COVID, Twitter, 12/18/2022 3:00:14 PM, 286527
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COVID_2022-12-18_00-57-06.xlsx
COVID_2022-12-18_00-57-06.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2022
Short Description:
COVID via NodeXL https://bit.ly/3uX6FQq
@draseemmalhotra
@abridgen
@elonmusk
@michelerivasi
@repthomasmassie
@1goodtern
@potus
@himself132
@tigresseleanor
@0123_yasmina

Top hashtags:
#covid
#covid19
#twitterfiles
#16dic
#freediplomatsaab
#longcovid
#covid_19

Description:
Description
The graph represents a network of 10,652 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 Sunday, 18 December 2022 at 09:10 UTC.

The requested start date was Sunday, 18 December 2022 at 01:01 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, 5-minute period from Wednesday, 14 December 2022 at 12:15 UTC to Friday, 16 December 2022 at 12:21 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 : 10652
Unique Edges : 6421
Edges With Duplicates : 11514
Total Edges : 17935
Number of Edge Types : 5
Replies to : 1416
Mentions : 2223
Retweet : 5173
MentionsInRetweet : 6338
Tweet : 2785
Self-Loops : 2829
Reciprocated Vertex Pair Ratio : 0.00433357995983511
Reciprocated Edge Ratio : 0.00862976215533572
Connected Components : 2690
Single-Vertex Connected Components : 852
Maximum Vertices in a Connected Component : 3443
Maximum Edges in a Connected Component : 7656
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 8.860403
Graph Density : 8.37516715518577E-05
Modularity : 0.578963
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 10,652 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 Sunday, 18 December 2022 at 09:10 UTC.

The requested start date was Sunday, 18 December 2022 at 01:01 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, 5-minute period from Wednesday, 14 December 2022 at 12:15 UTC to Friday, 16 December 2022 at 12:21 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:
[23] https://www.covid.gov/tests
[21] https://www.foxnews.com/politics/covid-origins-may-have-been-tied-chinas-bioweapons-program-gop-report
[19] https://special.usps.com/testkits
[18] https://www.express.co.uk/news/politics/1709123/tory-mp-covid-vaccine-inflaming-heart-arteries-commons-debate-update
[17] https://trib.al/Ig2yvf7
[16] https://www.politico.com/news/2022/12/14/free-covid-home-test-program-restart-00073962
[15] https://www.covidtests.gov/
[13] https://www.zerohedge.com/covid-19/people-died-mrna-vaccine-damaged-hearts-new-peer-reviewed-german-study-provides-direct
[11] https://gaceta.es/mundo/exceso-de-mortalidad-y-vacunas-covid-una-investigacion-academico-institucional-inaplazable-20221214-0730/
[11] https://fortune.com/well/2022/12/13/covid-unvaccinated-greater-risk-car-crash-traffic-accident-new-study-says-canada-government-records-pfizer-moderna/

Top URLs in Tweet in G1:
[8] https://www.foxnews.com/politics/covid-origins-may-have-been-tied-chinas-bioweapons-program-gop-report
[6] https://www.facebook.com/ChinaGlobalTVNetwork/videos/3315091418712419/
[5] https://fortune.com/well/2022/12/13/covid-unvaccinated-greater-risk-car-crash-traffic-accident-new-study-says-canada-government-records-pfizer-moderna/
[4] https://aninews.in/news/world/asia/foxconn-faces-chaos-due-to-chinas-zero-covid-policy20221214125228/
[4] https://www.covid.gov/tests
[4] https://www.saluteh24.com/il_weblog_di_antonio/2022/12/covid-diminuiscono-le-prescrizioni-di-anticorpi-monoclonali-report-aifa.html
[3] https://furtherafrica.com/2022/12/14/nigeria-scraps-covid-19-tests-for-international-travellers/
[3] https://www.dailymail.co.uk/news/article-11539933/House-Republicans-suggest-link-COVID-19-China-bioweapons-program.html
[3] https://www.politico.com/news/2022/12/14/free-covid-home-test-program-restart-00073962
[3] https://www.covidtests.gov/

