domains in Tweet in G2:
[4] twitter.com
[2] europapress.es
[1] infosalus.com
[1] gov.co
[1] scmp.com

Top Domains in Tweet in G3:
[8] twitter.com
[3] 20minutes.fr
[2] worldometers.info
[1] pourquoidocteur.fr

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] reuters.com
[1] expansion.com

Top Domains in Tweet in G6:
[231] reuters.com
[11] twitter.com
[2] gov.uk
[1] ny.gov
[1] mwra.com
[1] cdc.gov
[1] newsdigest.jp

Top Domains in Tweet in G7:
[44] twitter.com
[15] cdc.gov
[5] dlvr.it
[4] gov.au
[2] trendswide.com
[2] archive.org
[2] reuters.com
[1] yahoo.com
[1] hopegirlblog.com
[1] gov.uk

Top Domains in Tweet in G8:
[5] cnbc.com
[4] affirm.com
[2] house.gov
[2] businessinsider.com
[1] trib.al
[1] twitter.com
[1] bloomberg.com
[1] co.uk

Top Domains in Tweet in G9:
[12] twitter.com
[10] ctvnews.ca
[6] reuters.com
[3] canada.ca
[2] medium.com
[1] keizai.biz
[1] bit.ly

Top Domains in Tweet in G10:
[40] francetvinfo.fr
[15] twitter.com
[2] courrierinternational.com
[1] bfmtv.com
[1] memoiresdeguerre.com
[1] 20minutes.fr
[1] chinedirect.net
[1] huffingtonpost.fr
[1] yahoo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[464] coronavirus
[436] covid19
[205] covid
[182] covid_19
[146] covidー19
[91] felizfinde
[90] felizviernesatodos
[89] toquedequeda
[84] estadodealarma
[62] china



Top Hashtags in Tweet in G1:
[113] coronavirus
[64] covid19
[19] covid_19
[14] covid
[11] corona
[10] usa
[10] sarscov2
[9] vaccines
[9] staysafe
[9] telegram

Top Hashtags in Tweet in G2:
[42] últimahora
[3] reportecovid19
[2] lomásleído

Top Hashtags in Tweet in G3:
[12] coronavirus
[2] passsanitaire
[2] covid19
[1] emmanuelmacron

Top Hashtags in Tweet in G5:
[2] freedomofassembly
[2] hongkong

Top Hashtags in Tweet in G6:
[1] smartnews
[1] 新型コロナウイルス
[1] covid19

Top Hashtags in Tweet in G7:
[78] covid19
[7] xbb15
[4] covid
[4] chinacovid
[4] coronavirus
[3] china
[3] covidisnotover
[2] tianjin
[2] covidisntover
[1] xbb

Top Hashtags in Tweet in G8:
[2] stopthespread
[2] clamancountdown

Top Hashtags in Tweet in G9:
[3] covid19
[3] coronavirus

Top Hashtags in Tweet in G10:
[30] omicron
[1] articles
[1] balancetonfada
[1] bordeaux
[1] macron
[1] chine
[1] passsanitaire
[1] covid
[1] macrondestitution
[1] philippot

Top Words
Top Words in Tweet in Entire Graph:
[2334] coronavirus
[853] covid
[772] china
[534] osteen
[464] #coronavirus
[448] test
[443] 19
[436] #covid19
[324] 420
[304] during

Top Words in Tweet in G1:
[253] coronavirus
[124] covid
[113] #coronavirus
[75] 2022
[72] 19
[69] china
[64] #covid19
[47] cases
[45] total
[44] variant

Top Words in Tweet in G2:
[340] coronavirus
[281] alertanews24
[221] muertes
[220] urgente
[217] nuevo
[216] últimas
[216] japón
[216] 420
[216] reporta
[216] inicio

Top Words in Tweet in G3:
[250] pelé
[250] 21
[250] 2021
[249] immunosuppression
[249] par
[249] cancer
[249] colon
[248] exactement
[248] début
[248] mars

Top Words in Tweet in G4:
[518] osteen
[260] joel
[259] drives
[259] mr
[259] during
[259] ferrari
[259] mansion
[259] 10
[259] 5m
[259] preaches

Top Words in Tweet in G5:
[204] coronavirus
[199] spectatorindex
[180] china
[180] breaking
[172] passengers
[171] test
[171] require
[171] negative
[171] arriving
[125] france

Top Words in Tweet in G6:
[200] reutersjapan
[76] 中国からの渡航者にコロナ検査の陰性証明義務付けへ
[76] 5
[76] 1
[76] 英
[76] オミクロン派生
[76] に
[76] xbb
[76] cdc
[76] 米新規感染の40

Top Words in Tweet in G7:
[79] cdcgov
[78] #covid19
[65] vaccines
[59] community
[50] protect
[48] hospitals
[48] test
[48] cdc
[46] stay
[46] yourself

