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COVID_2022-06-20_01-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2022
Short Description:
COVID via NodeXL https://bit.ly/39BPNHQ
@drelidavid
@loscharlos
@larahawthorne
@ryangerritsen
@ahandvanish
@belintoronto
@cp24
@covid_parent
@daltmann10
@siriuss30099010

Top hashtags:
#covid
#covid19
#longcovid
#covid_19
#coronavirus
#passsanitaire
#últimahora

Description:
Description
The graph represents a network of 11,647 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 June 2022 at 08:42 UTC.

The requested start date was Monday, 20 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, 0-hour, 3-minute period from Wednesday, 15 June 2022 at 12:16 UTC to Friday, 17 June 2022 at 12:19 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 : 11647
Unique Edges : 6995
Edges With Duplicates : 11204
Total Edges : 18199
Number of Edge Types : 5
Retweet : 5001
MentionsInRetweet : 6025
Replies to : 1461
Mentions : 2833
Tweet : 2879
Self-Loops : 2918
Reciprocated Vertex Pair Ratio : 0.00596339707999177
Reciprocated Edge Ratio : 0.0118560915780867
Connected Components : 3108
Single-Vertex Connected Components : 967
Maximum Vertices in a Connected Component : 2100
Maximum Edges in a Connected Component : 4324
Maximum Geodesic Distance (Diameter) : 43
Average Geodesic Distance : 14.787655
Graph Density : 7.21316028413305E-05
Modularity : 0.598915
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 11,647 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 June 2022 at 08:42 UTC.

The requested start date was Monday, 20 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, 0-hour, 3-minute period from Wednesday, 15 June 2022 at 12:16 UTC to Friday, 17 June 2022 at 12:19 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
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] https://news.sky.com/story/covid-19-infections-rise-by-nearly-half-a-million-in-a-week-12635566
[14] https://www.msn.com/en-ca/health/medical/severe-covid-19-rare-in-unvaccinated-people-survey-reveals/ar-AAYr5fF?li=AAggNb9
[10] https://www.msn.com/en-us/health/medical/severe-covid-19-rare-in-unvaccinated-people-survey-reveals/ar-AAYr5fF?ocid=msedgntp&cvid=fe99a34646494658b2510f63fc2a996f
[10] https://www.covid-factuel.fr/2022/06/14/ivermectine-et-together-vers-un-nouveau-lancetgate/
[10] https://apnews.com/article/abortion-covid-us-supreme-court-science-health-6a72fba07ebe4f8ba7cfb0ba66e3c592
[8] https://lecourrierdesstrateges.fr/2022/06/16/justin-trudeau-ce-triple-vaccine-sans-cesse-malade-du-covid/
[8] https://www.miamiherald.com/news/coronavirus/article262589972.html
[8] https://www.theguardian.com/world/2022/jun/14/people-who-caught-covid-in-first-wave-get-no-immune-boost-from-omicron?CMP=Share_iOSApp_Other
[7] https://www.science.org/content/article/what-causes-long-covid-three-leading-theories?cookieSet=1
[7] https://www.bloomberg.com/tosv2.html?vid=&uuid=e641eb98-ed40-11ec-8be0-4c6f597a4a67&url=L29waW5pb24vYXJ0aWNsZXMvMjAyMi0wNi0xNS9sb25nLWNvdmlkLWlzLXNob3dpbmctdXAtaW4tdGhlLWVtcGxveW1lbnQtZGF0YQ==

Top URLs in Tweet in G1:
[4] https://news.sky.com/story/covid-19-infections-rise-by-nearly-half-a-million-in-a-week-12635566
[4] https://papua.wahananews.co/utama/menkes-budi-masyarakat-waspadai-peningkatan-kasus-covid-19-5nCx9cQphw
[3] https://www.politico.com/news/2022/06/15/floridas-skips-ordering-covid-19-kids-vaccines-00040071
[3] https://abcnews.go.com/Health/low-levels-testing-hiding-covid-wave-texas-experts/story?id=85356606
[3] https://grandesmedios.com/hacer-ejercicio-covid-19/
[3] https://www.businessinsider.com/cruise-ship-entertainers-forced-cleaners-disinfect-covid-lockdown-book-2022-6?utm_source=dlvr.it&utm_medium=twitter
[2] https://blogdoricardosantos.com.br/sobre-instabilidade-emocional-e-rombos-nas-contas-publicas-dos-aposentados-do-maranhao/
[2] https://www.mirror.co.uk/news/uk-news/new-covid-wave-explained-virus-27238438?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://t.me/Weedfra
[2] https://www.msn.com/en-ca/health/medical/severe-covid-19-rare-in-unvaccinated-people-survey-reveals/ar-AAYr5fF?li=AAggNb9

