COVID-19, Twitter, 9/30/2021 8:04:29 AM, 263282


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COVID-19_2021-09-30_00-00-01.xlsx
COVID-19_2021-09-30_00-00-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 30, 2021
Short Description:
COVID-19 via NodeXL https://bit.ly/3oklvON
@rwmalonemd
@nise_dra
@osmaraquinoob
@potus
@us_fda
@reuters
@noorchashm
@dghisham
@universalmaski2
@syawal

Top hashtags:
#covid19
#covid_19
#covid
#44467
#44466
#coronavirus
#chile
#iquique
#cuba
#vaccine

Description:
Description
The graph represents a network of 10,403 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 Thursday, 30 September 2021 at 07:26 UTC.

The requested start date was Thursday, 30 September 2021 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, 5-minute period from Monday, 27 September 2021 at 12:12 UTC to Wednesday, 29 September 2021 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 : 10403
Unique Edges : 5403
Edges With Duplicates : 11859
Total Edges : 17262
Number of Edge Types : 5
Retweet : 5274
MentionsInRetweet : 5979
Mentions : 1918
Tweet : 3618
Replies to : 473
Self-Loops : 3681
Reciprocated Vertex Pair Ratio : 0.00909550277918141
Reciprocated Edge Ratio : 0.0180270405608413
Connected Components : 3311
Single-Vertex Connected Components : 1221
Maximum Vertices in a Connected Component : 425
Maximum Edges in a Connected Component : 883
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.305866
Graph Density : 7.38180567505606E-05
Modularity : 0.542458
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,403 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 Thursday, 30 September 2021 at 07:26 UTC.

The requested start date was Thursday, 30 September 2021 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, 5-minute period from Monday, 27 September 2021 at 12:12 UTC to Wednesday, 29 September 2021 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:
[92] https://www.lifesitenews.com/blogs/4200-physicians-sign-declaration-for-early-treatment-of-covid-19-against-govt-intrusion/
[47] https://nypost.com/2021/09/28/vaccinated-michigan-couple-die-of-covid-19-holding-hands/?utm_campaign=SocialFlow&utm_source=NYPTwitter&utm_medium=SocialFlow
[42] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin?fbclid=IwAR35Dy4IQHeSZtuoN3uzs6mB801PC7FOYq0CRyW5zUizagJjE_plJEuh5jQ
[20] https://www.nationalgeographic.com/science/article/covid-19-may-impair-mens-sexual-performance
[16] https://www.zerohedge.com/covid-19/mass-celebrations-erupt-norway-covid-restrictions-end
[14] https://www.reuters.com/business/healthcare-pharmaceuticals/least-one-long-term-symptom-seen-third-covid-19-patients-study-2021-09-29/?taid=6154579ac9cd470001336057&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[14] https://freewestmedia.com/2021/09/23/norway-reclassifies-covid-19-no-more-dangerous-than-ordinary-flu/
[12] https://www.lapresse.ca/covid-19/2021-09-28/fauche-a-27-ans.php
[11] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin
[11] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/safety/vsafepregnancyregistry.html

Top URLs in Tweet in G1:
[10] https://www.poandpo.com/
[7] https://www.zerohedge.com/covid-19/damn-you-hell-you-will-not-destroy-america-here-spartacus-covid-letter-thats-gone-viral
[4] https://m.theepochtimes.com/mkt_app/navy-seals-told-theyre-undeployable-if-they-dont-get-a-covid-19-vaccine-lawyers_4019278.html?v=ul
[4] https://www.cbc.ca/news/health/pfizer-biontech-us-fda-covid-vaccine-children-1.6191807?cmp=rss
[4] https://time.com/6102395/paris-fashion-week/?utm_source=dlvr.it&utm_medium=twitter
[4] https://reporteuno.net/denuncian-en-redes-a-enfermero-que-robo-el-concentrador-de-oxigeno-de-abuelito-que-se-recuperaba-de-covid-19/
[3] https://tvn.news/opinion-2/the-nysc-and-ncdc-collaboration-a-partnership-inspired-by-the-covid-19-pandemic/
[3] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin?fbclid=IwAR35Dy4IQHeSZtuoN3uzs6mB801PC7FOYq0CRyW5zUizagJjE_plJEuh5jQ
[3] https://kesq.com/news/2021/09/28/air-quality-in-the-classroom-new-technology-deployed-to-fight-covid-19-and-wildfire-smoke/
[3] https://rssfeeds.cloudsite.builders/2021/09/29/lebron-james-confirms-he-was-vaccinated-for-covid-19-months-after-being-initially-skeptical/?doing_wp_cron=1632918160.4431200027465820312500