Top URLs in Tweet in G2:
[3] https://tvl.fr/actus/covid-19-le-congres-des-etats-unis-supprime-l-obligation-vaccinale-pour-les-militaires
[3] https://fortune.com/well/2022/12/13/covid-unvaccinated-greater-risk-car-crash-traffic-accident-new-study-says-canada-government-records-pfizer-moderna/
[2] https://www.nationalgeographic.fr/histoire/anthrax-laffaire-des-enveloppes-contaminees-au-bacille-de-charbon
[2] https://m.timesofindia.com/life-style/health-fitness/health-news/research-linking-mrna-covid-vaccine-with-heart-inflammation-was-covered-up-claims-british-mp/amp_etphotostory/96216179.cms
[2] https://dailysceptic.org/2022/12/15/are-covid-vaccines-behind-the-drop-in-birth-rates-in-2022/
[2] https://en.reseauinternational.net/bilan-explosif-71-des-deces-survenus-dans-les-20-jours-suivant-la-reception-du-vaccin-covid-semblent-etre-dus-aux-effets-secondaires-du-vaccin/
[2] https://www.theepochtimes.com/documents-uncover-secret-twitter-portal-us-government-used-to-censor-covid-19-content_4924270.html?utm_source=ref_share&utm_campaign=navigator&rs=SHRDLLKL&
[2] https://pgibertie.com/2022/12/15/inutile-de-mettre-un-masque-a-votre-chat-ou-a-votre-furet-domestique-la-covid-se-transmet-tres-mal-par-les-goutelettes-infectieuses-sauf-entre-les-humains-d-apres-les-teletoubibs-mais-la-cest/
[2] https://www.researchgate.net/publication/361585337_Pourquoi_les_enfants_ne_sont_pas_ou_tres_peu_atteints_par_la_COVID-19
[2] https://www.news-medical.net/news/20221212/COVID-19-vaccination-temporarily-alters-heart-rate-variability.aspx

Top URLs in Tweet in G3:
[4] https://www.zerohedge.com/covid-19/people-died-mrna-vaccine-damaged-hearts-new-peer-reviewed-german-study-provides-direct
[3] https://www.express.co.uk/news/politics/1709123/tory-mp-covid-vaccine-inflaming-heart-arteries-commons-debate-update
[2] https://petermcculloughmd.substack.com/p/aortic-dissection-after-covid-19?r=14jb45&utm_medium=ios&utm_campaign=post
[2] https://rumble.com/v1yvypy-courage-to-face-covid-19-true-story-book-trailer.html
[2] https://www.futuremedicine.com/doi/10.2217/fmb-2022-0014?cookieSet=1
[2] https://www.dailymail.co.uk/news/article-11536749/China-suffering-wave-Covid-lockdown-restrictions-eased.html?ito=social-twitter_mailonline
[2] https://rumble.com/v20bd6i-the-highwires-lab-investigation-of-covid-vaccines.html
[2] https://www.totalhealth.co.uk/blog/are-people-getting-full-facts-covid-vaccine-risks
[2] https://fullfact.org/health/Andrew-Bridgen-Covid-19-vaccines/
[1] https://twitter.com/kishan_devani/status/1603328608130551808

