COVID-19, Twitter, 4/18/2022 2:57:42 PM, 275004


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COVID-19_2022-04-18_00-00-01.xlsx
COVID-19_2022-04-18_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 18, 2022
Short Description:
COVID-19 via NodeXL https://bit.ly/3Me6cQt
@divizio1
@verity_france
@medic4allhuman
@dhelene33
@farmaceuticoac1
@clarecraigpath
@banounhelene
@pretot_m
@abc
@who

Top hashtags:
#covid19
#covid_19
#covid
#covidー19
#coronavirus
#ipl2022
#shanghai
#14abr
#felizjueves

Description:
Description
The graph represents a network of 9,454 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, 18 April 2022 at 07:20 UTC.

The requested start date was Monday, 18 April 2022 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 2-day, 0-hour, 12-minute period from Wednesday, 13 April 2022 at 12:05 UTC to Friday, 15 April 2022 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 : 9454
Unique Edges : 4924
Edges With Duplicates : 11269
Total Edges : 16193
Number of Edge Types : 5
Tweet : 3342
Retweet : 5011
MentionsInRetweet : 5660
Mentions : 1706
Replies to : 474
Self-Loops : 3452
Reciprocated Vertex Pair Ratio : 0.00566846398451542
Reciprocated Edge Ratio : 0.0112730272202365
Connected Components : 3064
Single-Vertex Connected Components : 1329
Maximum Vertices in a Connected Component : 375
Maximum Edges in a Connected Component : 868
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.877508
Graph Density : 8.13931845594824E-05
Modularity : 0.528686
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,454 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, 18 April 2022 at 07:20 UTC.

The requested start date was Monday, 18 April 2022 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 2-day, 0-hour, 12-minute period from Wednesday, 13 April 2022 at 12:05 UTC to Friday, 15 April 2022 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:
[28] http://obamaschannel.blogspot.com/2022/04/mariposillas-en-el-estomago-o-algo-asi.html?m=1
[21] https://venezuela-news.com/dia-760-de-pandemia-por-covid-19-166-nuevos-contagios-y-1-fallecido/
[21] https://www.forbes.com/sites/roberthart/2020/10/20/researchers-warn-some-covid-19-vaccines-could-increase-risk-of-hiv-infection/
[19] https://www.cheo.on.ca/en/news/covid-19-household-transmission-is-high-with-children-being-a-significant-source-of-spread-study.aspx
[17] https://actu.fr/pays-de-la-loire/guerande_44069/covid-19-ils-veulent-la-verite-sur-la-mort-de-leur-fils-anthony-vaccine-a-lastrazeneca_50159316.html#l1y3ei9zzwoicuxjza
[17] https://www.lemonde.fr/sciences/article/2022/04/11/origine-du-covid-19-le-role-trouble-d-une-ong-americaine-et-d-un-zoologue-britannique_6121701_1650684.html
[16] https://journals.sagepub.com/doi/full/10.1177/0194599820982633
[16] http://www.cubadebate.cu/especiales/2022/04/14/la-estrategia-cubana-de-desarrollo-de-vacunas-contra-la-covid-19-sigue-avanzando/
[13] https://news.yahoo.com/fda-authorizes-breath-test-detect-223700226.html
[13] https://www.journaldemontreal.com/2022/04/15/covid-19-jai-eu-peur-de-perdre-ma-soeur

Top URLs in Tweet in G1:
[6] https://swlondonccg.nhs.uk/covid/where-can-you-get-vaccinated/vaccination-walk-in-clinics/
[6] http://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/coronavirus-vaccine
[5] https://www.labroots.com/trending/immunology/22549/infected-immune-cells-covid-causes-catastrophic-inflammation
[4] https://news.yahoo.com/pfizer-covid-booster-provides-strong-110200343.html
[4] https://www.cnn.com/2022/04/14/health/pfizer-booster-5-to-11-results/index.html
[4] https://www.cnn.com/2022/04/14/health/covid-breath-test/index.html
[4] https://www.poandpo.com/
[4] https://rssfeeds.cloudsite.builders/2022/04/15/opinion-is-a-second-booster-for-covid-19-the-right-choice-for-you/
[4] https://rssfeeds.cloudsite.builders/2022/04/14/50-marin-eighth-graders-test-positive-for-covid-19-after-spring-break-trip-to-d-c/
[4] https://rssfeeds.cloudsite.builders/2022/04/15/opinion-is-a-second-booster-for-covid-19-the-right-choice-for-you-2/