Top URLs in Tweet in G2:
[86] https://www.lifesitenews.com/blogs/4200-physicians-sign-declaration-for-early-treatment-of-covid-19-against-govt-intrusion/
[35] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin?fbclid=IwAR35Dy4IQHeSZtuoN3uzs6mB801PC7FOYq0CRyW5zUizagJjE_plJEuh5jQ
[6] https://www.zerohedge.com/covid-19/mass-celebrations-erupt-norway-covid-restrictions-end
[2] https://www.theepochtimes.com/poll-americans-vastly-overestimate-covid-19-hospitalization-rate_4021212.html
[2] https://www.theepochtimes.com/cdc-director-doesnt-necessarily-have-the-answer-on-yearly-covid-19-booster-shots_4017398.html
[2] https://www.espn.com/nba/story/_/id/32291949/boston-celtics-first-year-coach-ime-udoka-breakthrough-case-covid-19
[2] https://www.zerohedge.com/covid-19/pfizer-submits-vaccine-trial-data-kids-young-5-sanofi-abandons-development-mrna-jab
[2] https://uncoverdc.com/2021/09/28/project-veritas-covid-19-vaccine-exposed-part-3-jj/
[2] https://www.ama-assn.org/press-center/press-releases/ama-survey-shows-over-96-doctors-fully-vaccinated-against-covid-19
[2] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin

Top URLs in Tweet in G3:
[3] https://www.vaccines.gov/
[1] https://whitehouse.gov/covidplan
[1] https://n.pr/3zNytGP
[1] https://n.pr/2ZGBZ9X
[1] https://www.heart.org/en/news/2021/09/28/what-heart-and-stroke-patients-should-know-about-covid-19-vaccine-boosters
[1] https://www.fda.gov/medical-devices/safety-communications/antibody-testing-not-currently-recommended-assess-immunity-after-covid-19-vaccination-fda-safety
[1] https://www.theepochtimes.com/cdc-director-doesnt-necessarily-have-the-answer-on-yearly-covid-19-booster-shots_4017398.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/new-york-hospitals-preparing-for-healthcare-problem-as-covid-19-vaccine-mandate-takes-effect_4018961.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/dr-jay-bhattacharya-on-vaccine-mandates-herd-immunity-and-why-zero-covid-19-is-impossible_4022117.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[1] https://www.theepochtimes.com/republican-lawmakers-question-attacks-on-ivermectin-as-covid-19-cure_4021773.html?utm_campaign=socialshare_twitter&utm_source=twitter.com

Top URLs in Tweet in G4:
[4] https://www.thedailybeast.com/banker-pedro-guimaraes-is-fourth-member-of-bolsonaros-brazilian-un-delegation-to-get-covid-19?via=twitter_page
[3] https://www.freep.com/story/news/politics/2021/09/29/whitmer-michigan-budget-covid-19-unconstitutional/5886692001/?utm_campaign=snd-autopilot
[3] https://www.rawstory.com/fema-funeral/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.thedailybeast.com/vatican-tells-employees-to-get-vaccinated-get-regularly-tested-or-get-out?via=twitter_page
[1] https://ottawa.ctvnews.ca/trudeau-moving-ahead-with-covid-19-vaccine-mandate-for-federal-public-servants-1.5603911?cid=sm%3Atrueanthem%3Actvottawa%3Atwitterpost&taid=61544737b22f05000156a362&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://ottawa.ctvnews.ca/ottawa-catholic-school-board-has-highest-staff-covid-19-vaccination-rate-in-ottawa-1.5601197
[1] https://ottawa.ctvnews.ca/visitors-must-show-proof-of-full-covid-19-vaccination-to-enter-the-ottawa-hospital-1.5601381?cid=sm%3Atrueanthem%3Actvottawa%3Atwitterpost&taid=61518f1df8cdf40001b90c4c&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://ottawa.ctvnews.ca/ontario-pharmacists-doctors-report-rise-in-harassment-surrounding-covid-19-vaccines-1.5602633?cid=sm%3Atrueanthem%3Actvottawa%3Atwitterpost&taid=6152fcc3b22f050001569c63&utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[1] https://ottawa.ctvnews.ca/barrhaven-elementary-school-closed-following-covid-19-outbreak-1.5603978?utm_campaign=trueAnthem%3A+Trending+Content&utm_medium=trueAnthem&taid=6153895ec9cd470001335b49&cid=sm%3Atrueanthem%3Actvottawa%3Atwitterpost&utm_source=twitter
[1] https://www.wbtv.com/2021/09/27/devastating-shock-uncw-student-brain-dead-due-covid-19-complications-mother-pleads-young-people-get-vaccinated/