Top URLs in Tweet in G4:
[9] https://www.express.co.uk/news/politics/1709123/tory-mp-covid-vaccine-inflaming-heart-arteries-commons-debate-update
[7] https://m.theepochtimes.com/mkt_app/health/australian-cardiologist-calls-to-halt-mrna-covid-19-vaccines-citing-heart-damage_4924166.html
[5] https://www.ksl.com/article/50540603/senate-passes-defense-bill-rescinding-covid-vaccine-mandate
[4] https://gaceta.es/mundo/exceso-de-mortalidad-y-vacunas-covid-una-investigacion-academico-institucional-inaplazable-20221214-0730/
[3] https://www.gofundme.com/f/baldwin-brucevanderpuije-further-his-education?utm_campaign=p_cp+share-sheet&utm_content=undefined&utm_medium=chat&utm_source=whatsApp&utm_term=undefined
[3] https://aflegal.org/afl-lawsuit-uncovers-more-damning-cdc-documents-revealing-twitters-partner-support-portal-for-covid-19-related-censorship-and-the-u-s-governments-advancement-of/
[2] https://m.theepochtimes.com/mkt_app/meeting-with-desantis-researchers-decry-censorship-in-covid-policy_4922584.html
[2] https://lc.org/newsroom/details/121322-fl-will-hold-pharmaceutical-companies-accountable-for-covid-shot-misconduct
[2] https://www.judicialwatch.org/judicial-watch-new-fauci-agency-covid-records-reveal-information-about-nih-research-into-the-coronavirus/
[2] https://www.theepochtimes.com/health/mrna-behind-the-reoccurrence-of-covid-19-symptoms-in-fully-vaccinated-individuals_4921326.html?utm_source=healthnoe&src_src=healthnoe&utm_campaign=health-2022-12-15&src_cmp=health-2022-12-15&utm_medium=email&est=GFPbRrgr2mkL7PyztWt8mTfAm1NQ%2BXGeA8KEm48yRBYF%2BV3LWqMbZ%2FIcX9C3WdBy7LVaQEqQ

Top URLs in Tweet in G5:
[4] https://diariolitoral.com/presidente-nicolas-maduro-alerta-sobre-nueva-ola-de-contagios-por-covid-19-en-paises-del-mundo/
[2] https://www.vtv.gob.ve/lucha-contra-covid-venezuela-registra-15122022/
[2] https://twitter.com/VTVcanal8/status/1603725676829351937
[2] http://www.psuv.org.ve/temas/noticias/presidente-maduro-exhorta-colocarse-refuerzo-vacuna-contra-covid-19/
[1] https://www.vtv.gob.ve/dia-1003-lucha-covid-13122022/
[1] https://bit.ly/3Yo8qUd
[1] http://www.laradiodelsur.com.ve/el-primer-mandatario-el-mundo-entero-fue-puesto-a-prueba-por-la-pandemia/
[1] https://tweetedtimes.com/sindicarse

Top URLs in Tweet in G6:
[2] https://insiderpaper.com/after-three-years-covid-here-to-stay/
[2] http://shared.upday.com/index.html?streamType=ntk&edition=sv-SE&teaserId=81664a95-22ab-4dbd-86a6-8446470fc068&articleUrl=https://www.upday.com/se/covidfallen-fortsaetter-att-oeka?utm_source%3Dupday%26utm_medium%3Dreferral&licensed=false
[2] https://sunnybrook.ca/research/media/item.asp?c=2&i=2538&f=covid-vaccine-hesitancy-traffic-accidents#:~:text=A%20new%20study%20from%20Sunnybrook,The%20American%20Journal%20of%20Medicine
[1] https://jme.bmj.com/content/early/2022/12/05/jme-2022-108449
[1] https://www.cms.gov/files/document/covid-19-health-care-staff-vaccination-requirements-infographic.pdf
[1] https://washex.am/3isJudK
[1] https://www.ksl.com/article/50540603/senate-passes-defense-bill-rescinding-covid-vaccine-mandate
[1] https://twitter.com/jyduclos/status/1603133514903437312
[1] https://www.theepochtimes.com/exclusive-more-documented-cases-of-covid-vaccine-injuries-in-canadian-military-than-covid-hospitalization_4857397.html
[1] https://www.idsociety.org/covid-19-real-time-learning-network/disease-manifestations--complications/covid-19-influenza--rsv/