Top URLs in Tweet in G2:
[3] https://www.eluniversal.com.mx/metropoli/contagios-de-covid-pasan-de-30-400-al-dia-en-cdmx?utm_source=web&utm_medium=social_buttons&utm_campaign=social_sharing&utm_content=twitter
[2] https://www.eluniversal.com.mx/metropoli/contagios-de-covid-pasan-de-30-400-al-dia-en-cdmx
[2] https://www.eluniversal.com.mx/nacion/ya-funciona-el-registro-de-vacunacion-contra-covid-para-ninos-de-5-y-11-anos
[2] https://www.reforma.com/covid-largo-2022-06-16/op228454?utm_source=twitter&utm_medium=social&utm_campaign=promocion_suscriptor
[2] https://www.jornada.com.mx/notas/2022/06/15/capital/sheinbaum-da-positivo-a-covid-19/
[1] https://heraldodemexico.com.mx/nacional/2022/6/17/al-alza-seis-semanas-de-contagios-de-covid-19-en-todo-mexico-414397.html
[1] https://www.elfinanciero.com.mx/salud/2022/06/14/un-remedio-de-pelos-la-fda-aprueba-primer-tratamiento-contra-alopecia/
[1] https://twitter.com/Reforma/status/1537408169680453633
[1] https://twitter.com/Claudiashein/status/1537255749319069697
[1] https://twitter.com/claudiashein/status/1537255749319069697

Top URLs in Tweet in G3:
[14] https://news.sky.com/story/covid-19-infections-rise-by-nearly-half-a-million-in-a-week-12635566
[3] https://www.theguardian.com/world/2022/jun/14/people-who-caught-covid-in-first-wave-get-no-immune-boost-from-omicron?CMP=Share_iOSApp_Other
[1] https://www.science.org/content/article/what-causes-long-covid-three-leading-theories?cookieSet=1
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=e641eb98-ed40-11ec-8be0-4c6f597a4a67&url=L29waW5pb24vYXJ0aWNsZXMvMjAyMi0wNi0xNS9sb25nLWNvdmlkLWlzLXNob3dpbmctdXAtaW4tdGhlLWVtcGxveW1lbnQtZGF0YQ==
[1] https://www.npr.org/sections/health-shots/2022/06/16/1094655028/omicron-long-covid-risk
[1] https://news.sky.com/story/covid-19-catching-omicron-does-little-to-protect-against-reinfection-from-variant-12634070?dcmp=snt-sf-twitter
[1] https://news.sky.com/story/listen-sky-news-daily-podcast-11212127
[1] https://inews.co.uk/news/science/tong-covid-children-schools-illness-impacted-under-18s-more-1690596
[1] https://euroweeklynews.com/2022/06/17/death-of-disabled-easyjet-passenger-sees-first-victim-of-airport-chaos-at-gatwick/
[1] https://www.miamiherald.com/news/coronavirus/article262589972.html

Top URLs in Tweet in G4:
[9] https://www.covid-factuel.fr/2022/06/14/ivermectine-et-together-vers-un-nouveau-lancetgate/
[8] https://lecourrierdesstrateges.fr/2022/06/16/justin-trudeau-ce-triple-vaccine-sans-cesse-malade-du-covid/
[3] https://fr.sott.net/article/40204-Les-vaccins-COVID-lies-a-un-nouveau-type-de-trouble-cerebral-degeneratif-incurable-et-fatal
[3] https://www.youtube.com/watch?app=desktop&v=R0OePy94U_U&list=PLdgoQ6C3ckQsEGVFpZLopNrugclGjfs9e&index=1
[2] https://www.tf1info.fr/international/covid-19-pourquoi-le-pass-sanitaire-europeen-certificat-coronavirus-numerique-va-etre-prolonge-jusqu-a-l-ete-2023-2223070.html
[2] https://reseauinternational.net/lutilite-de-la-vitamine-d-contre-la-covid-19-prouvee-par-le-chu-dangers/
[2] https://www.theepochtimes.com/florida-opts-not-to-preorder-covid-19-vaccines-for-toddlers-babies_4538377.html
[2] https://www.who.int/fr/news-room/events/detail/2022/06/22/default-calendar/covid-19-vaccine-demand---global-event-enhancing-vaccine-confidence-and-uptake-among-high-risk-and-vulnerable-groups
[1] https://www.francetvinfo.fr/sante/maladie/coronavirus/vaccin/covid-19-des-chercheurs-trouvent-une-piste-pour-expliquer-pourquoi-des-personnes-vaccinees-ont-developpe-des-formes-graves-de-la-maladie_5200981.html
[1] https://fr.sott.net/article/40222-Les-destins-tragiques-apres-injections-anti-covid-de-stars-mondiales-comme-Celine-Dion-et-Justin-Bieber-vont-ils-ouvrir-les-yeux-de-leurs-fans