Top URLs in Tweet in G5:
[2] https://diariodopoder.com.br/uncategorized/fiocruz-conclui-pre-validacao-do-ifa-nacional-da-vacina-covid-19?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.zerohedge.com/covid-19/pfizer-launches-final-study-covid-drug-thats-suspiciously-similar-ivermectin?fbclid=IwAR35Dy4IQHeSZtuoN3uzs6mB801PC7FOYq0CRyW5zUizagJjE_plJEuh5jQ
[1] https://staging.cnnbrasil.com.br/internacional/oms-nao-apoia-adocao-de-passaporte-de-vacinacao-contra-covid-19-diz-porta-voz/

Top URLs in Tweet in G6:
[8] https://www.thestar.com.my/news/nation/2021/09/29/parents-advised-to-monitor-their-kids-for-any-side-effects-after-covid-19-jabs
[3] https://www.thestar.com.my/news/nation/2021/09/27/deputy-minister-416-construction-sites-ordered-to-shut-since-june-for-covid-19-sop-breaches
[3] https://www.reuters.com/world/middle-east/uae-rolls-out-sinopharm-covid-19-vaccine-children-aged-3-17-2021-08-02/
[2] https://www.astroawani.com/berita-malaysia/vaksin-covid-19-ke-mana-menghilang-lebih-150-000-penduduk-dewasa-sandakan-322475
[2] https://www.malaymail.com/news/malaysia/2021/07/08/malaysia-surpass-10-million-mark-for-covid-19-vaccine-doses-with-375842-jab/1988200
[2] https://www.thestar.com.my/news/nation/2021/07/10/covid-19-over-300000-vaccine-doses-administered-on-friday-july-9
[2] https://www.themalayapost.my/covid-19-11332-kes-positif-direkod-hari-ini/
[2] https://tvstv.my/2021/09/27/kehidupan-kembali-normal-mungkin-dengan-vaksinasi-covid-19-tahunan-ceo-pfizer/
[1] https://www.bernama.com/bm/am/news.php?id=2008404#.YVQtirW8x_k.twitter
[1] https://www.bernama.com/bm/am/news.php?id=2008056#.YVL5s1-BpiI.twitter

Top URLs in Tweet in G7:
[13] https://www.reuters.com/business/healthcare-pharmaceuticals/least-one-long-term-symptom-seen-third-covid-19-patients-study-2021-09-29/?taid=6154579ac9cd470001336057&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[10] https://www.reuters.com/business/healthcare-pharmaceuticals/pfizer-begins-study-covid-19-antiviral-drug-2021-09-27/?taid=6151b25ab22f05000156956e&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[10] https://www.reuters.com/business/healthcare-pharmaceuticals/covid-19-pill-developers-aim-top-merck-pfizer-efforts-2021-09-28/?taid=61530620b22f050001569c96&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[5] https://trib.al/qrKY4Zu
[4] https://www.reuters.com/business/healthcare-pharmaceuticals/pfizer-seeks-fda-clearance-covid-19-vaccine-younger-children-2021-09-28/?taid=6152ff18c9cd47000133572f&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://econ.trib.al/2ZTPeNH
[2] https://news.abs-cbn.com/spotlight/09/29/21/long-term-symptom-seen-in-2-in-5-covid-patients-study
[2] https://gizmodo.com/anti-vaccine-cartoonist-ben-garrison-says-hes-got-covid-1847749901?utm_source=twitter&utm_medium=SocialMarketing&utm_campaign=dlvrit&utm_content=gizmodo
[1] https://econ.trib.al/ixTqgdY
[1] https://reut.rs/2Zzxo9o

