Coronavirus, Twitter, 6/23/2022 11:26:11 AM, 278629


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Coronavirus_2022-06-23_03-09-21.xlsx
Coronavirus_2022-06-23_03-09-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 23, 2022
Short Description:
Coronavirus via NodeXL https://bit.ly/3zYsbIo
@shomburg
@stefankluge4
@krummsens
@wsjp_insight
@nytimes
@fawadchaudhry
@ralphstanger
@labezivon
@corona_tweet
@allthecitizens

Top hashtags:
#coronavirus
#covid19
#covid
#新型コロナウイルス
#covid_19
#corona
#44733

Description:
Description
The graph represents a network of 8,689 Twitter users whose tweets in the requested range contained "Coronavirus", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 23 June 2022 at 10:35 UTC.

The requested start date was Thursday, 23 June 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, 1-hour, 28-minute period from Monday, 20 June 2022 at 10:56 UTC to Wednesday, 22 June 2022 at 12:25 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 : 8689
Unique Edges : 4306
Edges With Duplicates : 11617
Total Edges : 15923
Number of Edge Types : 5
Retweet : 5054
MentionsInRetweet : 5946
Replies to : 623
Mentions : 1837
Tweet : 2463
Self-Loops : 2528
Reciprocated Vertex Pair Ratio : 0.00536789735532862
Reciprocated Edge Ratio : 0.0106784737596041
Connected Components : 2137
Single-Vertex Connected Components : 1017
Maximum Vertices in a Connected Component : 818
Maximum Edges in a Connected Component : 1812
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 5.26125
Graph Density : 0.000101722039275331
Modularity : 0.531574
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,689 Twitter users whose tweets in the requested range contained "Coronavirus", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 23 June 2022 at 10:35 UTC.

The requested start date was Thursday, 23 June 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, 1-hour, 28-minute period from Monday, 20 June 2022 at 10:56 UTC to Wednesday, 22 June 2022 at 12:25 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 : 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:
[142] https://newsdigest.jp/pages/coronavirus/
[107] https://www.spiegel.de/gesundheit/coronavirus-maskendebatte-corona-so-guenstig-wie-nie-infizieren-sie-sich-noch-heute-a-eac782af-beb2-4de3-acb5-27848406589e
[70] https://www.reuters.com/article/health-coronavirus-india-pfizer-idUSKBN2A50GE
[60] https://www3.nhk.or.jp/news/special/coronavirus/data/
[49] https://news.sky.com/story/coronavirus-rmt-union-official-steve-hedley-suspended-over-disparaging-remarks-on-pms-health-11971673
[40] https://www.poder360.com.br/coronavirus/cidade-que-vacinou-em-massa-com-coronavac-triplica-casos-em-outubro/
[30] https://www.hartvannederland.nl/coronavirus/vaccinatie-beschermt-niet-tegen-meeste-langdurige-coronaklachten
[23] https://jp.reuters.com/article/health-coronavirus-macau-idJPKBN2O20EO?taid=62b1a4d20e740e0001e11d5a&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[21] https://www.jpost.com/health-and-wellness/coronavirus/article-709978
[16] https://www.worldometers.info/coronavirus/

Top URLs in Tweet in G1:
[18] https://www3.nhk.or.jp/news/special/coronavirus/data/
[10] https://fij.info/coronavirus-feature/overseas#tempo0211
[6] http://www.snoopbee.com/yup_free_online_tutoring.html
[5] https://www.reuters.com/article/health-coronavirus-india-pfizer-idUSKBN2A50GE
[5] https://www.elmundo.es/elecciones/elecciones-andalucia/2022/06/20/62b02b5afc6c83be038b457e.html
[5] https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/book-coronavirus-vaccination/
[5] https://www.worldometers.info/coronavirus/
[5] https://app.powerbi.com/view?r=eyJrIjoiMmVlMzNiMjgtN2VkOC00NTIwLWJhYTgtMjQyZWY4NjljOWRjIiwidCI6IjUxYjQ2YzE0LTliMWQtNDAzYy04NTA0LWMwOWYxOTAyODIwZCIsImMiOjN9
[4] https://www.tribunavalladolid.com/noticias/295468/coronavirus-en-valladolid-440-positivos-desde-el-viernes-y-tres-muertes-pero-40-personas-reciben-el-alta
[4] https://www.francetvinfo.fr/sante/maladie/coronavirus/video-covid-19-la-c-est-tres-clairement-une-reprise-epidemique-affirme-l-infectiologue-anne-claude-cremieux_5213800.html