Top URLs in Tweet in G5:
[2] https://trib.al/eVzcmhh
[1] https://www.msn.com/en-us/health/medical/severe-covid-19-rare-in-unvaccinated-people-survey-reveals/ar-AAYr5fF?ocid=msedgntp&cvid=fe99a34646494658b2510f63fc2a996f
[1] https://www.cnn.com/2022/06/15/health/fauci-covid-positive/index.html
[1] https://twitter.com/donaldjtrumpjr/status/1537154159903838208

Top URLs in Tweet in G6:
[2] https://www.independent.co.uk/news/health/long-covid-nhs-staff-sickness-b2100783.html
[2] https://docs.google.com/spreadsheets/d/1RK0lP937EHokLSHyWUbYiu8BtzdNdIZBcVE8lOZJD64/edit#gid=0
[1] https://twitter.com/Kit_Yates_Maths/status/1536617686997663744?s=20&t=9SSUdf6psOLCG41qdeQp9Q
[1] https://www.theguardian.com/world/2022/jun/14/uk-at-start-of-new-covid-wave-driven-by-ba4-and-ba5-new-data-suggests?CMP=Share_iOSApp_Other
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveypilot/17june2022
[1] https://twitter.com/Kit_Yates_Maths/status/1537694029474717698?s=20&t=9SSUdf6psOLCG41qdeQp9Q
[1] https://twitter.com/Kit_Yates_Maths/status/1537713180704657413?s=20&t=9SSUdf6psOLCG41qdeQp9Q
[1] https://twitter.com/cirian75/status/1537770028161974272
[1] https://www.bbc.co.uk/news/health-61839777
[1] https://bylinetimes.com/2022/06/17/government-refusing-to-declare-boris-johnsons-meetings-at-height-of-first-covid-wave/

Top URLs in Tweet in G7:
[3] https://khn.org/news/article/commentary-us-covid-complacency-ongoing-coronavirus-pandemic-threat/
[2] https://www.theguardian.com/world/2022/jun/14/people-who-caught-covid-in-first-wave-get-no-immune-boost-from-omicron
[2] https://www.cbc.ca/news/canada/nova-scotia/election-premier-tim-houston-progressive-conservatives-1.6144630
[1] https://twitter.com/ONS/status/1536989582390177792
[1] https://twitter.com/CovidTooo/status/1535825505466859521
[1] https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(22)00941-2/fulltext
[1] https://financialpost.com/news/economy/long-covid-defies-understanding-with-some-fearing-it-could-be-this-generations-polio
[1] https://www.halifaxexaminer.ca/province-house/health-minister-says-high-volumes-of-visits-at-iwk-emergency-department-not-unexpected/
[1] https://www.independent.co.uk/news/health/long-covid-nhs-staff-sickness-b2100783.html
[1] https://twitter.com/ahandvanish/status/1537449565028175872

