COVID, Twitter, 9/19/2021 2:11:04 PM, 262402


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COVID_2021-09-19_00-44-17.xlsx
COVID_2021-09-19_00-44-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2021
Short Description:
COVID via NodeXL https://bit.ly/3lIc495
@kylegriffin1
@katezut
@tomthunkitsmind
@washingtonpost
@thedailybeast
@loulachat
@dougsco26903450
@akanade6595
@foxnews
@meidastouch

Top hashtags:
#covid19
#covid
#covid_19
#enhypen
#coronavirus
#vaccinemandate
#pandemicpaul

Description:
Description
The graph represents a network of 11,981 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, 19 September 2021 at 08:02 UTC.

The requested start date was Sunday, 19 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, 1-minute period from Wednesday, 15 September 2021 at 12:18 UTC to Friday, 17 September 2021 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 : 11981
Unique Edges : 6565
Edges With Duplicates : 11973
Total Edges : 18538
Number of Edge Types : 5
Retweet : 5480
MentionsInRetweet : 6300
Mentions : 2287
Replies to : 1052
Tweet : 3419
Self-Loops : 3453
Reciprocated Vertex Pair Ratio : 0.00363636363636364
Reciprocated Edge Ratio : 0.0072463768115942
Connected Components : 3561
Single-Vertex Connected Components : 894
Maximum Vertices in a Connected Component : 886
Maximum Edges in a Connected Component : 1896
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 8.703711
Graph Density : 6.5378975810197E-05
Modularity : 0.580869
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 11,981 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, 19 September 2021 at 08:02 UTC.

The requested start date was Sunday, 19 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, 1-minute period from Wednesday, 15 September 2021 at 12:18 UTC to Friday, 17 September 2021 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:
[24] https://www.irishtimes.com/news/health/covid-54-of-hospital-patients-with-virus-are-fully-vaccinated-1.4670229
[22] https://g1.globo.com/sp/sao-paulo/noticia/2021/09/16/investigada-na-cpi-da-covid-prevent-senior-ocultou-mortes-em-estudo-sobre-cloroquina-apoiado-por-bolsonaro.ghtml
[21] https://www.soompi.com/article/1488981wpp/enhypen-members-recover-from-covid-19-to-make-october-comeback-with-full-album
[19] https://www.forbes.com/sites/nicholasreimann/2021/09/16/florida-becomes-fourth-state-with-50000-covid-deaths/?sh=1e3f0f9b4772
[19] https://apple.news/Ae-p_r7n1S_aB3C53YgT-nQ
[18] https://www.mirror.co.uk/news/uk-news/painful-periods-side-effect-covid-24996082
[16] https://theexpose.uk/2021/09/15/30k-people-died-within-21-days-of-having-a-covid-19-vaccine-in-england/
[14] https://trialsitenews.com/discovery-trial-results-mean-more-bad-news-for-remdesivir-no-clinical-benefit/
[11] https://www.newsweek.com/anti-vaccine-activist-who-said-theres-no-epidemic-dies-covid-hai-shaulian-1628847
[10] https://trib.al/OOgUYjF

Top URLs in Tweet in G1:
[5] https://www.instagram.com/accounts/login/
[3] https://news.google.com/__i/rss/rd/articles/CBMiX2h0dHBzOi8vd3d3LnRoZWd1YXJkaWFuLmNvbS93b3JsZC8yMDIxL3NlcC8xNS9jYW5hZGEtYWxiZXJ0YS1oZWFsdGhjYXJlLXN5c3RlbS1jb3ZpZC1jYXNlcy1yaXNl0gFfaHR0cHM6Ly9hbXAudGhlZ3VhcmRpYW4uY29tL3dvcmxkLzIwMjEvc2VwLzE1L2NhbmFkYS1hbGJlcnRhLWhlYWx0aGNhcmUtc3lzdGVtLWNvdmlkLWNhc2VzLXJpc2U?oc=5&utm_source=dlvr.it&utm_medium=twitter
[3] https://theexpose.uk/2021/09/15/30k-people-died-within-21-days-of-having-a-covid-19-vaccine-in-england/
[2] https://twitter.com/spring21MM/status/1438061775165874179
[2] https://fr.sott.net/article/38118-Le-lien-entre-proteine-Spike-et-proteine-a-prion-Quels-sont-les-effets-des-injections-anti-Covid-19-Entretien-exclusif-entre-Stephanie-Seneff-du-MIT-et-le-Dr-Mercola
[2] https://www.cnn.com/2021/09/15/health/us-coronavirus-wednesday/index.html
[2] https://news.yahoo.com/biden-nearly-3m-health-coverage-120155412.html
[2] https://www.nytimes.com/2021/09/16/world/china-covid-vaccine.html
[2] https://www.theguardian.com/politics/live/2021/sep/16/boris-johnson-reshuffle-nadine-dorries-liz-truss-politics-live-news-covid-latest-updates?CMP=share_btn_tw
[2] https://www.belfasttelegraph.co.uk/news/northern-ireland/unvaccinated-co-down-mum-and-daughter-die-within-days-of-each-other-from-covid-19-40854922.html