Top Words in Tweet in G8:
[95] recommendations
[94] extensive
[94] covidoversight
[94] investigative
[94] work
[94] use
[94] relief
[94] pandemic
[94] conducted
[94] funds

Top Words in Tweet in G9:
[73] coronavirus
[57] bnofeed
[57] day
[54] one
[54] record
[54] reported
[54] 420
[54] deaths
[54] increase
[54] thursday

Top Words in Tweet in G10:
[55] chinois
[53] touristes
[49] france
[42] coronavirus
[41] covid
[41] sont
[40] chine
[40] voyageurs
[39] 19
[38] impose

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[392] covid,19
[271] during,coronavirus
[267] owns,10
[267] mansion,mr
[267] megachurch,drives
[267] mr,osteen
[267] preaches,megachurch
[267] ferrari,owns
[267] 10,5m
[267] drives,ferrari

Top Word Pairs in Tweet in G1:
[69] covid,19
[33] health,experts
[31] 2022,ends
[31] ends,looming
[30] experts,warn
[30] looming,risk
[30] #coronavirus,#covid19
[27] coronavirus,variant
[21] risk,coronavirus
[21] variant,health

Top Word Pairs in Tweet in G2:
[220] urgente,coronavirus
[217] alertanews24,urgente
[216] japón,reporta
[216] últimas,24
[216] horas,marcando
[216] muertes,últimas
[216] 24,horas
[216] récord,inicio
[216] coronavirus,japón
[216] marcando,nuevo

Top Word Pairs in Tweet in G3:
[248] exactement,immunosuppression
[248] mars,2021
[248] 2021,cancer
[248] vacciné,début
[248] pelé,vacciné
[248] correspond,exactement
[248] immunosuppression,détectée
[248] début,mars
[248] cancer,colon
[248] détectée,par

Top Word Pairs in Tweet in G4:
[259] preaches,megachurch
[259] during,coronavirus
[259] osteen,preaches
[259] megachurch,drives
[259] mr,osteen
[259] ferrari,owns
[259] 10,5m
[259] mansion,mr
[259] owns,10
[259] 5m,mansion

Top Word Pairs in Tweet in G5:
[176] spectatorindex,breaking
[171] coronavirus,test
[171] passengers,arriving
[171] require,negative
[171] negative,coronavirus
[171] test,passengers
[170] arriving,china
[125] breaking,france
[125] france,require
[45] breaking,uk

Top Word Pairs in Tweet in G6:
[76] オミクロン派生,xbb
[76] に,cdc
[76] 米新規感染の40,に
[76] xbb,1
[76] 5,米新規感染の40
[76] 1,5
[76] 英,中国からの渡航者にコロナ検査の陰性証明義務付けへ
[70] reutersjapan,英
[64] 仏,中国からの渡航者にコロナ検査義務付けへ
[61] reutersjapan,オミクロン派生

Top Word Pairs in Tweet in G7:
[63] #covid19,vaccines
[46] stay,date
[45] protect,yourself
[43] help,protect
[43] part,help
[43] date,#covid19
[43] vaccines,test
[43] community,hospitals
[43] test,before
[43] hospitals,stay

Top Word Pairs in Tweet in G8:
[94] pandemic,relief
[94] covidoversight,conducted
[94] use,pandemic
[94] investigative,work
[94] conducted,extensive
[94] relief,funds
[94] funds,recommendations
[94] extensive,investigative
[94] work,use
[93] speakerpelosi,covidoversight

Top Word Pairs in Tweet in G9:
[54] japan,reported
[54] 420,coronavirus
[54] coronavirus,deaths
[54] one,day
[54] deaths,thursday
[54] reported,420
[54] increase,record
[54] thursday,biggest
[54] biggest,one
[54] day,increase

Top Word Pairs in Tweet in G10:
[52] touristes,chinois
[39] covid,19
[38] nouvelle,vague
[38] mer,d'huile
[38] 19,france
[38] impose,test
[38] négatif,départ
[38] départ,voyageurs
[38] france,impose
[38] test,négatif

Top Replied-To
Top Replied-To in Entire Graph:
@mike_n_prescott
@thisjaxy
@jordanbpeterson
@viccervantes3
@elonmusk
@potus
@youarelobbylud
@dharmafarmer1
@kmart_1227
@karl_lauterbach

Top Replied-To in G3:
@niusmarco
@dr_l_alexandre
@jlkblackburn

Top Replied-To in G5:
@0merzero
@pule_a_makgale
@spectatorindex
@doctormacias

Top Replied-To in G7:
@dexternova3
@brewsterlala
@bonnieallan72
@audio_embed
@s_thompsett
@rodrigoabad1917
@cat54175477
@beckaturner76
@justintrudeau
@gmb