Top URLs in Tweet in G2:
[11] https://www.merkur.de/lokales/muenchen/stadt-muenchen/coronavirus-sommer-welle-muenchen-test-zehntausende-infiziert-dunkelziffer-ztz-91623962.html?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1655882145
[3] https://www.seco.admin.ch/seco/de/home/Publikationen_Dienstleistungen/Publikationen_und_Formulare/Strukturwandel_Wachstum/Wachstum/wirksamkeit-corona-massnahmen-schweiz.html?fbclid=IwAR2W5UV-_sUMbfO4KizXicKzFwHuhDXNoUpdGEZofCE8bQbPMucLYtemakc&utm_content=bufferf5298&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.wiesbadener-kurier.de/lokales/rhein-main/coronavirus-biontech-chef-schaltet-in-den-alarmmodus_25582599
[2] https://www.spiegel.de/gesundheit/coronavirus-maskendebatte-corona-so-guenstig-wie-nie-infizieren-sie-sich-noch-heute-a-eac782af-beb2-4de3-acb5-27848406589e
[1] https://www.mittelhessen.de/lokales/rhein-main/coronavirus-biontech-chef-schaltet-in-den-alarmmodus_25582599
[1] https://www.spiegel.de/gesundheit/coronavirus-maskendebatte-corona-so-guenstig-wie-nie-infizieren-sie-sich-noch-heute-a-eac782af-beb2-4de3-acb5-27848406589e?utm_medium=twitter&utm_source=dlvr.it#ref=rss
[1] https://news.weill.cornell.edu/news/2022/06/qatar-omicron-wave-study-shows-slow-decline-of-natural-immunity-rapid-decline-of?utm_content=bufferd8f89&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://buff.ly/3OgWqyC
[1] https://buff.ly/3HIdgUo
[1] https://buff.ly/3Oth26g

Top URLs in Tweet in G4:
[2] https://laotraversion.com/nacionales/nicolas-maduro-los-casos-de-coronavirus-aumentaron-en-el-pais-esta-semana/

Top URLs in Tweet in G5:
[93] https://www.spiegel.de/gesundheit/coronavirus-maskendebatte-corona-so-guenstig-wie-nie-infizieren-sie-sich-noch-heute-a-eac782af-beb2-4de3-acb5-27848406589e
[11] https://www.spiegel.de/ausland/corona-usa-starten-impfung-von-babys-und-kleinkindern-gegen-covid-19-a-a0beddf5-a6d6-4a2f-8817-4e41ef9c142a
[3] https://www.srf.ch/news/international/das-neueste-zum-coronavirus-g20-staaten-beraten-ueber-die-schaffung-eines-pandemie-fonds?ns_source=mobile&srg_sm_medium=tw
[2] https://www.spiegel.de/gesundheit/coronavirus-maskendebatte-corona-so-guenstig-wie-nie-infizieren-sie-sich-noch-heute-a-eac782af-beb2-4de3-acb5-27848406589e?sara_ecid=soci_upd_KsBF0AFjflf0DZCxpPYDCQgO1dEMph
[2] https://www.ardaudiothek.de/episode/das-coronavirus-update-von-ndr-info/sonderfolge-hybridimmunitaet/ndr/10596667/
[1] https://www.focus.de/gesundheit/coronavirus/foto-projekt-des-uniklinikums-tuebingen-bilder-die-bewegen-ein-blick-hinter-die-tueren-einer-covid-intensivstation_id_13047204.html
[1] https://www.zusammengegencorona.de/covid-19/wann-muss-ich-in-quarantaene-und-wann-nicht/
[1] https://www.zusammengegencorona.de/corona-im-alltag/kinder-und-familien/corona-schutzimpfung-fuer-kinder-ab-5-jahren-warum-sich-auch-kinder-im-alter/
[1] https://www.stuttgarter-nachrichten.de/inhalt.coronavirus-lauterbach-will-kostenlose-schnelltests-ohne-anlass-abschaffen.1424da2e-11a1-4ac4-86fb-13da9a372dee.html
[1] https://de.statista.com/statistik/daten/studie/1104173/umfrage/todesfaelle-aufgrund-des-coronavirus-in-deutschland-nach-geschlecht/