Top URLs in Tweet in G9:
[1] https://health-infobase.canada.ca/covid-19/epidemiological-summary-covid-19-cases.html
[1] https://www.newmarkettoday.ca/coronavirus-covid-19-local-news/york-regions-top-doc-predicts-move-to-orange-zone-by-march-15-no-covid-19-third-wave-3515277
[1] https://www.latimes.com/opinion/story/2021-08-26/pandemic-covid-19-stages-vaccination-intensive-care-respiratory-therapist
[1] https://www.cp24.com/news/parents-setting-up-do-it-yourself-school-covid-19-rapid-testing-programs-face-barrier-after-barrier-1.5602318
[1] https://www.alberta.ca/covid-19-alberta-data.aspx
[1] https://www.thestar.com/news/ontario/2021/09/27/farm-where-hundreds-fell-ill-in-huge-covid-19-outbreak-is-the-first-to-face-pandemic-prosecution-under-workplace-safety-laws.html
[1] https://www.thestar.com/news/gta/2021/09/26/ontarios-daily-covid-19-case-numbers-continue-to-trend-downward.html
[1] https://www.cp24.com/mobile/news/ontario-reports-173-new-covid-19-cases-in-schools-1.5599120

Top URLs in Tweet in G10:
[2] https://www.newsmax.com/newsfront/mitchmcconnell-vaccination-booster-pfizer/2021/09/27/id/1038135/
[1] https://www.newsmax.com/us/united-airlines-vaccination-mandate/2021/09/29/id/1038345/
[1] https://www.newsmax.com/newsfront/COVID-medication-oral-prevention/2021/09/27/id/1038030/
[1] https://www.newsmax.com/platinum/wuhan-covid-lab-leak/2021/09/27/id/1038026/
[1] https://www.newsmax.com/health/health-news/covid-vaccine-younger-children-fda/2021/09/28/id/1038190/
[1] https://www.newsmax.com/newsfront/nypd-dermotshea-vaccination-covid/2021/09/26/id/1037956/
[1] https://www.wsj.com/articles/in-children-risk-of-covid-19-death-or-serious-illness-remain-extremely-low-new-studies-find-11625785260
[1] https://www.theatlantic.com/ideas/archive/2021/09/the-vaccinated-arent-just-as-likely-to-spread-covid/620161/
[1] https://nbcnews.to/3ukYNHb
[1] https://dissident.one/2021/09/27/19960/

Top Domains
Top Domains in Tweet in Entire Graph:
[207] twitter.com
[100] lifesitenews.com
[96] zerohedge.com
[89] com.br
[69] bit.ly
[66] reuters.com
[61] trib.al
[50] nypost.com
[43] wsj.com
[41] ctvnews.ca

Top Domains in Tweet in G1:
[65] twitter.com
[48] com.br
[20] poandpo.com
[19] wsj.com
[17] zerohedge.com
[16] com.ar
[15] gov.uk
[12] cnn.com
[12] trib.al
[10] yahoo.com

Top Domains in Tweet in G2:
[86] lifesitenews.com
[46] zerohedge.com
[4] theepochtimes.com
[2] espn.com
[2] uncoverdc.com
[2] ama-assn.org
[1] co.uk
[1] amazon.com
[1] youtube.com
[1] oup.com

Top Domains in Tweet in G3:
[4] theepochtimes.com
[3] vaccines.gov
[2] n.pr
[1] whitehouse.gov
[1] heart.org
[1] fda.gov
[1] apnews.com
[1] bit.ly
[1] gbnews.uk

Top Domains in Tweet in G4:
[6] thedailybeast.com
[6] ctvnews.ca
[3] freep.com
[3] rawstory.com
[3] fox17.com
[1] wbtv.com
[1] aap.org
[1] cnn.com
[1] irishpost.com
[1] wdsu.com

Top Domains in Tweet in G5:
[3] com.br
[1] zerohedge.com

Top Domains in Tweet in G6:
[14] com.my
[3] malaymail.com
[3] reuters.com
[2] bernama.com
[2] kpkesihatan.com
[2] sabahmedia.com
[2] astroawani.com
[2] themalayapost.my
[2] tvstv.my
[1] youtube.com

Top Domains in Tweet in G7:
[37] reuters.com
[8] trib.al
[4] msnbc.com
[3] reut.rs
[3] nyti.ms
[2] abs-cbn.com
[2] gizmodo.com
[2] nytimes.com
[1] vaccines.gov
[1] bit.ly