Top URLs in Tweet in G2:
[16] https://www.lemonde.fr/sciences/article/2022/04/11/origine-du-covid-19-le-role-trouble-d-une-ong-americaine-et-d-un-zoologue-britannique_6121701_1650684.html
[16] https://journals.sagepub.com/doi/full/10.1177/0194599820982633
[5] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8880359/
[4] https://www.ouest-france.fr/sante/masques-de-protection/covid-19-le-masque-va-t-il-disparaitre-dans-les-transports-ouest-france-vous-repond-daa2b492-bbc3-11ec-9cbd-7cd96fda03a3?utm_source=fluxpublicactu&utm_medium=fluxrss&utm_campaign=banquedecontenu
[4] https://www.theepochtimes.com/mkt_app/ivermectin-as-treatment-for-covid-19-may-become-more-accessible-in-tennessee_4391967.html
[4] https://www.tf1info.fr/societe/pandemie-epidemie-de-covid-19-vaccin-moderna-rappelle-pres-de-800000-doses-apres-la-decouverte-d-un-moustique-dans-un-flacon-2216466.html?utm_medium=Social&utm_source=Twitter&Echobox=1649779975#xtor=CS5-113
[3] https://www.sudouest.fr/sante/coronavirus/vaccin/covid-19-un-vaccin-pfizer-multivariant-a-l-automne-une-possibilite-mais-pas-une-certitude-10598689.php
[3] https://www.gov.uk/government/publications/covid-19-vaccination-resources-for-children-aged-5-to-11-years/a-guide-for-parents-of-children-aged-5-to-11-years
[3] https://www.tf1info.fr/sante/covid-19-le-coronavirus-peut-encore-provoquer-de-grandes-epidemies-selon-l-oms-2216712.html?utm_medium=Social&utm_source=Twitter&Echobox=1649959969#xtor=CS5-113
[2] https://www.lemonde.fr/planete/article/2022/04/15/covid-19-a-shanghai-des-habitants-affrontent-des-policiers_6122285_3244.html

Top URLs in Tweet in G3:
[11] https://trib.al/Gzb9zny
[3] https://time.com/6164685/national-school-lunch-program-covid-19-pandemic-extension/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=politics_&linkId=160711926
[3] https://www.thestar.com.my/news/nation/2022/04/14/covid-19-paxlovid-antiviral-to-be-free-enough-supply-to-treat-48000-patients
[2] https://news.cgtn.com/news/2022-04-15/Shanghai-tells-hospitals-not-to-delay-treatment-over-COVID-19-measures-19fsQT4NwDS/index.html
[2] https://twitter.com/i/broadcasts/1dRKZlbkOkrJB
[2] https://time.com/6158273/long-covid-19-risk/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=health_covid-19&linkId=160710650
[2] https://news.yahoo.com/shanghai-residents-scuffle-police-over-050304791.html?fr=sycsrp_catchall
[2] https://time.com/6166462/covid-19-deaths-grief-stories/
[2] https://www.kosmo.com.my/2022/04/15/kes-covid-19-thailand-dijangka-meningkat-selepas-pesta-songkran/
[2] https://www.bharian.com.my/dunia/asia/2022/04/946331/penduduk-shanghai-protes-dasar-covid-19-yang-teruk