Top URLs in Tweet in G6:
[3] https://trome.pe/actualidad/coronavirus-peru-covid-19-mas-de-29-millones-473-mil-peruanos-ya-fueron-vacunados-contra-el-coronavirus-rmmn-noticia/
[2] https://www.timesofisrael.com/israel-sees-over-10000-new-coronavirus-cases-highest-daily-number-since-april/
[2] https://trome.pe/actualidad/coronavirus-peru-covid-19-mas-de-29-millones-466-mil-peruanos-ya-fueron-vacunados-contra-el-coronavirus-rmmn-noticia/
[1] https://erictopol.substack.com/p/a-reinfection-red-flag
[1] https://twitter.com/EricTopol/status/1539055374161936384
[1] https://larepublica.pe/sociedad/2022/06/22/coronavirus-en-peru-cuarta-ola-llegaria-en-julio-advierte-el-minsa-vacunacion-en-peru-emergencia-sanitaria-covid-19/
[1] https://larepublica.pe/sociedad/2022/06/21/coronavirus-en-peru-minsa-advierte-que-cuarta-ola-de-covid-19-podria-iniciar-en-quincena-de-julio-covid/
[1] https://larepublica.pe/sociedad/2022/06/21/coronavirus-en-peru-van-8-semanas-con-aumento-de-casos-pero-aun-no-se-puede-hablar-de-una-cuarta-ola-covid-19-minsa-tercera-dosis-vacunacion/
[1] https://www.fda.gov/news-events/press-announcements/coronavirus-covid-19-update-fda-authorizes-moderna-and-pfizer-biontech-covid-19-vaccines-children
[1] https://trome.pe/actualidad/coronavirus-peru-covid-19-minsa-reporta-1-deceso-y-946-nuevos-contagios-en-las-ultimas-24-horas-rmmn-noticia/

Top URLs in Tweet in G7:
[5] https://news.yahoo.com/nearly-all-children-with-coronavirus-survive-230122194.html
[4] https://www.worldometers.info/coronavirus/
[3] https://www.cityam.com/world-gets-covid-reality-check-as-next-omicron-wave-is-building-fast-coronavirus-infections-surging-and-masks-returning/?utm_content=bufferecd0d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/recommendations/children-teens.html
[2] https://www.lt10.com.ar/noticia/337002--coronavirus-hubo-28039-contagios-de-coronavirus-en-el-pais
[2] https://kolkatahindinews.com/corona-cases-started-increasing-in-bengal-expert-blamed-peoples-careless-attitude/
[2] https://video.foxnews.com/v/6308203489112/
[2] https://www.youtube.com/watch?v=C5rXoKDfu0M&feature=youtu.be

[2] https://yespunjab.com/india-reports-considerable-decline-in-fresh-covid-cases/
[2] https://gulfnews.com/uae/health/covid-19-uae-reports-1592-new-coronavirus-cases-1361-recoveries-0-deaths-1.1655890592255