Top URLs in Tweet in G9:
[4] https://www.miamiherald.com/news/coronavirus/article262589972.html
[2] https://beckernews.com/must-see-video-senator-paul-confronts-dr-fauci-about-big-pharma-giving-millions-in-kickbacks-to-covid-vaccine-regulators-45425/
[2] https://beckernews.com/new-covid-19-origins-oversaw-monkeypox-research-at-wuhan-lab-one-year-before-global-outbreak-45076/
[2] https://www.smartnews.com/p/4428405364324575322?placement=article-preview
[1] https://www.miamiherald.com/news/politics-government/article262537502.html
[1] https://www.clickorlando.com/news/politics/2022/06/16/florida-only-state-not-pre-ordering-toddler-covid-19-jabs/?__vfz=medium%3Dsharebar
[1] https://www.theepochtimes.com/study-reveals-how-covid-19-changed-australias-seasonal-virus-genetic-landscape_4513221.html?utm_source=ref_share&utm_campaign=tw&rs=SHRPDKTD
[1] https://twitter.com/GavinNewsom/status/1537593393210986497
[1] https://twitter.com/NYCParks/status/1536816877288181762
[1] https://thekylebecker.substack.com/p/a-retired-neurosurgeon-writes-the?r=5cxyq&s=r&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G10:
[2] https://www.msn.com/en-ca/health/medical/severe-covid-19-rare-in-unvaccinated-people-survey-reveals/ar-AAYr5fF?li=AAggNb9
[1] http://trib.al/7DnLEWN
[1] http://trib.al/xnsCyKK
[1] http://trib.al/SadPN3L
[1] http://trib.al/dSJMj7O
[1] https://bit.ly/3mWAsEY
[1] https://www.axios.com/2022/06/16/desantis-florida-covid-vaccines-kids?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_content=politics-desantiscovidkids
[1] https://www.axios.com/2022/06/14/axios-ipsos-poll-covid-left-behind

Top Domains
Top Domains in Tweet in Entire Graph:
[321] twitter.com
[68] co.uk
[41] theguardian.com
[34] msn.com
[33] youtube.com
[31] sky.com
[26] apnews.com
[25] com.mx
[21] com.au
[20] trib.al

Top Domains in Tweet in G1:
[99] twitter.com
[26] co.uk
[11] com.br
[10] theguardian.com
[6] cnbc.com
[5] go.com
[5] recombinomics.co
[4] apnews.com
[4] com.au
[4] msn.com

Top Domains in Tweet in G2:
[14] com.mx
[5] twitter.com
[4] youtube.com
[2] reforma.com
[1] mexside.net
[1] imer.mx
[1] elpais.com

Top Domains in Tweet in G3:
[16] sky.com
[5] theguardian.com
[2] medicalxpress.com
[1] science.org
[1] bloomberg.com
[1] npr.org
[1] co.uk
[1] euroweeklynews.com
[1] miamiherald.com
[1] indiatimes.com

Top Domains in Tweet in G4:
[9] covid-factuel.fr
[8] lecourrierdesstrateges.fr
[4] sott.net
[3] youtube.com
[2] tf1info.fr
[2] reseauinternational.net
[2] theepochtimes.com
[2] who.int
[1] francetvinfo.fr
[1] t.me

Top Domains in Tweet in G5:
[2] trib.al
[1] msn.com
[1] cnn.com
[1] twitter.com

Top Domains in Tweet in G6:
[8] twitter.com
[3] co.uk
[2] google.com
[1] theguardian.com
[1] gov.uk
[1] bylinetimes.com
[1] zerocovid.uk
[1] getevusheld.uk
[1] science.org
[1] medicalxpress.com

Top Domains in Tweet in G7:
[6] twitter.com
[3] khn.org
[2] theguardian.com
[2] cbc.ca
[2] co.uk
[1] thelancet.com
[1] financialpost.com
[1] halifaxexaminer.ca
[1] com.au
[1] theepochtimes.com

Top Domains in Tweet in G9:
[5] miamiherald.com
[4] theepochtimes.com
[4] beckernews.com
[2] twitter.com
[2] smartnews.com
[1] clickorlando.com
[1] substack.com
[1] news18.com
[1] msn.com
[1] co.uk

Top Domains in Tweet in G10:
[4] trib.al
[2] axios.com
[2] msn.com
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] covid
[127] covid19
[51] longcovid
[37] covid_19
[34] coronavirus
[25] passsanitaire
[24] últimahora
[22] speranza
[19] 44728
[18] agnipath



Top Hashtags in Tweet in G1:
[58] covid
[39] covid19
[12] coronavirus
[9] publichealth
[8] datavisualization
[8] datascience
[8] analytics
[8] healthtech
[8] data
[8] globalhealth

Top Hashtags in Tweet in G2:
[9] covid
[4] enportada
[4] ahora
[2] últimahora
[2] redamlo
[2] tomenota
[2] covid_19
[2] cantante
[2] country
[2] últimominuto

Top Hashtags in Tweet in G3:
[12] covid19
[10] longcovid
[4] microclots
[3] longcovidkids
[2] daily
[2] omicronba
[2] coronavirus
[2] sarscov2
[1] masks
[1] omicron