Top URLs in Tweet in G5:
[2] https://www.fasen.org.ar/recomendaciones-para-pacientes-con-insuficiencia-suprarrenal-durante-la-pandemia-del-covid-19/
[2] https://www.idea.int/publications/catalogue/taking-stock-after-two-years-covid-19
[2] https://www.uol.com.br/ecoa/ultimas-noticias/2021/11/18/acao-criada-para-levantar-dados-da-covid-passa-a-ajudar-vitimas-da-pandemia.htm
[1] https://bit.ly/3FqpqOS
[1] https://venezuela-news.com/cuba-amplia-esquema-de-vacunacion-contra-la-covid-19/
[1] https://venezuela-news.com/dia-759-de-la-pandemia-por-covid-19-96-nuevos-contagios-y-1-fallecido/
[1] https://venezuela-news.com/dia-760-de-pandemia-por-covid-19-166-nuevos-contagios-y-1-fallecido/
[1] https://www.change.org/p/giftofthegivers-should-disperse-disaster-funds-for-kzn-flood-victims-if-myanc-looted-covid-19-relief-funds-in-the-midst-of-a-pandemic-what-stops-them-looting-relief-funds-for-flood-victims-kznfloods?recruiter=1209373716&utm_campaign=signature_receipt&utm_medium=twitter&utm_source=share_petition
[1] https://healthreporters.info/covid-19-who-records-lowest-deaths-urges-world-not-to-lose-sight/
[1] https://g1.globo.com/saude/coronavirus/noticia/2022/04/13/oms-determina-que-pandemia-de-covid-19-continua-a-ser-emergencia-de-saude-publica-internacional.ghtml

Top URLs in Tweet in G6:
[14] http://www.cubadebate.cu/especiales/2022/04/14/la-estrategia-cubana-de-desarrollo-de-vacunas-contra-la-covid-19-sigue-avanzando/
[3] https://www.granma.cu/cuba/2022-04-12/circula-variante-ba-2-de-omicron-en-diez-provincias-del-pais
[2] https://www.juventudrebelde.cu/cuba/2022-04-13/cuba-y-mexico-juntos-en-una-gran-fiesta-de-la-cultura
[1] https://www.granma.cu/mundo/2022-04-05/cuba-ratifica-sus-vinculos-con-nacionales-residentes-en-el-exterior-05-04-2022-23-04-02
[1] https://cubasi.cu/es/noticia/reconocimiento-mundial-para-vacunas-cubanas-anti-covid-19
[1] https://www.presidencia.gob.cu/es/noticias/suben-los-numeros-y-baja-la-percepcion-de-riesgo/
[1] https://www.granma.cu/cuba-covid-19/2022-03-30/como-avanza-mambisa-en-el-camino-para-ser-autorizada-como-vacuna-anti-covid-19-30-03-2022-21-03-20
[1] https://www.granma.cu/cuba-covid-19/2022-04-05/dos-anos-de-una-verdadera-universidad-05-04-2022-23-04-34
[1] https://www.granma.cu/mundo/2022-04-11/condecorados-colaboradores-medicos-cubanos-por-su-servicio-distinguido-en-sudafrica-11-04-2022-23-04-09
[1] https://cubaminrex.cu/es/condecorados-colaboradores-medicos-cubanos-por-su-servicio-distinguido-en-sudafrica