Top URLs in Tweet in G8:
[40] https://www.poder360.com.br/coronavirus/cidade-que-vacinou-em-massa-com-coronavac-triplica-casos-em-outubro/
[1] https://www.poder360.com.br/opiniao/o-estudo-da-lancet-e-a-contaminacao-das-noticias-escreve-paula-schmitt/
[1] https://paraiba.pb.gov.br/diretas/saude/coronavirus
[1] https://gov.br/coronavirus

Top URLs in Tweet in G9:
[5] https://www.orlandosentinel.com/coronavirus/os-ne-covid-shots-kids-6-months-central-florida-20220621-i55umikwpbawpd2clhyipl6ahy-story.html#ed=rss_www.orlandosentinel.com/arcio/rss/category/news/
[3] https://www.orlandosentinel.com/coronavirus/os-ne-print-florida-coronavirus-friday-jun-17-20220617-qr332cskqbfi3kgx7x3uvsou3a-story.html#ed=rss_www.orlandosentinel.com/arcio/rss/category/news/
[3] https://www.orlandosentinel.com/coronavirus/os-ne-coronavirus--20220620-tcfhkhymcbdi7b2k6t6ll4fqiq-story.html#ed=rss_www.orlandosentinel.com/arcio/rss/category/news/
[3] https://www.weforum.org/agenda/2020/05/covid19-coronavirus-artificial-intelligence-ai-response
[3] https://www.rte.ie/news/coronavirus/2022/0621/1306039-coronavirus-ireland/
[2] http://ws-jp.co.jp/2021/01/14/recent-articles-about-japan-4/
[2] https://medium.com/@world.solutions.c/thoughts-on-national-security-and-politics-in-the-coronavirus-era-cc7789114ae4?sk=8a4548f49867d8364f76ac709821258b
[2] http://ws-jp.co.jp/2020/05/27/coronavirus-7-japan/
[2] http://ws-jp.co.jp/2020/04/21/science-technology-4-telemedicine-1-coronavirus-4/
[2] http://ws-jp.co.jp/2020/04/22/coronavirus-5-science-technology-5-pharmaceutical-products-1/

Top URLs in Tweet in G10:
[3] https://coronavirus.house.gov/news/press-releases/clyburn-trump-atlas-birx-redfield-herd-immunity-report
[2] https://www.redaccionmedica.com/directo/coronavirus-ultimas-noticias/20220623
[2] https://www.reuters.com/article/us-health-coronavirus-britain-vouchers-idUKKBN27F1IR
[1] https://coronavirus.house.gov/sites/democrats.coronavirus.house.gov/files/2022.06.21%20The%20Trump%20Administration%E2%80%99s%20Embrace%20of%20a%20Dangerous%20and%20Discredited%20Herd%20Immunity%20via%20Mass%20Infection%20Strategy.pdf
[1] https://bylinetimes.com/2022/06/22/boris-johnsons-telegraph-meetings-leave-no-paper-trail/
[1] https://coronavirus.data.gov.uk
[1] https://ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/numberofdeathsincarehomesnotifiedtothecarequalitycommissionengland
[1] https://www.gov.uk/government/publications/coronavirus-covid-19-vaccine-adverse-reactions/coronavirus-vaccine-summary-of-yellow-card-reporting
[1] https://www.frontiersin.org/articles/10.3389/fimmu.2021.640093/full
[1] https://www.jpost.com/health-and-wellness/coronavirus/article-709802

Top Domains
Top Domains in Tweet in Entire Graph:
[162] reuters.com
[142] newsdigest.jp
[137] spiegel.de
[123] twitter.com
[83] com.br
[81] co.uk
[78] or.jp
[69] co.jp
[52] sky.com
[44] youtube.com

Top Domains in Tweet in G1:
[43] twitter.com
[23] co.uk
[23] reuters.com
[23] or.jp
[20] recvprofits.com
[20] theperfectenemy.com
[17] com.br
[15] washingtonpost.com
[13] informazione.it
[12] nhs.uk