Top Hashtags in Tweet in G4:
[20] passsanitaire
[6] covid
[3] megarbane
[2] floride
[2] vaccin
[2] paxlovid
[2] toutsaufmacron
[2] mauricette
[1] pasdemajoritepourmacron
[1] macron

Top Hashtags in Tweet in G6:
[3] covid19
[3] longcovid
[2] covidvaccine
[2] keepingthereceipts
[2] nhs
[1] jubilee
[1] nhsprivatisation
[1] bigtech
[1] covid
[1] demandbetter

Top Hashtags in Tweet in G7:
[9] longcovid
[3] monkeypox
[3] covid
[2] lonelinessawarenessweek
[1] nspoli
[1] covid19

Top Hashtags in Tweet in G8:
[15] noolvidamos

Top Hashtags in Tweet in G9:
[1] floridasdaddy
[1] florida
[1] freedomstate
[1] fl
[1] longcovid

Top Hashtags in Tweet in G10:
[1] wakeupamerica
[1] oilandgas
[1] fauci
[1] covid
[1] ukraine
[1] babyformulashortage

Top Words
Top Words in Tweet in Entire Graph:
[7958] covid
[1719] 19
[698] people
[531] vaccine
[475] fauci
[421] more
[399] long
[333] vaccines
[331] over
[326] vaccinated

Top Words in Tweet in G1:
[963] covid
[259] 19
[58] #covid
[41] more
[39] #covid19
[39] people
[34] cases
[33] eu
[33] vaccine
[32] pandemic

Top Words in Tweet in G2:
[180] covid
[73] claudiashein
[41] positivo
[40] 19
[34] murió
[33] mil
[33] mexicanos
[31] sheinbaum
[27] rindieron
[26] 700

Top Words in Tweet in G3:
[151] covid
[51] week
[36] 19
[35] skynews
[33] people
[32] nearly
[28] half
[25] cases
[21] long
[19] figures

Top Words in Tweet in G4:
[111] covid
[40] avez
[30] f_philippot
[26] être
[26] 19
[22] ce
[22] par
[21] macron
[20] contre
[20] ans

Top Words in Tweet in G5:
[145] covid
[88] fauci
[58] dr
[42] breaking
[35] vaccinated
[34] donaldjtrumpjr
[34] still
[31] time
[29] johnrich
[28] think

Top Words in Tweet in G6:
[169] covid
[53] gt
[48] kit_yates_maths
[43] wave
[40] many
[36] people
[35] really
[29] rising
[23] time
[23] already

Top Words in Tweet in G7:
[102] covid
[31] considered
[30] normal
[29] long
[27] people
[21] more
[20] dgurdasani1
[19] year
[19] omicron
[19] children

Top Words in Tweet in G8:
[177] hoy
[177] días
[164] manuelrico
[123] hospital
[117] gobierno
[117] residentes
[115] ayuso
[114] aprobó
[114] protocolo
[114] impedía

Top Words in Tweet in G9:
[89] covid
[33] vaccines
[22] children
[19] govrondesantis
[19] kids
[17] young
[17] billweircnn
[16] guess
[15] more
[14] state

Top Words in Tweet in G10:
[95] covid
[44] being
[43] jabs
[42] icu
[42] doctor
[42] world
[42] breaks
[42] down
[42] over
[42] adverse

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1658] covid,19
[274] long,covid
[162] manuelrico,hoy
[160] covid,vaccine
[155] tested,positive
[155] contra,covid
[135] positive,covid
[123] covid,vaccines
[117] during,covid
[115] dr,fauci

Top Word Pairs in Tweet in G1:
[243] covid,19
[23] contra,covid
[23] long,covid
[17] covid,cases
[15] during,covid
[12] covid,vaccine
[12] dosis,vacuna
[11] 19,pandemic
[11] positive,covid
[10] casos,covid

Top Word Pairs in Tweet in G2:
[38] covid,19
[28] positivo,covid
[22] informo,salí
[22] salí,positivo
[22] covid,encuentro
[22] encuentro,bien
[22] bien,mantengo
[22] mantengo,trabajando
[22] mil,mexicanos
[20] claudia,sheinbaum

Top Word Pairs in Tweet in G3:
[36] covid,19
[28] nearly,half
[21] long,covid
[19] 19,cases
[17] breaking,covid
[17] cases,surged
[17] surged,nearly
[17] half,week
[17] week,official
[17] official,figures