Top URLs in Tweet in G7:
[3] https://www.washingtonpost.com/health/2022/12/14/long-covid-deaths/
[3] https://www.buzzfeednews.com/article/katiecamero/tripledemic-covid-pandemic?utm_source=dynamic&utm_campaign=bfsharetwitter
[2] https://www.walesonline.co.uk/news/health/wales-reports-more-850-scarlet-25740394?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://pubmed.ncbi.nlm.nih.gov/35799871/
[2] https://www.nytimes.com/2022/12/14/health/long-covid-deaths.html
[2] https://www.moh.gov.sg/news-highlights/details/expert-committee-on-covid-19-vaccination-updates-recommendations-for-the-pfizer-biontech-comirnaty-covid-19-vaccine
[2] https://www.washingtonpost.com/health/2022/12/15/tripledemic-covid-rsv-flu-surge/
[2] https://covid.cdc.gov/covid-data-tracker/#demographics
[2] http://covid-19.chinadaily.com.cn/a/202212/16/WS639c0d89a31057c47eba4ca5.html
[1] https://www.who.int/emergencies/disease-outbreak-news/item/2022-DON429

Top URLs in Tweet in G8:
[1] https://flvoicenews.com/desantis-establishment-never-wanted-to-be-honest-about-potential-drawbacks-of-mrna/

Top URLs in Tweet in G9:
[1] https://twitter.com/AVRetiroNorte/status/1602942966842425345

Top URLs in Tweet in G10:
[4] https://www.bloomberg.com/news/articles/2022-12-14/long-covid-immune-effects-seen-linked-with-high-global-deaths?utm_campaign=socialflow-organic&utm_medium=social&utm_source=twitter&cmpid=socialflow-twitter-business&utm_content=business
[2] https://www.niaid.nih.gov/news-events/covid-autopsy-study
[2] https://www.theguardian.com/commentisfree/2022/dec/13/britain-forget-covid-moving-on-vulnerable-economy?CMP=share_btn_tw
[1] https://stevekirsch.substack.com/p/celine-dion-was-vaccinated-and-was
[1] https://www.politico.com/news/2022/12/14/free-covid-home-test-program-restart-00073962
[1] https://theconversation.com/covid-what-we-know-about-new-omicron-variant-bf-7-196323
[1] https://www.politico.com/newsletters/politico-pulse/2022/12/13/the-white-house-prepares-for-an-end-to-the-covid-19-phe-00073600
[1] https://twitter.com/drsimonegold/status/1602644275103256578
[1] https://www.bloomberg.com/news/articles/2022-12-13/covid-rips-through-china-trading-desks-banks-prep-backup-plans
[1] https://www.bloomberg.com/news/newsletters/2022-12-16/during-covid-a-different-public-health-crisis-worsened?utm_content=business&cmpid=socialflow-twitter-business&utm_medium=social&utm_source=twitter&utm_campaign=socialflow-organic

Top Domains
Top Domains in Tweet in Entire Graph:
[313] twitter.com
[76] co.uk
[54] trib.al
[38] theepochtimes.com
[35] reuters.com
[33] youtube.com
[32] substack.com
[30] nytimes.com
[29] foxnews.com
[28] bit.ly

Top Domains in Tweet in G1:
[97] twitter.com
[10] co.uk
[9] youtube.com
[9] facebook.com
[9] foxnews.com
[8] com.br
[6] cnbc.com
[6] aninews.in
[6] people.cn
[5] fortune.com

Top Domains in Tweet in G2:
[12] twitter.com
[6] theepochtimes.com
[4] dailysceptic.org
[3] substack.com
[3] childrenshealthdefense.org
[3] tvl.fr
[3] fortune.com
[2] nationalgeographic.fr
[2] timesofindia.com
[2] reseauinternational.net

Top Domains in Tweet in G3:
[8] co.uk
[4] substack.com
[4] rumble.com
[4] zerohedge.com
[3] twitter.com
[2] trialsitenews.com
[2] futuremedicine.com
[2] fullfact.org
[1] youtube.com
[1] timesofindia.com