Top Domains in Tweet in G2:
[13] merkur.de
[3] spiegel.de
[3] admin.ch
[3] buff.ly
[2] wiesbadener-kurier.de
[2] swr.de
[2] bloomberg.com
[1] mittelhessen.de
[1] cornell.edu
[1] thelocal.dk

Top Domains in Tweet in G4:
[2] laotraversion.com

Top Domains in Tweet in G5:
[110] spiegel.de
[6] srf.ch
[2] zusammengegencorona.de
[2] statista.com
[2] ardaudiothek.de
[2] twitter.com
[2] infektionsschutz.de
[1] focus.de
[1] stuttgarter-nachrichten.de
[1] jhu.edu

Top Domains in Tweet in G6:
[7] trome.pe
[3] larepublica.pe
[2] timesofisrael.com
[2] twitter.com
[1] substack.com
[1] fda.gov
[1] efe.com
[1] com.mx
[1] bit.ly
[1] consalud.es

Top Domains in Tweet in G7:
[12] cdc.gov
[11] lacerca.com
[10] news-medical.net
[6] cityam.com
[5] yahoo.com
[4] worldometers.info
[4] twitter.com
[4] recvprofits.com
[3] youtube.com
[3] gulfnews.com

Top Domains in Tweet in G8:
[41] com.br
[2] gov.br

Top Domains in Tweet in G9:
[21] co.jp
[11] orlandosentinel.com
[6] twitter.com
[5] rte.ie
[3] weforum.org
[3] youtube.com
[3] co.uk
[3] nytimes.com
[2] medium.com
[2] wfla.com

Top Domains in Tweet in G10:
[4] house.gov
[3] gov.uk
[2] redaccionmedica.com
[2] reuters.com
[1] bylinetimes.com
[1] frontiersin.org
[1] jpost.com
[1] nbcnewyork.com
[1] sky.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1034] coronavirus
[840] covid19
[135] covid
[125] 新型コロナウイルス
[113] covid_19
[102] corona
[68] 44733
[64] valelapenacuidarse
[60] pandemia
[49] guardianesdelpueblo



Top Hashtags in Tweet in G1:
[293] coronavirus
[150] covid19
[48] covid
[34] corona
[28] news
[21] vaccines
[19] covidvaccine
[17] covid_19
[13] pandemic
[12] covidー19

Top Hashtags in Tweet in G2:
[40] coronavirus
[8] covid19
[7] omikron
[4] corona
[3] vaccines
[2] omicron
[2] subvariant
[2] massnahmenevaluierung
[2] magdeburg
[2] badenwürttemberg

Top Hashtags in Tweet in G3:
[1] coronavirus

Top Hashtags in Tweet in G4:
[62] valelapenacuidarse
[59] 6/21/2022 12:00:00 AM
[54] covid_19
[54] coronavirus
[48] táchira
[47] guardianesdelpueblo
[46] cz62bolívar
[33] envivo
[15] 6/20/2022 12:00:00 AM
[14] centinelaspermanentes

Top Hashtags in Tweet in G5:
[24] coronavirus
[12] coronaschutzimpfung
[9] inkubationszeit
[8] kinder
[5] impfung
[4] stiko
[4] srf
[4] srfnews
[4] corona
[3] longcovid

Top Hashtags in Tweet in G6:
[5] covid19
[4] loúltimo
[3] israelcontraelvirus
[2] internacional
[2] ola
[2] contagios
[2] subvariante
[2] ómicron
[2] ba5
[2] méxico

Top Hashtags in Tweet in G7:
[135] covid19
[132] coronavirus
[26] omicron
[21] covid_19
[15] covid
[10] covidー19
[8] ba2
[7] covidbrain
[7] lockdown
[7] maskmandates

Top Hashtags in Tweet in G9:
[21] coronavirus
[8] covid19
[7] artificialintelligence
[6] ai
[5] bigdata
[3] robotics
[3] machinelearning
[3] ml
[3] mi
[2] nationalsecurity