Top URLs in Tweet in G7:
[8] https://forbesjapan.com/articles/detail/46983
[3] https://verupharma.com/pipeline/sabizabulin-for-covid-19/
[2] https://www.globenewswire.com/news-release/2022/04/11/2419839/11676/en/Veru-s-Novel-COVID-19-Drug-Candidate-Reduces-Deaths-by-55-in-Hospitalized-Patients-in-Interim-Analysis-of-Phase-3-Study-Independent-Data-Monitoring-Committee-Halts-Study-Early-for-.html
[1] https://valneva.com/press-release/valneva-reports-positive-phase-3-results-for-inactivated-adjuvanted-covid-19-vaccine-candidate-vla2001/
[1] https://www.bmj.com/company/newsroom/is-it-wrong-to-prioritise-younger-patients-with-covid-19/
[1] https://www.forbes.com/sites/brucelee/2022/04/15/new-ba2121-omicron-subvariant-is-more-contagious-fueling-covid-19-upswing-in-new-york-state/?sh=45e7756c510c
[1] https://www.forbes.com/sites/williamhaseltine/2022/04/13/new-analysis-shows-fluvoxamine-has-the-potential-to-reduce-covid-19-hospitalizations-by-more-than-90/?sh=408dcf2e2ce3
[1] https://investors.pfizer.com/Investors/News/news-details/2022/Pfizer-and-BioNTech-Announce-Data-Demonstrating-High-Immune-Response-Following-a-Booster-Dose-of-their-COVID-19-Vaccine-in-Children-5-Through-11-Years-of-Age/default.aspx
[1] https://verupharma.com/news/verus-novel-covid-19-drug-candidate-reduces-deaths-by-55-in-hospitalized-patients-in-interim-analysis-of-phase-3-study-independent-data-monitoring-committee-halts-study-early-for-overwhelmin/
[1] https://www.ahajournals.org/doi/abs/10.1161/CIRCULATIONAHA.121.056817

Top URLs in Tweet in G8:
[15] https://www.cheo.on.ca/en/news/covid-19-household-transmission-is-high-with-children-being-a-significant-source-of-spread-study.aspx
[3] https://kitchener.citynews.ca/coronavirus-covid-19-local-news/cambridge-school-closed-due-to-lack-of-staff-5260814
[2] https://www.cbc.ca/news/canada/ottawa/ottawa-school-board-masking-motion-april-2022-1.6417186
[2] https://www.cbc.ca/news/canada/sudbury/hospitals-staffing-covid-northeastern-ontario-1.6417426
[1] https://bit.ly/3jH6bIx
[1] https://newjersey.news12.com/new-data-shows-pfizer-covid-19-booster-raises-antibody-levels-in-children-5-11
[1] https://www.cbc.ca/news/health/health-canada-evusheld-astrazeneca-1.6419675
[1] https://www.cbc.ca/news/canada/montreal/seasonal-flu-covid-quebec-1.6418504
[1] https://bit.ly/3EdTPB0
[1] https://bit.ly/3vdZt1X

Top URLs in Tweet in G9:
[2] https://www.dropbox.com/s/4czn8sox3sc8ts2/dailyexpose.uk-US
[2] DoD
[2] awarded
[2] a
[2] contract
[2] for
[2] COVID-19
[2] Research
[2] in
[2] Ukraine

Top URLs in Tweet in G10:
[4] https://guardian.co.tt/news/tt-a-step-closer-to-511-covid19-vaccines-6.2.1479716.1f62ff54df
[3] https://www.todayonline.com/world/hong-kong-questions-costs-covid-19-rules-mental-health-livelihoods-1873411
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/us-renews-covid-19-public-health-emergency-2022-04-13/?taid=6256fe0efa936700019762b9&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.todayonline.com/world/hong-kong-confirms-it-will-ease-covid-19-restrictions-april-21-1873326
[2] https://www.scmp.com/news/hong-kong/health-environment/article/3174188/coronavirus-hong-kongs-easing-social-distancing
[2] http://toi.in/micron/redirect.html?str=SGZ3sY
[2] https://twitter.com/hkfp/status/1514529611241373696
[2] https://hongkongfp.com/covid-19/
[2] https://www.nih.gov/news-events/news-releases/scientists-pinpoint-mechanisms-associated-severe-covid-19-blood-clotting
[1] http://trib.al/nnsUcQP

Top Domains
Top Domains in Tweet in Entire Graph:
[184] blogspot.com
[180] twitter.com
[58] youtube.com
[55] gov.uk
[48] com.br
[43] forbes.com
[43] nhs.uk
[41] bit.ly
[39] nih.gov
[37] trib.al