Top Replied-To in G9:
@ctvnews
@bnofeed

Top Replied-To in G10:
@f_philippot
@patrick_72472
@sophiederochas
@astroxia
@corinnereverbel
@bpartisans
@somarguerite
@reconquetech
@ericmorillot
@lmucchielli

Top Mentioned
Top Mentioned in Entire Graph:
@alertanews24
@tonyhussein4
@banounhelene
@reutersjapan
@spectatorindex
@covidoversight
@speakerpelosi
@cdcgov
@traselvalle_obc
@jjaranaz94

Top Mentioned in G1:
@atividadedgt
@sterlinggate
@sheffieldhcp
@contrapoder30
@mdrechsler
@vgleduco
@ppqf2hfamg8knmc
@michaelrmitche1
@jay1stnewyorker

Top Mentioned in G2:
@alertanews24
@europapress
@minsaludcol
@petrogustavo
@pachosantosc

Top Mentioned in G3:
@banounhelene
@paulmaxit
@jlkblackburn
@raoult_didier
@peronelle1
@dr_l_alexandre
@mathieumolimard
@algomas90940405

Top Mentioned in G4:
@tonyhussein4

Top Mentioned in G5:
@spectatorindex
@hkdc_us

Top Mentioned in G6:
@reutersjapan
@aoihana1213
@tosh_taniguc
@smnf_com
@daitojimari
@spectatorindex
@bnofeed
@moltoke_rumia1p
@newsdigestweb

Top Mentioned in G7:
@cdcgov
@luckytran
@justintrudeau
@sasswashere
@cdcdirector
@drericding
@nocimiento
@radiocanadainfo
@alanbixter
@alexander_tin

Top Mentioned in G8:
@covidoversight
@speakerpelosi
@mlevchin
@affirm
@cnn
@cnbc
@bloombergtv
@tonyhussein4
@foxbusiness

Top Mentioned in G9:
@bnofeed
@bci_
@ctvnews
@cpho_canada
@tonyhussein4
@rex66992401
@kolhaolam
@faisalkhanhyd
@brendenwood

Top Mentioned in G10:
@corinnereverbel
@bpartisans
@guillaumebarucq
@project_veritas
@vsainement
@banounhelene
@lehuffpost
@olivancalderone
@teamyoutube
@patrick_72472

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@contrapuntovzla
@myfavoritescene
@nxvenezuela
@teamyoutube
@paoloigna1
@andyvermaut
@jurylady5
@jatirado
@tradermarcocost

Top Tweeters in G1:
@contrapuntovzla
@andyvermaut
@titrespresse
@jokottenweb
@diariocontraste
@kazminutes2020
@rejoiceamerica
@hagiwararyu11
@infobae
@topinforma7

Top Tweeters in G2:
@freddy13perez
@raumunz
@naylemendoza
@lucykelly1950
@venezolanocomum
@richardjro
@rcko3
@juanjo3800
@europapress
@elsbtmar

Top Tweeters in G3:
@clemence442
@planet211180
@4litanglilou67
@porcinettelouis
@peneloppe192
@lvassiliev
@lecorbonoir
@reveident
@babibelle33
@didierjean050

Top Tweeters in G4:
@yarosisnancy
@sylviaz1913
@aprylsmithts
@monicarivpin
@mcnejames
@knight201701
@chuckw12
@drdind
@toniragusa
@tam_resist

Top Tweeters in G5:
@tradermarcocost
@mattmurph24
@thomasmarinojr
@supazeez
@pvtgunnerheath
@mpendaraha18
@unclebeeola
@ongiiminii
@nigelbigmeech
@celestebyrne3

Top Tweeters in G6:
@myfavoritescene
@gochichi_nihon
@mark__lp
@pantyosu
@tc5ghs9sxm7ndfc
@ippatsu_sendai
@moltoke_rumia1p
@sthuuall
@nachtigall55
@haruyuki_tmm

Top Tweeters in G7:
@morgfair
@1feralkat
@lopcute
@monasmitte
@joejaggi
@scott_squires
@nationalpost
@ow_my_back_
@erupton
@radiocanadainfo

Top Tweeters in G8:
@givemepie360
@briangrnotabot
@businessinsider
@michelejeanson1
@maryalicebisho2
@cnbc
@rr_edmonds
@tassajarard
@the_og_g_ma
@djmusgr

Top Tweeters in G9:
@jackal_casull
@den6mix
@takeuchi_gr
@mrtachilles
@bci_
@ctvnews
@kei_2741
@muroitouko
@kbolbec
@koolholio

Top Tweeters in G10:
@teamyoutube
@danubaud
@nanemad
@grobisr
@lehuffpost
@hasoftconcept
@sudradio
@courrierinter
@bzhanavel
@gerarddupin


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