Top Hashtags in Tweet in G10:
[5] jaredkushner
[3] coronavirus
[2] covid19
[2] sarscov2

Top Words
Top Words in Tweet in Entire Graph:
[2615] coronavirus
[1492] covid
[1034] #coronavirus
[1000] میں
[997] die
[840] #covid19
[764] 19
[656] کرونا
[656] کی
[356] کے

Top Words in Tweet in G1:
[596] coronavirus
[306] covid
[293] #coronavirus
[192] 19
[150] #covid19
[105] क
[89] cases
[83] र
[71] more
[69] casos

Top Words in Tweet in G2:
[651] die
[320] ohne
[309] menschen
[306] sahin
[302] ema
[302] klinische
[301] dreist
[301] verlangt
[301] seine
[301] neueste

Top Words in Tweet in G3:
[941] میں
[628] کرونا
[626] کی
[316] ہے
[315] کے
[314] معاشی
[314] بعد
[314] گئ
[314] اور
[314] آباد

Top Words in Tweet in G4:
[353] coronavirus
[326] nicolasmaduro
[186] vamos
[162] bajes
[150] realidad
[148] quiero
[138] gnb_tachira
[135] llamar
[134] pdte
[133] guardia

Top Words in Tweet in G5:
[94] die
[91] kenne
[88] keine
[88] infizieren
[86] stefankluge4
[86] infektionskrankheit
[86] sinn
[86] macht
[86] absichtlich
[31] kinder

Top Words in Tweet in G6:
[205] coronavirus
[153] gorka_orive
[132] personas
[105] estudio
[96] riesgo
[94] reciente
[94] sugería
[94] reinfectadas
[94] tendrían
[94] doble

Top Words in Tweet in G7:
[135] #covid19
[132] #coronavirus
[113] covid
[73] 19
[47] coronavirus
[47] vaccinated
[45] vaccine
[39] cases
[34] cdcgov
[33] update

Top Words in Tweet in G8:
[202] em
[103] osmarterra
[102] vacinação
[100] serrana
[100] município
[100] vitrine
[100] massa
[100] coronavac
[100] case
[100] butantan

Top Words in Tweet in G9:
[45] covid
[29] coronavirus
[21] #coronavirus
[21] 19
[17] more
[15] wsjp_insight
[13] co
[13] abc
[12] kids
[11] vaccines

Top Words in Tweet in G10:
[54] two
[53] cabinet
[53] office
[53] refused
[53] release
[53] documents
[53] related
[53] meetings
[53] held
[53] between

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[706] covid,19
[638] کرونا,کی
[324] کے,بعد
[324] گئ,ہے
[324] کی,شرح
[323] ملک,میں
[323] میں,کرونا
[320] ہے,کراچی
[319] میں,معاشی
[319] معاشی,تباھی

Top Word Pairs in Tweet in G1:
[173] covid,19
[34] coronavirus,pandemic
[29] #covid19,#coronavirus
[28] क,र
[27] #coronavirus,#covid19
[27] र,न
[21] म,मल
[20] perfect,enemy
[20] enemy,#coronavirus
[18] coronavirus,cases

Top Word Pairs in Tweet in G2:
[302] die,ema
[301] dreist,sahin
[301] sahin,verlangt
[301] verlangt,die
[301] ema,seine
[301] seine,neueste
[301] neueste,mixtur
[301] mixtur,ohne
[301] ohne,klinische
[301] klinische,prüfung

Top Word Pairs in Tweet in G3:
[626] کرونا,کی
[314] کے,بعد
[314] گئ,ہے
[313] ملک,میں
[313] میں,معاشی
[313] معاشی,تباھی
[313] تباھی,کے
[313] بعد,اب
[313] اب,نئ
[313] نئ,مصیبت

Top Word Pairs in Tweet in G4:
[135] quiero,llamar
[134] pdte,nicolasmaduro
[132] coronavirus,todavía
[132] todavía,realidad
[131] bajes,guardia
[131] llamar,atención
[127] atención,padres
[127] padres,madres
[127] madres,abuelos
[127] abuelos,jóvenes