Top Domains in Tweet in G1:
[53] twitter.com
[28] nhs.uk
[24] com.br
[19] cnn.com
[17] nih.gov
[16] cloudsite.builders
[15] com.ar
[14] co.uk
[13] com.mx
[11] monsitemedia.fr

Top Domains in Tweet in G2:
[19] lemonde.fr
[16] sagepub.com
[13] ouest-france.fr
[7] tf1info.fr
[5] nih.gov
[5] gov.uk
[4] theepochtimes.com
[3] sudouest.fr
[2] francetvinfo.fr
[2] france24.com

Top Domains in Tweet in G3:
[14] com.my
[13] trib.al
[9] time.com
[4] news.cn
[3] cgtn.com
[3] twitter.com
[2] ti.me
[2] yahoo.com
[2] lsm.lv
[2] malaysiagazette.com

Top Domains in Tweet in G5:
[6] change.org
[3] venezuela-news.com
[3] who.int
[3] com.br
[2] bit.ly
[2] org.ar
[2] globo.com
[2] ohchr.org
[2] idea.int
[1] healthreporters.info

Top Domains in Tweet in G6:
[15] cubadebate.cu
[7] granma.cu
[2] juventudrebelde.cu
[1] cubasi.cu
[1] gob.cu
[1] cubaminrex.cu

Top Domains in Tweet in G7:
[8] forbesjapan.com
[4] verupharma.com
[2] globenewswire.com
[2] forbes.com
[1] valneva.com
[1] bmj.com
[1] pfizer.com
[1] ahajournals.org
[1] twitter.com

Top Domains in Tweet in G8:
[15] on.ca
[7] cbc.ca
[4] bit.ly
[3] theglobeandmail.com
[3] bloomberg.com
[3] citynews.ca
[1] news12.com
[1] healthychildren.org
[1] elsevierhealth.com
[1] cmajopen.ca

Top Domains in Tweet in G9:
[2] dropbox.com
[1] bit.ly
[1] usaspending.gov
[1] twitter.com
[1] renate-holzeisen.eu

Top Domains in Tweet in G10:
[5] trib.al
[5] todayonline.com
[4] hongkongfp.com
[4] co.tt
[3] reuters.com
[3] toi.in
[2] cnn.it
[2] scmp.com
[2] twitter.com
[2] financialexpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[560] covid19
[506] covid_19
[262] covid
[145] covidー19
[128] coronavirus
[88] ipl2022
[87] shanghai
[85] 14abr
[81] felizjueves
[72] pfizer



Top Hashtags in Tweet in G1:
[79] covid19
[51] covid_19
[42] covid
[22] coronavirus
[17] ipl2022
[16] news
[12] 14abr
[11] 13abr
[10] gnbportuguesa
[8] china

Top Hashtags in Tweet in G2:
[23] chine
[23] shanghai
[4] macron
[4] moderna
[3] covid_19
[3] covid19
[3] mlp
[2] vaccinationobligatoire
[1] ouestfrancevousrepond
[1] covid

Top Hashtags in Tweet in G3:
[14] covid19
[10] menangbersama
[9] lindungdirilindungsemua
[8] globalink
[7] japensarawak
[4] update
[3] khabardarisarawak
[3] sodiakroks
[3] nstnation
[2] shanghai

Top Hashtags in Tweet in G5:
[21] covid19
[5] covid_19
[5] kznfloods
[4] gsod
[3] pandemic
[2] 13abr
[2] hipocortisolismo
[2] cuba
[2] 10/31/2022 12:00:00 AM
[2] globalmonitor

Top Hashtags in Tweet in G6:
[40] cuba
[14] vamoscontodo
[6] cubaporlavida
[6] covid19
[4] covid_19
[4] cubavive
[3] dosisderefuerzo
[3] vacunascubanas
[2] cubaviveytrabaja
[2] aniversario19barrioadentro

Top Hashtags in Tweet in G8:
[10] covid19
[2] onted
[2] onpoli
[2] cdnpoli
[2] cdnhealth
[1] njmornings
[1] covid_19
[1] covidisnotover
[1] bunny
[1] article