Top Domains in Tweet in G4:
[13] co.uk
[12] theepochtimes.com
[5] ksl.com
[4] gaceta.es
[3] gofundme.com
[3] judicialwatch.org
[3] aflegal.org
[2] dailysceptic.org
[2] lc.org
[2] twitter.com

Top Domains in Tweet in G5:
[4] diariolitoral.com
[3] gob.ve
[2] twitter.com
[2] org.ve
[1] bit.ly
[1] com.ve
[1] tweetedtimes.com

Top Domains in Tweet in G6:
[2] insiderpaper.com
[2] twitter.com
[2] upday.com
[2] sunnybrook.ca
[1] bmj.com
[1] cms.gov
[1] washex.am
[1] ksl.com
[1] theepochtimes.com
[1] idsociety.org

Top Domains in Tweet in G7:
[7] twitter.com
[5] washingtonpost.com
[4] cdc.gov
[3] nih.gov
[3] buzzfeednews.com
[2] co.uk
[2] nytimes.com
[2] gov.sg
[2] theconversation.com
[2] com.cn

Top Domains in Tweet in G8:
[1] flvoicenews.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[7] bloomberg.com
[5] twitter.com
[2] nih.gov
[2] politico.com
[2] theguardian.com
[1] substack.com
[1] theconversation.com
[1] frontline.news
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[246] covid
[105] covid19
[64] twitterfiles
[61] 16dic
[60] freediplomatsaab
[46] longcovid
[44] covid_19
[34] diedsuddendly
[32] ursulamontretessms
[27] navidadesrencuentro



Top Hashtags in Tweet in G1:
[49] covid
[20] covid19
[8] coronavirus
[6] diedsuddendly
[5] china
[4] africa
[4] france
[4] dailyvoice
[3] news
[3] nigeria

Top Hashtags in Tweet in G2:
[32] ursulamontretessms
[17] covid
[12] pfizer
[6] macron
[4] fauci
[4] qatargate
[4] mckinsey
[4] medias
[4] france
[3] ursula

Top Hashtags in Tweet in G3:
[9] covid
[9] diedsuddendly
[4] oversterfte
[2] covid19
[2] hugo
[2] wef
[2] fauci
[2] pfizer
[2] ernstkuipers
[2] worldcup

Top Hashtags in Tweet in G4:
[58] twitterfiles

Top Hashtags in Tweet in G5:
[55] freediplomatsaab
[48] 16dic
[25] sistemapatria
[23] 14dic
[22] prevención
[21] navidadesrencuentro
[14] jornadadevacunación
[14] atención
[14] carnetdelapatria
[11] navidades

Top Hashtags in Tweet in G6:
[2] covid19
[2] rsv

Top Hashtags in Tweet in G7:
[3] longcovid
[3] sarscov2
[3] covid
[2] coronavirus
[2] covid19
[2] covid_19
[1] japan
[1] tory
[1] ppe
[1] nhs

Top Hashtags in Tweet in G8:
[1] twitterfiles

Top Hashtags in Tweet in G9:
[16] noolvidamos
[1] terrazas

Top Hashtags in Tweet in G10:
[11] covid19
[10] covid
[5] longcovid
[4] covidisnotover
[2] bf7
[2] omicron

Top Words
Top Words in Tweet in Entire Graph:
[7729] covid
[1801] 19
[641] people
[561] vaccine
[468] vaccines
[410] more
[328] government
[328] breaking
[326] china
[288] over

Top Words in Tweet in G1:
[843] covid
[244] 19
[61] people
[51] china
[49] #covid
[44] vaccine
[43] more
[41] cases
[40] vaccines
[35] free

Top Words in Tweet in G2:
[363] covid
[134] f_philippot
[106] 19
[98] plus
[89] ce
[87] vaccins
[82] groupe
[81] ont
[80] enquête
[73] effets