Top Word Pairs in Tweet in G5:
[86] kenne,keine
[86] keine,infektionskrankheit
[86] infektionskrankheit,sinn
[86] sinn,macht
[86] macht,absichtlich
[86] absichtlich,infizieren
[85] stefankluge4,kenne
[13] maske,corona
[13] corona,schützt
[13] schützt,verschiebt

Top Word Pairs in Tweet in G6:
[94] estudio,reciente
[94] reciente,sugería
[94] sugería,personas
[94] personas,reinfectadas
[94] reinfectadas,coronavirus
[94] coronavirus,tendrían
[94] tendrían,doble
[94] doble,riesgo
[94] riesgo,mortalidad
[93] gorka_orive,estudio

Top Word Pairs in Tweet in G7:
[72] covid,19
[30] #coronavirus,#covid19
[29] #covid19,#coronavirus
[28] #covid19,vaccine
[23] months,older
[21] cdcgov,#covid19
[21] vaccine,update
[21] update,everyone
[21] everyone,months
[21] older,vaccinated

Top Word Pairs in Tweet in G8:
[100] serrana,município
[100] município,vitrine
[100] vitrine,vacinação
[100] vacinação,em
[100] em,massa
[100] massa,coronavac
[100] coronavac,case
[100] case,butantan
[100] butantan,vacinou
[100] vacinou,quase

Top Word Pairs in Tweet in G9:
[20] covid,19
[9] bbcnewsaus,abc
[7] covid,vaccine
[6] vol,#coronavirus
[6] chief,clinical
[6] clinical,officer
[6] rise,number
[6] number,people
[6] people,hospital
[6] summer,zoo

Top Word Pairs in Tweet in G10:
[53] cabinet,office
[53] office,refused
[53] refused,release
[53] release,documents
[53] documents,related
[53] related,two
[53] two,meetings
[53] meetings,held
[53] held,between
[53] between,boris

Top Replied-To
Top Replied-To in Entire Graph:
@bbcnewsaus
@539th
@davenewworld_2
@nigelstarr1
@craiglo15187569
@karl_lauterbach
@borgerpieter
@hiroyoshimura
@benshapiro
@newstatesman

Top Replied-To in G2:
@kranzschwinger
@cbgspender
@elefantimraum2
@fperrefort
@oida_grantler
@jeha2019

Top Replied-To in G5:
@karl_lauterbach
@chanasitjonas
@samaelaccusator
@meinungformen
@sixtus
@maischberger
@tingting1407
@dielwin3
@fionamattatall
@susannebaessler

Top Replied-To in G7:
@naturebiotech
@drericding
@john86325012
@cdcdirector
@tracingcovid

Top Replied-To in G8:
@vesgooraculo
@gcamarotti

Top Replied-To in G9:
@bbcnewsaus
@gop
@govrondesantis
@sharonanne33
@reuters
@okayshane_
@torontostar
@nzherald
@jacobmadzan

Top Replied-To in G10:
@nadinedorries
@borisjohnson
@quinncessaa
@drndmatthews

Top Mentioned
Top Mentioned in Entire Graph:
@nicolasmaduro
@fawadchaudhry
@shomburg
@gorka_orive
@gnb_tachira
@newsdigestweb
@osmarterra
@stefankluge4
@luis_villegasr
@ckellyuap

Top Mentioned in G1:
@colinj66179601
@debugliesnews
@kowalskijanpl
@jeanrossignol
@kaimangaknight
@jamhyena
@themahamtb
@washtimes
@jodowney6

Top Mentioned in G2:
@shomburg
@ralphstanger
@rosenbusch_
@thomas_wilckens
@merkur_de
@oida_grantler
@fperrefort
@hochrisikopati1
@bpolitics
@swraktuellbw