Top Domains in Tweet in G9:
[2] cp24.com
[2] thestar.com
[1] canada.ca
[1] newmarkettoday.ca
[1] latimes.com
[1] alberta.ca

Top Domains in Tweet in G10:
[7] newsmax.com
[1] wsj.com
[1] theatlantic.com
[1] nbcnews.to
[1] dissident.one
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[431] covid19
[275] covid_19
[102] covid
[57] 44467
[54] 44466
[49] coronavirus
[39] chile
[38] iquique
[33] cuba
[29] vaccine



Top Hashtags in Tweet in G1:
[75] covid19
[36] covid_19
[19] covid
[16] coronavirus
[14] news
[9] vaccine
[9] pfizer
[7] covidvislualizations
[7] coviddata
[7] smcanalytics

Top Hashtags in Tweet in G2:
[1] covid19

Top Hashtags in Tweet in G3:
[7] covid19
[2] newyork
[1] boostershots
[1] vaccinemandate
[1] healthcareworkers
[1] vaccine
[1] nocovidvaccinemandates
[1] novaccinepassports
[1] alternativetreatmentswork
[1] novidact

Top Hashtags in Tweet in G4:
[56] covid19
[1] ottnews
[1] vaccinate

Top Hashtags in Tweet in G5:
[2] diariodopoder

Top Hashtags in Tweet in G6:
[28] menangbersama
[21] covid19
[18] lindungdirilindungsemua
[18] keluargamalaysia
[18] jabatanpenerangan
[10] komunikasikita
[7] reopeningsafely
[6] bergheh
[5] mkn50
[3] japensarawak

Top Hashtags in Tweet in G7:
[1] emergingtech

Top Hashtags in Tweet in G9:
[2] covid19ab
[2] onted
[2] unsafeseptember2021
[1] getvaccinated
[1] firebreakab
[1] respiratorytherapy
[1] onpoli

Top Hashtags in Tweet in G10:
[1] covid_19

Top Words
Top Words in Tweet in Entire Graph:
[7082] covid
[6609] 19
[894] vaccine
[555] contra
[520] pfizer
[455] more
[430] #covid19
[370] people
[369] cases
[352] data

Top Words in Tweet in G1:
[1219] covid
[1175] 19
[141] vaccine
[83] 2021
[74] #covid19
[74] pfizer
[71] contra
[62] cases
[56] children
[56] data

Top Words in Tweet in G2:
[246] rwmalonemd
[212] fear
[116] clear
[106] indicator
[106] consequences
[106] ongoing
[106] propaganda
[106] campaign
[106] pervasive
[106] culture

Top Words in Tweet in G3:
[101] covid
[99] 19
[38] booster
[36] more
[33] potus
[32] क
[27] vaccine
[26] today
[23] vaccinated
[23] र

Top Words in Tweet in G4:
[69] vaccine
[58] covid
[56] drericding
[56] #covid19
[55] data
[54] children
[54] 11
[53] pfizer
[53] initial
[52] 19

Top Words in Tweet in G5:
[103] nise_dra
[103] meu
[102] mainardi
[101] estou
[101] indignada
[101] assassinato
[101] reputação
[101] desrespeito
[101] memória
[101] querido

Top Words in Tweet in G6:
[181] covid
[181] 19
[107] kes
[73] 2021
[61] september
[43] malaysia
[38] vaksin
[37] jpenerangan
[35] dghisham
[33] untuk

Top Words in Tweet in G7:
[107] covid
[105] 19
[40] reuters
[29] study
[27] data
[27] pfizer
[23] deaths
[22] population
[20] theeconomist
[20] over

Top Words in Tweet in G8:
[90] yang
[89] dijangkiti
[66] jika
[59] beliau
[57] mengenai
[56] syukur
[56] mendengar
[56] luahan
[56] hati
[56] abang

Top Words in Tweet in G9:
[36] covid
[26] 19
[25] ontario
[20] infection
[19] imgrund
[18] people
[16] rapid
[16] tests
[15] rate
[15] false

Top Words in Tweet in G10:
[66] covid
[64] 19
[45] vaccine
[43] drdavidsamadi
[28] italy
[26] pfizer
[26] receive
[26] continue
[26] work
[23] newsmax