Top URLs in Tweet in G2:
[4] https://trib.al/KKTK4GZ?via=twitter_page
[3] https://www.ktvu.com/news/california-only-state-to-advance-out-of-high-transmission-category-for-covid
[3] https://twitter.com/donwinslow/status/1438610600033062921
[3] https://www.thedailybeast.com/alabama-pickers-youtuber-couple-hawking-resale-tips-vaccine-skepticism-both-die-of-covid?source=twitter&via=mobile
[3] https://www.al.com/news/2021/09/alabama-pickers-couple-known-for-reselling-and-vaccine-opposition-both-dead-of-covid.html
[2] https://www.tampabay.com/news/florida-politics/2021/09/16/death-of-hillsborough-gop-member-from-covid-19-causes-financial-problems-for-party/
[2] https://www.thedailybeast.com/laura-loomer-who-once-said-bad-fajitas-were-worse-than-covid-says-shes-tested-positive?source=twitter&via=desktop
[2] https://www.pbs.org/wgbh/nova/article/native-americans-highest-covid-vaccination-rate-us/
[1] https://twitter.com/RonFilipkowski/status/1437379812901986306
[1] https://ktla.com/news/local-news/l-a-county-to-require-proof-of-covid-vaccination-at-indoor-bars-wineries-breweries-nightclubs/

Top URLs in Tweet in G3:
[18] https://www.forbes.com/sites/nicholasreimann/2021/09/16/florida-becomes-fourth-state-with-50000-covid-deaths/?sh=1e3f0f9b4772
[4] https://www.newsweek.com/anti-vaccine-activist-who-said-theres-no-epidemic-dies-covid-hai-shaulian-1628847
[3] https://www.modernhealthcare.com/hospitals/boy-went-covid-swamped-er-he-waited-hours-then-his-appendix-burst
[2] https://www.huffingtonpost.co.uk/entry/dick-farrel-newsmax-right-wing-scamdemic-dies-of-covid_n_610f50d3e4b041dfbaaabac6?ncid=other_twitter_cooo9wqtham&utm_campaign=share_twitter
[2] https://trib.al/hv3lICQ
[2] https://www.npr.org/2021/09/16/1037987107/idaho-rations-health-care-statewide-covid-19-coronavirus-hospital
[2] https://www.nj.com/opinion/2021/09/a-covid-widow-asks-why-has-masking-our-children-at-school-become-such-an-issue-opinion.html
[2] https://www.rawstory.com/new-jersey-loses-22-police-to-in-a-week-their-unions-still-oppose-vaccine-mandates/?utm_source=dlvr.it&utm_medium=twitter
[1] https://dpo.st/3hRBz6T
[1] https://nyti.ms/3EndOx5

Top URLs in Tweet in G4:
[3] https://www.blacklocks.ca/average-covid-victim-age-86/
[2] https://torontosun.com/news/national/lilley-trudeau-breaks-law-once-again-by-ignoring-ontarios-covid-restrictions?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1631729059
[1] https://montreal.ctvnews.ca/health-minister-dube-very-firm-that-20-000-quebec-health-care-workers-need-to-get-vaccinated-by-oct-15-1.5587862
[1] https://www.alberta.ca/stats/covid-19-alberta-statistics.htm#pre-existing-conditions
[1] https://twitter.com/mindingottawa/status/1436305471783292930
[1] https://torontosun.com/news/national/lilley-trudeau-breaks-law-once-again-by-ignoring-ontarios-covid-restrictions
[1] https://twitter.com/yanyu247/status/1389553850546155520
[1] https://torontosun.com/news/provincial/over-100-ontario-youth-have-been-sent-to-hospital-for-vaccine-related-heart-problems
[1] https://edmontonjournal.com/news/politics/federal-health-minister-sends-letter-to-alberta-counterpart-asking-for-scientific-reasoning-behind-lifting-covid-19-restrictions/wcm/e09dd0f7-aaed-4a74-9e6f-bc86bc54d7b7/amp/
[1] https://twitter.com/chrismartenson/status/1438688682672803842

Top URLs in Tweet in G5:
[19] https://apple.news/Ae-p_r7n1S_aB3C53YgT-nQ
[5] https://www.bernama.com/bm/am/news.php?id=2004363#.YUSHSM3Yf5U.twitter
[4] https://apple.news/ApL63XXRsSD2pIjxJpyxIgw
[2] https://www.astroawani.com/berita-bisnes/pakar-saham-bumiputera-nazarry-rosli-meninggal-dunia-akibat-covid19-320108
[2] https://apple.news/AipzXlGWaQK-lNISDqCapLg
[1] https://kpkesihatan.com/2021/09/16/kenyataan-akhbar-kpk-16-september-2021-situasi-semasa-jangkitan-penyakit-coronavirus-2019-covid-19-di-malaysia/
[1] https://www.astroawani.com/berita-malaysia/covid19-perdana-menteri-singapura-terima-suntikan-dos-penggalak-320217
[1] https://www.astroawani.com/gaya-hidup/isteri-pergi-selepas-32-hari-di-icu-suami-sempat-video-call-tunjuk-bayi-untuk-kali-terakhir-320070
[1] https://twitter.com/Kyr0Nagib/status/1437961296817934340
[1] https://twitter.com/sueshi___/status/1437256450561036294