Top Words in Tweet in G3:
[193] covid
[171] draseemmalhotra
[141] mp
[134] abridgen
[131] breaking
[115] mrahmadkmalik
[109] complete
[107] surgeon
[105] conservative
[104] supports

Top Words in Tweet in G4:
[147] covid
[126] twitter
[97] elonmusk
[70] portal
[69] america1stlegal
[65] documents
[63] secret
[60] breaking
[59] obtained
[59] gov

Top Words in Tweet in G5:
[239] covid
[204] 19
[84] venezuela
[71] contagios
[71] contra
[71] vtvcanal8
[61] nuevos
[55] #freediplomatsaab
[53] día
[51] registra

Top Words in Tweet in G6:
[176] covid
[120] repthomasmassie
[117] cdcgov
[114] biggest
[113] misinformation
[112] source
[112] government
[111] disinformation
[18] nursing
[12] complete

Top Words in Tweet in G7:
[241] covid
[45] 1goodtern
[38] people
[29] immune
[28] deaths
[28] kids
[22] system
[22] cases
[19] week
[17] died

Top Words in Tweet in G8:
[138] covid
[118] layahheilpern
[114] elections
[114] change
[114] climate
[113] feminism
[113] studies
[113] greatest
[112] gender
[112] food

Top Words in Tweet in G9:
[162] días
[162] hoy
[146] manuelrico
[107] hospital
[102] residentes
[102] gobierno
[100] protocolo
[99] trasladar
[99] impedía
[99] aprobó

Top Words in Tweet in G10:
[109] covid
[22] people
[21] tests
[21] drsimonegold
[20] end
[19] virus
[19] drericding
[18] free
[17] back
[17] need

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1727] covid,19
[229] covid,vaccine
[183] covid,vaccines
[181] long,covid
[155] contra,covid
[146] manuelrico,hoy
[132] covid,misinformation
[130] climate,change
[129] draseemmalhotra,breaking
[123] free,covid

Top Word Pairs in Tweet in G1:
[230] covid,19
[18] covid,vaccines
[15] contra,covid
[14] covid,tests
[13] zero,covid
[13] white,house
[12] 19,vaccines
[12] bioweapons,program
[12] covid,vaccine
[12] covid,cases

Top Word Pairs in Tweet in G2:
[106] covid,19
[55] ont,fait
[52] vice,président
[50] wolfgang,kubicki
[47] ce,matin
[47] président,bundestag
[47] bundestag,wolfgang
[47] allemagne,vice
[46] ça,bouge
[45] bouge,fort

Top Word Pairs in Tweet in G3:
[125] draseemmalhotra,breaking
[105] conservative,mp
[104] breaking,top
[104] calls,complete
[104] orthopaedic,surgeon
[104] doctor,orthopaedic
[104] surgeon,mrahmadkmalik
[104] mrahmadkmalik,supports
[104] top,doctor
[104] mp,abridgen

Top Word Pairs in Tweet in G4:
[63] twitter,portal
[63] secret,twitter
[58] documents,uncovering
[58] afl,obtained
[58] obtained,documents
[58] #twitterfiles,afl
[58] following,#twitterfiles
[58] breaking,following
[58] uncovering,secret
[57] america1stlegal,breaking

Top Word Pairs in Tweet in G5:
[203] covid,19
[65] contra,covid
[51] 97,nuevos
[50] 19,venezuela
[49] últimas,24
[49] nuevos,contagios
[49] lucha,contra
[49] 24,horas
[49] contagios,últimas
[49] venezuela,registra

Top Word Pairs in Tweet in G6:
[113] covid,misinformation
[112] source,covid
[111] disinformation,cdcgov
[111] biggest,source
[111] government,biggest
[111] misinformation,disinformation
[110] repthomasmassie,government
[11] covid,19
[9] nursing,career
[9] many,thousands