Top Hashtags in Tweet in G9:
[30] covid_19
[23] aifa
[9] 476visa
[7] over50
[2] nevertrustnewscorp

Top Hashtags in Tweet in G10:
[6] hongkong
[3] srqcounty
[2] covid19
[1] kumparannews
[1] restrictions

Top Words
Top Words in Tweet in Entire Graph:
[6932] covid
[6423] 19
[560] #covid19
[504] #covid_19
[443] vaccine
[369] health
[361] people
[348] cases
[332] contra
[330] more

Top Words in Tweet in G1:
[1367] covid
[1315] 19
[96] vaccine
[83] 2022
[79] #covid19
[76] pandemic
[76] health
[75] more
[72] cases
[67] booster

Top Words in Tweet in G2:
[310] covid
[305] 19
[105] shanghaï
[100] cas
[95] habitants
[93] presque
[93] totalement
[93] confinée
[93] endiguer
[93] expulsés

Top Words in Tweet in G3:
[186] covid
[167] 19
[36] penggalak
[36] kedua
[30] shanghai
[30] malaysia
[27] time
[27] kkmputrajaya
[25] yang
[25] akan

Top Words in Tweet in G4:
[121] last
[121] million
[119] jack
[119] dorsey
[119] sold
[119] 1st
[119] tweet
[119] nft
[119] year
[119] bought

Top Words in Tweet in G5:
[31] covid
[30] 19
[21] #covid19
[19] funds
[13] flood
[13] victims
[11] relief
[10] myanc
[9] disaster
[8] nicolasmaduro

Top Words in Tweet in G6:
[72] covid
[72] 19
[40] #cuba
[32] vacunas
[28] contra
[15] salud
[14] #vamoscontodo
[14] anti
[14] adolescentes
[14] sigue

Top Words in Tweet in G7:
[125] influenzer3
[81] covid
[45] 19の死亡率を55
[45] 減少
[40] 本日もツイートのみで失礼します
[40] 目次から
[40] それぞれについては
[40] この後にスレッド形式でツイートします
[37] 呼気で診断する
[34] 経口微小管阻害薬sabizabulin

Top Words in Tweet in G8:
[55] covid
[52] 19
[19] wave
[17] school
[16] staff
[15] cbcnews
[15] dfisman
[14] amid
[14] years
[13] ottawa's

Top Words in Tweet in G9:
[30] #covid_19
[29] rholzeisen
[24] over
[24] 60
[23] #aifa
[23] annuncia
[23] autunno
[23] richiamo
[23] annuale
[23] vaccino

Top Words in Tweet in G10:
[93] covid
[88] 19
[28] vaccine
[25] hong
[25] kong
[24] ap
[21] virus
[17] infections
[17] wave
[15] omicron

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6216] covid,19
[276] contra,covid
[223] 19,vaccine
[209] positive,covid
[169] #covid19,#covid_19
[168] 19,pandemic
[151] 19,cases
[144] #covid_19,#covidー19
[143] tested,positive
[135] last,year

Top Word Pairs in Tweet in G1:
[1282] covid,19
[67] 19,vaccine
[52] 19,pandemic
[46] contra,covid
[37] positive,covid
[33] 19,booster
[28] 19,cases
[23] patrick,farhart
[22] during,covid
[22] physio,patrick

Top Word Pairs in Tweet in G2:
[305] covid,19
[93] 19,shanghaï
[93] shanghaï,presque
[93] presque,totalement
[93] totalement,confinée
[93] confinée,endiguer
[93] endiguer,cas
[93] cas,covid
[93] 19,habitants
[93] habitants,expulsés

Top Word Pairs in Tweet in G3:
[164] covid,19
[20] penggalak,kedua
[18] berisiko,tinggi
[18] 19,booster
[17] daughter,alone
[17] alone,hospital
[17] hospital,five
[17] five,days
[17] days,chinese
[17] chinese,parents