Top Word Pairs in Tweet in G4:
[26] covid,19
[19] chine,votre
[19] votre,#passsanitaire
[19] #passsanitaire,désormais
[19] désormais,désactivé
[19] désactivé,avez
[19] avez,intention
[19] intention,aller
[19] aller,manifester
[19] manifester,même

Top Word Pairs in Tweet in G5:
[58] dr,fauci
[28] fauci,covid
[26] fauci,winds
[26] winds,having
[26] having,hard
[26] hard,time
[26] time,covid
[26] covid,think
[26] think,sedate
[26] sedate,hospital

Top Word Pairs in Tweet in G6:
[23] film,tv
[20] tv,covid
[20] covid,protocols
[19] covid,wave
[18] covid,19
[18] wave,covid
[18] time,tweet
[18] tweet,film
[18] protocols,goes
[18] goes,viral

Top Word Pairs in Tweet in G7:
[30] considered,normal
[26] long,covid
[16] several,times
[16] times,year
[15] never,considered
[15] normal,influenza
[15] influenza,several
[15] year,considered
[15] normal,covid
[14] amitaryamd,never

Top Word Pairs in Tweet in G8:
[162] manuelrico,hoy
[114] días,gobierno
[114] gobierno,ayuso
[114] ayuso,aprobó
[114] aprobó,protocolo
[114] protocolo,impedía
[114] impedía,trasladar
[114] trasladar,hospital
[114] hospital,residentes
[111] residentes,vulnerab

Top Word Pairs in Tweet in G9:
[19] covid,vaccines
[15] vaccines,young
[13] young,children
[10] vaccines,kids
[10] brooklyn,teacher
[10] teacher,friend
[10] friend,1st
[10] 1st,grade
[10] grade,student
[10] student,cognitive

Top Word Pairs in Tweet in G10:
[43] covid,jabs
[42] icu,doctor
[42] doctor,world
[42] world,breaks
[42] breaks,down
[42] down,over
[42] over,adverse
[42] adverse,reactions
[42] reactions,covid
[42] jabs,being

Top Replied-To
Top Replied-To in Entire Graph:
@covid_parent
@sajidjavid
@claudiashein
@potus
@donaldjtrumpjr
@jawa66923519
@drelidavid
@covid_ch
@magakingtrump
@kit_yates_maths

Top Replied-To in G2:
@claudiashein
@cartoncalderon
@ssaludcdmx
@drchavezdiaz
@muysufrida
@tatclouthier
@lximenezfyvie

Top Replied-To in G3:
@skynews
@independentsage
@breezielt
@louiseawilliams
@viri_loquax
@becky46832359
@michael_g_lewis
@centrismxtreme
@doctorasadkhan
@tom0515c

Top Replied-To in G4:
@verity_france
@f_philippot
@alphanumrique2
@jacquetantho
@domroseriom
@olivierveran
@banounhelene

Top Replied-To in G5:
@donaldjtrumpjr
@foxnews
@tomilahren
@is_putins
@uncagedmoto
@claytravis
@dedodatedwamm
@hiss_greg
@ratchnurse
@brad_holly_us

Top Replied-To in G6:
@sajidjavid
@kit_yates_maths
@drneenajha
@danielgoyal
@t_nyc
@xabitron1
@e7drew
@52tartanrose
@wearebackhome

Top Replied-To in G7:
@dgurdasani1
@scotiabot
@islandofcovid
@cp24
@tijldebie
@emmasamms1
@natas_groen
@fheijblom
@lauramiers
@uberfairy

Top Replied-To in G8:
@manuelrico

Top Replied-To in G9:
@govrondesantis
@billweircnn
@lrobertsonmiami
@drdavidsamadi
@mikefbx1
@christinapushaw
@racerbluegold
@brewsterlala
@uncvalentine
@randall87454048

Top Replied-To in G10:
@newsmax
@timrunshismouth
@jtm612402
@fernwoodfreddie
@imadmf
@informednjnurse
@realmacreport

Top Mentioned
Top Mentioned in Entire Graph:
@manuelrico
@drelidavid
@stephtaitwrites
@claudiashein
@berniespofforth
@ryn_writes
@kit_yates_maths
@doc_singing
@joncoopertweets
@senronjohnson

Top Mentioned in G1:
@papuawahananews
@albertsolo2
@sunuafrik
@crumblingviolet
@acquirimus
@naomih_nothing
@wemakewell
@junko_in_sappro
@allafrica
@canadadavens