Top Word Pairs in Tweet in G7:
[16] covid,deaths
[16] immune,system
[12] covid,positive
[11] long,covid
[9] immune,dysregulation
[9] died,covid
[9] mystery,illness
[8] australians,died
[8] covid,airborne
[7] sick,transmission

Top Word Pairs in Tweet in G8:
[114] climate,change
[112] layahheilpern,greatest
[112] greatest,scams
[112] scams,covid
[112] change,food
[112] gender,studies
[112] food,pyramid
[112] feminism,gender
[112] elections,feminism
[112] studies,climate

Top Word Pairs in Tweet in G9:
[146] manuelrico,hoy
[99] ayuso,aprobó
[99] aprobó,protocolo
[99] gobierno,ayuso
[99] días,gobierno
[99] trasladar,hospital
[99] impedía,trasladar
[99] hospital,residentes
[99] protocolo,impedía
[94] residentes,vulner

Top Word Pairs in Tweet in G10:
[16] terrified,covid
[16] need,terrified
[16] come,back
[16] covid,come
[16] end,hysteria
[16] reality,end
[16] don,need
[16] back,reality
[15] drsimonegold,don
[10] remained,tissue

Top Replied-To
Top Replied-To in Entire Graph:
@covid_parent
@elonmusk
@helen_whately
@potus
@blackknight10k
@mrdanwalker
@jim_jordan
@stephenking
@jakeshieldsajj
@clownworld_

Top Replied-To in G2:
@philippejuvin
@tatiann69922625
@cagejulia
@f_philippot
@emmanuelmacron
@bbulle6
@patri14patrick
@yvespdb
@le_figaro
@fbth

Top Replied-To in G3:
@abridgen
@drjamesolsson
@thebhf
@p_mcculloughmd
@jamesfwells
@acgrayling
@christhomp1234
@layaton2025
@simonstiple
@realdenisewelch

Top Replied-To in G4:
@elonmusk
@gop
@victorshi2020
@rwmalonemd
@jamesbradleyca
@observer_de
@williamlegate
@lexfridman
@julietm49461366
@buchanan17

Top Replied-To in G5:
@nicolasmaduro
@noticierovv

Top Replied-To in G6:
@justintrudeau
@gmanat3
@cdcgov
@theinsiderpaper
@repthomasmassie
@candace1200
@thewiseonewon
@mssmhi
@notaliamateo
@momtorox

Top Replied-To in G7:
@1goodtern
@maosbot
@peterstefanovi2
@albomp
@rupytn
@clareoneilmp
@mrspitbull
@ragesheen
@mon4kooyong
@mirella_phd

Top Replied-To in G8:
@layahheilpern
@camplindaniel
@khaledelawadi
@ahmetbenim3
@salman_crs

Top Replied-To in G9:
@idiazayuso
@hernan17031963

Top Replied-To in G10:
@noahtzedek
@drelidavid
@atiredrn
@doc_valerie
@drsubini
@nypop18
@natureloverii
@patriot85669836
@bloomberguk
@johnstravis

Top Mentioned
Top Mentioned in Entire Graph:
@draseemmalhotra
@manuelrico
@abridgen
@f_philippot
@repthomasmassie
@cdcgov
@layahheilpern
@mrahmadkmalik
@elonmusk
@america1stlegal

Top Mentioned in G1:
@albertsolo2
@dai_jiro
@agnkaminska
@ribettar
@asmilingmom111
@yeahlazagain
@rupturaquantica
@marlenediaz929
@ge84597854

Top Mentioned in G2:
@f_philippot
@dupontaignan
@pam33771
@erikloridan
@robertkennedyjr
@sinedwarrior
@dover63a
@banounhelene
@caudehenrion
@p_duval

Top Mentioned in G3:
@draseemmalhotra
@abridgen
@mrahmadkmalik
@p_mcculloughmd
@statecontrick
@gbnews
@leftylockdowns1
@vsainement
@mattyb59595600
@ministervws