Top Word Pairs in Tweet in G4:
[119] jack,dorsey
[119] dorsey,sold
[119] sold,1st
[119] 1st,tweet
[119] tweet,nft
[119] nft,last
[119] last,year
[119] year,bought
[119] bought,million
[119] million,converted

Top Word Pairs in Tweet in G5:
[30] covid,19
[13] flood,victims
[11] relief,funds
[8] giftofthegivers,disperse
[8] disperse,disaster
[8] disaster,funds
[8] funds,kzn
[8] kzn,flood
[8] victims,myanc
[8] myanc,looted

Top Word Pairs in Tweet in G6:
[72] covid,19
[17] contra,covid
[14] anti,covid
[14] 19,adolescentes
[13] adolescentes,jóvenes
[11] dosis,refuerzo
[10] vacunas,cubanas
[10] pandemia,covid
[9] vacunas,contra
[8] día,internacional

Top Word Pairs in Tweet in G7:
[45] 19の死亡率を55,減少
[40] 本日もツイートのみで失礼します,目次から
[40] 目次から,それぞれについては
[40] それぞれについては,この後にスレッド形式でツイートします
[38] influenzer3,本日もツイートのみで失礼します
[37] 呼気で診断する,covid
[34] 経口微小管阻害薬sabizabulin,第3相二重盲検rctで中等症から重症covid
[34] 第3相二重盲検rctで中等症から重症covid,19の死亡率を55
[20] この後にスレッド形式でツイートします,経口微小管阻害薬sabizabulin
[20] この後にスレッド形式でツイートします,ba

Top Word Pairs in Tweet in G8:
[50] covid,19
[15] wave,covid
[13] ottawa's,largest
[13] largest,school
[13] school,board
[12] sixth,wave
[11] gosh,someone
[11] someone,told
[11] told,years
[11] years,ago

Top Word Pairs in Tweet in G9:
[23] #aifa,annuncia
[23] annuncia,autunno
[23] autunno,richiamo
[23] richiamo,annuale
[23] annuale,vaccino
[23] vaccino,adattato
[23] adattato,over
[23] over,50
[23] 50,60
[23] 60,crimine

Top Word Pairs in Tweet in G10:
[88] covid,19
[25] hong,kong
[17] 19,vaccine
[12] children,important
[11] third,shot
[11] shot,children's
[11] children's,dose
[11] dose,pfizer
[11] pfizer,biontech's
[11] biontech's,covid

Top Replied-To
Top Replied-To in Entire Graph:
@giftofthegivers
@cryptoproject05
@ricklangel
@sleplatre
@cold957
@ap
@pledis_17
@monstrcm
@wendyisacsson
@jokowi

Top Replied-To in G2:
@medic4allhuman
@chriscottonstat
@dmcldoc
@verity_france
@trigger_co

Top Replied-To in G3:
@time
@ellenkchampion

Top Replied-To in G4:
@saucyshaun9

Top Replied-To in G5:
@giftofthegivers
@who
@phaka_t
@nicolaskasprzak

Top Replied-To in G6:
@dpsmtzas

Top Replied-To in G8:
@dw_harrison
@dfisman
@tonydamico54
@christineguent8
@0707lucky7s
@citynewskit
@rosarioneaves

Top Replied-To in G9:
@swaledalemutton
@alexmakin

Top Replied-To in G10:
@ap
@whenwr64
@lefty21211

Top Mentioned
Top Mentioned in Entire Graph:
@influenzer3
@joepompliano
@jjaranaz94
@traselvalle_obc
@divizio1
@verity_france
@polucionbogota
@medic4allhuman
@manhattan_2
@vtvcanal8

Top Mentioned in G1:
@qc_respeck
@televesofficial
@2minmed
@2afrancky69
@pac_piritu
@mwaka1804
@article19ma
@nataliemarto

Top Mentioned in G2:
@divizio1
@verity_france
@medic4allhuman
@banounhelene
@newsint_
@chriscottonstat
@sinedwarrior
@marc_doyer
@mamanslouves
@myriamhebuterne