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6418] covid,19
[549] 19,vaccine
[425] contra,covid
[199] 19,pandemic
[175] 19,cases
[139] pfizer,biontech
[123] 19,vaccination
[123] against,covid
[116] september,2021
[115] rwmalonemd,clear

Top Word Pairs in Tweet in G1:
[1143] covid,19
[92] 19,vaccine
[63] contra,covid
[30] 19,pandemic
[29] 19,cases
[26] 19,vaccination
[24] jawa,timur
[24] against,covid
[23] september,2021
[22] vaksinasi,covid

Top Word Pairs in Tweet in G2:
[114] rwmalonemd,clear
[106] clear,indicator
[106] indicator,consequences
[106] consequences,ongoing
[106] ongoing,propaganda
[106] propaganda,campaign
[106] campaign,pervasive
[106] pervasive,culture
[106] culture,fear
[106] fear,fear

Top Word Pairs in Tweet in G3:
[99] covid,19
[28] 19,booster
[19] 19,vaccine
[16] booster,shot
[16] vaccine,mandate
[14] united,airlines
[14] airlines,touting
[14] touting,success
[14] success,covid
[14] mandate,saying

Top Word Pairs in Tweet in G4:
[52] covid,19
[52] breaking,pfizer
[52] pfizer,biontech
[52] biontech,submitted
[52] submitted,#covid19
[52] #covid19,vaccine
[52] vaccine,data
[52] data,children
[52] children,ages
[52] ages,11

Top Word Pairs in Tweet in G5:
[101] estou,indignada
[101] indignada,meu
[101] meu,assassinato
[101] assassinato,reputação
[101] reputação,desrespeito
[101] desrespeito,memória
[101] memória,querido
[101] querido,amigo
[101] amigo,enio
[101] enio,mainardi

Top Word Pairs in Tweet in G6:
[181] covid,19
[61] september,2021
[27] vaksin,covid
[22] kes,covid
[21] 28,september
[18] situasi,semasa
[18] 19,malaysia
[18] norma,baharu
[17] putuskan,rantaian
[17] rantaian,covid

Top Word Pairs in Tweet in G7:
[105] covid,19
[20] deaths,covid
[20] 19,over
[20] over,past
[20] past,seven
[20] seven,days
[20] days,currently
[20] currently,highest
[20] highest,head
[20] head,population

Top Word Pairs in Tweet in G8:
[56] syukur,mendengar
[56] mendengar,luahan
[56] luahan,hati
[56] hati,abang
[56] abang,sarah
[56] sarah,raissuddin
[56] raissuddin,firdaus
[56] firdaus,yang
[56] yang,bercerita
[56] bercerita,mengenai

Top Word Pairs in Tweet in G9:
[25] covid,19
[14] use,rapid
[14] ontario,government
[14] rapid,antigen
[14] antigen,tests
[13] government,worried
[13] worried,use
[13] tests,false
[13] false,positives
[13] positives,infection

Top Word Pairs in Tweet in G10:
[64] covid,19
[42] 19,vaccine
[26] receive,covid
[26] vaccine,italy
[26] italy,continue
[26] continue,work
[25] drdavidsamadi,receive
[19] italian,government
[19] government,saying
[19] saying,garnish

Top Replied-To
Top Replied-To in Entire Graph:
@jpenerangan
@marthabtz
@rwmalonemd
@e_galv
@secprensasv
@ibarena2
@jollyjonboy1
@drtomfrieden
@alain_berset
@kimpaim

Top Replied-To in G2:
@rwmalonemd
@e_galv

Top Replied-To in G3:
@cathymoreno
@carolyneast2
@narendramodi
@hpmajdoor
@joebiden
@potus
@sakdekrishna03

Top Replied-To in G4:
@synedra

Top Replied-To in G5:
@nise_dra

Top Replied-To in G6:
@jpenerangan
@greenpeacemy
@japensarawak
@rickdavid1956
@chequemay8

Top Replied-To in G7:
@whitehouse
@arimelber
@wildolivetree11
@zwitterelfzana

Top Replied-To in G9:
@ottawadaddy
@jbacardi131
@cbcfletch

Top Mentioned
Top Mentioned in Entire Graph:
@rwmalonemd
@nise_dra
@drericding
@khairul_hafidz
@nypost
@aafaizli
@drdavidsamadi
@reuters
@randolfeap
@dghisham