Top Mentioned in G4:
@elonmusk
@america1stlegal
@hodgetwins
@rwmalonemd
@emmarincon
@buenrolloreturn
@juneslater17
@victorshi2020
@tomfitton
@sabpons

Top Mentioned in G5:
@vtvcanal8
@nicolasmaduro
@carnetdlapatria
@conciliaflores
@andersong_78
@gabrielasjr
@lilianari_01
@yami2336
@atencionanciano
@czgnb_trujillo

Top Mentioned in G6:
@repthomasmassie
@cdcgov
@thewiseonewon
@justintrudeau
@rising_serpent
@kylenabecker
@aaronhoyland
@momtorox
@theinsiderpaper
@abridgen

Top Mentioned in G7:
@1goodtern
@tryangregory
@sammy4723
@albomp
@maosbot
@mon4kooyong
@raffyflynnart
@ragesheen
@australianlabor
@julia_doubleday

Top Mentioned in G8:
@layahheilpern
@awakenwithjp
@flvoicenews
@jeanettenunezfl
@angelalla2015
@teppermatthew
@jpgrygus
@america1stlegal

Top Mentioned in G9:
@manuelrico
@fiscal_es
@danielsalcan_
@idiazayuso
@diego85066307
@hernan17031963
@almeidapp_
@ppmadrid
@ppasamblea

Top Mentioned in G10:
@drsimonegold
@drericding
@drelidavid
@nih
@business
@joepajak
@bloomberguk
@noahtzedek
@drfrancesryan
@fitterhappieraj

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@oldlady12345
@contrapuntovzla
@lecturas24h
@chidambara09
@detikcom
@andyvermaut
@sumariuminfo
@republikaonline

Top Tweeters in G1:
@la_patilla
@contrapuntovzla
@lecturas24h
@andyvermaut
@sumariuminfo
@republikaonline
@titrespresse
@vivacoid
@poandpo
@cbmsc193

Top Tweeters in G2:
@le_figaro
@yvespdb
@mi1789
@sarah41659531
@patureaumarie
@ch_coulon
@avril_sylvie
@cnews
@vicmahec
@saraart4

Top Tweeters in G3:
@blisstabitha
@mailonline
@time
@thack86
@susanchubb1
@philiprichards5
@ohioyallers
@defredfred
@bah_9
@erictoulorge

Top Tweeters in G4:
@plivestrong
@dtube99
@zaleskiluke
@wholemarsblog
@mamaslavv
@tlavagabond
@essexpr
@jaynejo52885001
@rabbittgirl
@missy_12080

Top Tweeters in G5:
@caraotadigital
@vtvcanal8
@noticierovv
@partidopsuv
@laradiodelsur
@quiskillosa
@ojopelao
@jonatha718
@briggittems1
@ivangzama

Top Tweeters in G6:
@joekoffee
@causeofourjoy
@kehoe_ted
@debrahatesdonal
@sandyhi2244
@thartman2u
@vonlauriddle
@awsteller
@rising_serpent
@davidby67496669

Top Tweeters in G7:
@fireytopaz
@sidcelery
@johnsalmond
@narelleford
@totigerlilly
@annemarieflynn2
@chrislancashir3
@wizepenguin
@noralove
@watinthe_

Top Tweeters in G8:
@lauriemettier
@gym2lift
@jeblake7
@el_minarquista
@lobsterman5049
@khaledelawadi
@layahheilpern
@rouxdsla
@fad70
@freefallfighter

Top Tweeters in G9:
@jjsb441
@velajimenez69
@damarys2206
@javierlegaz
@ppmadrid
@sussan60
@mesllest
@modemou
@csargallardolv1
@nea_egido

Top Tweeters in G10:
@business
@guardian
@qbk_jitensya
@ygjumi
@sfdirewolf
@neighbour_kx
@euribem
@pepislela
@noahtzedek
@robhalsey2


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