Top Mentioned in G2:
@claudiashein
@aracelibs
@cartoncalderon
@hlgatell
@hectorrossete
@arouet_v
@ecuernavaco2
@lopezdoriga
@reforma
@el_universal_mx

Top Mentioned in G3:
@skynews
@loscharlos
@cdrhbiscuitiii
@enemyinastate
@drclairetaylor
@sgriffin_lab
@mildanalyst
@independentsage
@daltmann10
@saffiya_khan1

Top Mentioned in G4:
@f_philippot
@verity_france
@cstrateges
@le_general_off_
@victorsinclair3
@banounhelene
@jjohana
@blemontd
@lacolitruche
@macronsitusavai

Top Mentioned in G5:
@johnrich
@donaldjtrumpjr
@claytravis
@drsimonegold
@tomilahren
@scrowder
@jessebwatters
@foxnews
@tuckercarlson
@bennyjohnson

Top Mentioned in G6:
@kit_yates_maths
@t_nyc
@danielgoyal
@drneenajha
@wesstreeting
@sajidjavid
@peterwark1710
@genepedia
@xabitron1
@martin_eve

Top Mentioned in G7:
@dgurdasani1
@amitaryamd
@lauramiers
@luckytran
@drericding
@cdcgov
@anish_koka
@ahandvanish
@jasbell1123
@elisaperego78

Top Mentioned in G8:
@manuelrico
@fiscal_es
@maribel60780973

Top Mentioned in G9:
@govrondesantis
@billweircnn
@mssarahmssarah
@kylenabecker
@nahbabeenah
@lrobertsonmiami
@mawilner
@christinapushaw
@nycmayor
@beccaschenker

Top Mentioned in G10:
@doc_singing
@timrunshismouth
@newsmax
@ap
@axios
@washtimesoped
@kellyriddell
@robfinnertyusa
@alisonmaloni
@lazyorlaylah

Top Tweeters
Top Tweeters in Entire Graph:
@ja8yum
@infoitinterno
@knewz_currently
@matthewtwihard
@ptjasamarga
@repartodigital
@jiocare
@detikcom
@infotextual
@robinsnewswire

Top Tweeters in G1:
@infoitinterno
@knewz_currently
@ptjasamarga
@repartodigital
@infotextual
@robinsnewswire
@republikaonline
@andyvermaut
@supertrinos
@stigmabaseu

Top Tweeters in G2:
@faby_nava77
@el_universal_mx
@tabascohoy
@jmochoar
@elfinanciero_mx
@reforma
@epigmenioibarra
@rosmamac
@lopezdoriga
@radio_formula

Top Tweeters in G3:
@youranonriots
@skynews
@mig30m6
@june4th
@icntoan
@saffiya_khan1
@marypgkeating
@skohayes
@truthfaustino
@ronague

Top Tweeters in G4:
@fleur2108
@krystyan45
@ninasouky70
@laurent_daniel
@zoreil1945
@momotoutcourt
@lequipe
@daniesteimer
@edithlaine29
@albanie_jose

Top Tweeters in G5:
@foxnews
@itunes65
@sharinstone
@aeromarinetax
@lanechanged
@claytravis
@the_fjc
@sherianbird
@hamptt1
@freezebrand44

Top Tweeters in G6:
@vmbritsch
@golwgymor
@dormousegirl
@fascinatorfun
@sparkle__monkey
@sound_of_sirens
@fauxpaschick
@munsinglaw
@kittytrill
@roorooyes4

Top Tweeters in G7:
@hazelglasgow
@protectingterra
@sweetie_tweeter
@missjoy1965
@weseire
@lovemovesyou
@malkyc01
@gate_15_analyst
@hahncatherine
@amyriscool

Top Tweeters in G8:
@menudotiarro
@kieroirmeamarte
@lavosqui
@rtrincha
@tifanni9
@podemoscarlosiu
@vendettanwo
@siulmagerit
@nievessevein
@mariapazsdr

Top Tweeters in G9:
@cynicalvision50
@debrabuenik
@silverkait
@dahart66
@gma
@cassandranocov
@pabloleslie
@epochtimes
@nancye96930494
@ziggy_daddy

Top Tweeters in G10:
@ap
@djmoabzin_eb
@newsmax
@2ysur2ysub
@alsmilez1
@leahthrive
@smith_bahn
@axios
@deepintropics
@davidmi32511197


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