Top Mentioned in G1:
@asdrubal1963
@hiremaidea
@_kcm_kcm_kcm_
@newbertrand
@granma_english
@laredhabla
@maagulf
@granma_deutsch
@vimianzo15129

Top Mentioned in G2:
@rwmalonemd
@elijahschaffer
@zerohedge
@clif_high
@e_galv
@dougbillings
@tracybeanz
@realistnews
@maryamhenein
@dissidentnl

Top Mentioned in G3:
@potus
@joebiden
@npr
@hhsgov
@cdcgov
@narendramodi
@us_fda
@pmoindia
@aajtak
@zeenewsenglish

Top Mentioned in G4:
@drericding
@dfisman
@thedailybeast
@ctvottawa
@brettkelman
@freep
@politics_pr
@unc_system
@foxnashville
@theresaboyle

Top Mentioned in G5:
@nise_dra
@v_dosfatos
@silviapontedura
@rwmalonemd
@diariodopoder

Top Mentioned in G6:
@dghisham
@kkmputrajaya
@jpenerangan
@khairykj
@japensarawak
@staronline
@bernamadotcom
@japenkelantan
@japensabah
@buletintv3

Top Mentioned in G7:
@reuters
@theeconomist
@nytimes
@zygmuntp2000
@msnbc
@dghisham
@polskiesluzby
@whitehouse
@ancalerts
@punahamatatini

Top Mentioned in G8:
@khairul_hafidz
@aafaizli
@protecthealthco
@bmccmalaysia

Top Mentioned in G9:
@imgrund
@cbcfletch
@stevendelduca
@germhuntermd
@cassanoral
@berylrcohen
@mariann6668
@esl_fairy
@kraekerc
@ms_talarico

Top Mentioned in G10:
@drdavidsamadi
@newsmax
@theatlantic
@sethdillon
@breakingnews
@electionwiz
@zoeharcombe
@mrst106
@chrisenfran

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@tomthunkitsmind
@dolartoday
@contrapuntovzla
@ptjasamarga
@lapublicacion
@kompascom
@paoloigna1

Top Tweeters in G1:
@dolartoday
@ptjasamarga
@lapublicacion
@paoloigna1
@zyitegadgets
@jcc_news
@liputan6dotcom
@pairsonnalitesa
@globovision
@elpoliticonews

Top Tweeters in G2:
@zerohedge
@mcarsonaos
@nos
@azania_magwala
@coyotecojoflv
@atlantaliberal
@jeaniefaetroonj
@nighthawkmoon
@waikikibeech
@trusttrump2020

Top Tweeters in G3:
@ndtv
@justwhatnowwhy
@aajtak
@princepetty415
@theriverwanders
@zeenewsenglish
@ashok12343
@hunterjcullen
@el1421
@cheryl_smith1

Top Tweeters in G4:
@cotey_mary
@meeksvs
@cindycrum
@gumboqueen3030
@allan_straarup
@cynicalvision50
@nancyrubin
@mo6gygy
@thedailybeast
@blink2xamerica

Top Tweeters in G5:
@anisterjaneferr
@ppreacafla2
@cbriquet
@lou_novak
@anambolsonaro
@dulobs1
@a7temirm
@vso2006
@rj_luzetti
@josi975

Top Tweeters in G6:
@akmalarif90
@pidutdin
@staronline
@bernamadotcom
@theedgemalaysia
@malaymail
@bernamaradio
@kkcity
@bernamatv
@buletintv3

Top Tweeters in G7:
@falconhamada_90
@world_news_eng
@ancalerts
@reuters
@anakreontyk
@nytimes
@jj_angelus
@gailwmcdonald
@syawal
@jackthecat11

Top Tweeters in G8:
@luqmannyamiin
@unkelzack
@shaq_131
@inialannn
@ughtearisya
@nurnazuwa
@izztlshkrh
@fatinfaridah93
@nrlnzfa_
@_carrotqueen

Top Tweeters in G9:
@blueravefinn
@murielcooperi
@starmediaguy
@donnadon9
@jdouglaslittle
@jkf3500
@pumpkanpie
@camy_cul
@to_resident
@say3_s

Top Tweeters in G10:
@jorge_c_ny
@enjoylonglove
@addictedtau
@dahart66
@theatlantic
@dianabardsley
@newsmax
@dariancross777
@st_western
@dman541


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