Top Mentioned in G3:
@kkmputrajaya
@xhnews
@time
@abc
@afp
@gma
@jpenerangan
@khairykj
@staronline
@cgtnofficial

Top Mentioned in G4:
@joepompliano
@coindesk

Top Mentioned in G5:
@who
@myanc
@nicolasmaduro
@contagemcorona1
@cyrilramaphosa
@changeorgsa
@magagutierrezv
@whonigeria
@whoafro
@mellziland

Top Mentioned in G6:
@diazcanelb
@cubadebatecu
@aylinalvarezg
@juventudrebelde
@cubacooperaven
@embacubachequia
@cieloazuldecuba
@iroelsanchez
@minsapcuba
@ciencias_cuba

Top Mentioned in G7:
@influenzer3
@morilyn1123
@tak53381102
@tm_quencher
@priamalfear
@mikito_777
@carpe_diem0820

Top Mentioned in G8:
@cbcnews
@dfisman
@bpolitics
@bogochisaac
@picardonhealth
@news12nj
@citynewskit
@globeandmail
@marinaglogovac
@esl_fairy

Top Mentioned in G9:
@rholzeisen
@tony_vandongen
@hasanali559
@scottmorrisonmp
@alexhawkemp
@karenandrewsmp
@arunschirps
@breezergalway
@jneill
@shahabyousaf53

Top Mentioned in G10:
@ap
@cnn
@hkfp
@dgbassani
@reuters
@todayonline
@philippinestar
@economics
@srqcountygov
@elisaperego78

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@knewz_currently
@ptjasamarga
@kompascom
@detikcom
@guardiadigital
@okezonenews
@postematico

Top Tweeters in G1:
@la_patilla
@knewz_currently
@ptjasamarga
@guardiadigital
@okezonenews
@postematico
@sumariuminfo
@laredrevela
@afropages
@zyitegadgets

Top Tweeters in G2:
@radiolondres6
@lau68951920
@mi1789
@ouestfrance
@sandrafellous_
@zoreil1945
@menuet_morgan
@debrouille92
@jackimbe
@marie08187533

Top Tweeters in G3:
@ansisegle
@asteris
@bharianmy
@atiqahrhm
@staronline
@haolethai
@richardupuy
@time
@abc
@bernamadotcom

Top Tweeters in G4:
@solusnan1
@llarisah
@mikeytheweasel
@bholarjeee
@badtvveets
@ericthewhite
@lisavena1
@boytoy1814
@rakeemcfc
@bettyjunes_

Top Tweeters in G5:
@jcy126kerubin
@ntemid
@denio_vale
@truby_sue
@nicolasmaduro
@andrewmapes007
@nicolaskasprzak
@genefmyburgh
@miguelnicolelis
@fcispaz

Top Tweeters in G6:
@cieloazuldecuba
@juventudrebelde
@camiloasic
@elioalmaguer2
@iroelsanchez
@radiogtmo
@casiguaya3
@asiclarosa
@periodicogiron
@cubaminrex

Top Tweeters in G7:
@baphomet_2525
@otakutokkai
@fearless_taisho
@repipuhoney
@roshinuko
@r_hexar
@ygjumi
@sitesirius
@byetang
@supermnemonic

Top Tweeters in G8:
@globeandmail
@maxamaxim
@cbcnews
@prettycgll
@mikeggibbs
@bpolitics
@picardonhealth
@borealjo
@town1012
@citynewskit

Top Tweeters in G9:
@eedaii
@breezergalway
@antanicardani
@massimosab
@jneill
@marco_disca
@swaledalemutton
@mirkosway74
@zot_64
@vincegvo

Top Tweeters in G10:
@7b73f39b85e1415
@govsherazkhan
@reuters
@brandonmscales
@kumparan
@c6120cassiopeia
@philippinestar
@financialxpress
@the_hindu
@rodbamberry


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