Top Mentioned in G3:
@fawadchaudhry

Top Mentioned in G4:
@nicolasmaduro
@gnb_tachira
@luis_villegasr
@lavozdelsur_1
@gbluisrosalesm
@mippcivzla
@presidencialven
@d623pparaitepuy
@gnb_czbolivar
@gochita_bella

Top Mentioned in G5:
@stefankluge4
@derspiegel
@bmg_bund
@karl_lauterbach
@chanasitjonas
@michiwagner4
@bzga_de
@srfnews
@mondschaf23
@marcobuschmann

Top Mentioned in G6:
@gorka_orive
@alertanews24
@doctormacias
@larepublica_pe
@evelio_prieto
@tromepe
@ejecentral
@us_fda
@zucconoel
@ange1792

Top Mentioned in G7:
@cdcgov
@cshperspectives
@cdcdirector
@ronronkmfa
@jamesvgingerich
@erictopol
@cityam
@statehealthin
@dhscgovuk
@toledoayto

Top Mentioned in G8:
@osmarterra
@schmittpaula
@minsaude
@lider_optimus
@vesgooraculo

Top Mentioned in G9:
@wsjp_insight
@abc
@rtenews
@orlandosentinel
@nikkifried
@ronald_vanloon
@kathmlee1
@abcnews
@sunsentinel

Top Mentioned in G10:
@allthecitizens
@tigresseleanor
@covidoversight
@malar0ne
@jeffreyatucker
@brownstoneinst
@kochindustries
@meetjess
@alineitzelmd
@borisjohnson

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@angelus_0923
@infoitinterno
@el_cooperante
@recentlatestvia
@contrapuntovzla
@uber_support
@dichristine
@myfavoritescene
@paoloigna1

Top Tweeters in G1:
@zazoomblog
@infoitinterno
@el_cooperante
@recentlatestvia
@contrapuntovzla
@paoloigna1
@andyvermaut
@newsoneplace
@crweworld
@jacekwierzbicki

Top Tweeters in G2:
@ayhanaydinli
@uwewolff966
@connyro_bln
@von_steiner
@raimundraimund
@bpolitics
@aegisbridge
@ruthlissy
@spasskultur
@irigyt

Top Tweeters in G3:
@javedsh03061304
@shamaz2010
@driftikharrizvi
@syedsibbiezz
@modee420
@paki7888
@mbilaltayyab1
@mohsinkamalpti
@tariq_rh
@hopefulpakista1

Top Tweeters in G4:
@lilidiaz8
@avnve
@lrrc2020
@nellypsuvya
@mippcivzla
@gnb_tachira
@marysabel0607
@camilagzlez34
@minecofinanzas
@vicevenezuela

Top Tweeters in G5:
@michael_kunz
@hackenstad
@eumelfink09
@derspiegel
@julieyali
@electroheinz
@ruckzenknupp
@srfnews
@rolandgiersig
@mica4711

Top Tweeters in G6:
@ginniasa
@freddy13perez
@larepublica_pe
@ejecentral
@isialer
@juanjo3800
@tromepe
@dvcstarsonia
@sosninosename1
@ajandradea

Top Tweeters in G7:
@magicdmw
@njdoc
@brlanray
@la_cerca
@jamesvgingerich
@oneindia
@hubbucket
@yoshiefuruhashi
@yespunjab
@1freshtake

Top Tweeters in G8:
@vivianerecife
@luzcortizo
@rijufedri
@roupasdesaojor1
@mdbgrava
@dezhorasdez
@valterdesantan7
@mdilza
@minsaude
@dzk976

Top Tweeters in G9:
@inquirerdotnet
@reuters
@business
@guardian
@irishtimes
@mailonline
@abc
@torontostar
@abcnews
@bbcworld

Top Tweeters in G10:
@tartancobweb
@fiona_fionnagal
@inforenique
@golwgymor
@esme_hornbeam
@thecranecraney
@carbonisedpleb
@janhunt78561126
@peterjukes
@needannything