Top URLs in Tweet in G6:
[2] https://www.foxnews.com/health/childhood-obesity-increased-during-covid-pandemic-cdc-study
[2] https://www.metrotimes.com/news-hits/archives/2021/08/13/dhhs-98-of-michigan-covid-19-cases-are-from-unvaccinated-or-not-fully-vaccinated-people
[2] https://www.wkyc.com/article/news/health/coronavirus/dewine-covid-19-hospitalization-numbers-vaccine/95-1b7dd69b-eb54-4db4-8b85-d6bb07ebb29f
[2] https://www.ktvb.com/article/news/health/coronavirus/98-precent-covid-19-cases-are-unvaccinated-patient-central-district-health-idaho/277-348e2f33-59fc-4ed1-babc-617d972277a6
[2] https://www.wishtv.com/news/coronavirus/unvaccinated-hoosiers-make-up-98-of-covid-19-cases-in-indiana/
[2] https://medicalpartnership.usg.edu/covid-19-staggering-statistic-98-to-99-of-americans-dying-are-unvaccinated/
[2] https://trib.al/XQspatW
[2] https://trib.al/zIgS7s9
[2] https://www.cnbc.com/2021/09/14/rap-artist-nicki-minaj-faces-backlash-after-tweeting-inaccurate-information-about-covid-vaccines.html?utm_content=Main&utm_medium=Social&utm_source=Twitter#Echobox=1631707499
[2] https://www.nytimes.com/2021/09/14/world/asia/india-modi-science-icmr.html

Top URLs in Tweet in G8:
[2] https://www.mirror.co.uk/news/uk-news/breaking-uk-covid-cases-drop-25001946
[2] https://nation.cymru/news/drakeford-considering-making-it-illegal-to-report-false-negative-test-to-get-a-covid-pass/
[1] https://www.standard.co.uk/news/uk/canada-border-open-international-travel-double-jabbed-brits-covid-b954179.html
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/articles/technicalarticleupdatedestimatesoftheprevalenceofpostacutesymptomsamongpeoplewithcoronaviruscovid19intheuk/26april2020to1august2021
[1] https://twitter.com/andrew_lilico/status/1438561792784015367
[1] https://twitter.com/skynewsbreak/status/1438820056910245888
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/bulletins/coronaviruscovid19infectionsurveyantibodyandvaccinationdatafortheuk/16september2021
[1] https://bigbrotherwatch.org.uk/campaigns/stopvaccinepassports/#boycott-them
[1] https://www.politicshome.com/news/article/labour-accused-of-hypocrisy-for-covid-passports-at-party-conference
[1] https://rumble.com/vmlz42-funeral-director-john-olooney-blows-the-whistle-on-covid.html

Top URLs in Tweet in G9:
[2] https://news.sky.com/story/covid-19-vaccine-booster-programme-begins-as-nhs-starts-giving-third-jabs-12409424
[2] https://www.dailymail.co.uk/news/article-9997271/Almost-90-16-24-year-olds-Covid-antibodies-official-data-suggests.html
[2] https://theconversation.com/covid-in-schools-how-ventilation-can-help-to-combat-spread-of-virus-165434
[2] https://theconversation.com/covid-winter-plan-uk-blueprint-doesnt-go-far-enough-heres-a-health-experts-alternative-168055
[2] https://www.conservativewoman.co.uk/australias-covid-concentration-camps/
[2] https://www.theguardian.com/commentisfree/2021/sep/15/government-winter-covid-plan-uk-lockdown-vaccinations-testing-masks
[2] https://twitter.com/danbloom1/status/1438023721017556994
[1] https://news.sky.com/story/covid-19-army-could-be-called-in-to-help-scottish-ambulance-service-amid-reports-man-died-after-a-40-hour-wait-12409499
[1] https://news.sky.com/story/covid-news-live-boris-johnson-announcement-coronavirus-winter-plan-12406800
[1] http://news.sky.com/story/covid-19-travel-list-caribbean-hotspots-among-countries-at-risk-of-being-added-to-red-list-12409196?dcmp=snt-sf-twitter

Top URLs in Tweet in G10:
[14] https://trialsitenews.com/discovery-trial-results-mean-more-bad-news-for-remdesivir-no-clinical-benefit/
[9] https://www.youtube.com/watch?v=IQAeguvHFM8

[7] https://www.wsj.com/articles/vaccine-mandate-covid-19-unvaccinated-breakthrough-delta-boosters-fluvoxamine-antibodies-11631820572
[2] https://www.cnbc.com/2021/09/13/covid-booster-shots-data-shows-third-shots-not-appropriate-at-this-time-scientists-conclude.html
[1] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2780557
[1] https://twitter.com/cawley_john/status/1437801019342196741
[1] https://www.nationalheraldindia.com/india/covid-19-lockdown-economic-slowdown-pushed-millions-of-workers-of-informal-sector-to-appalling-poverty
[1] https://www.bmj.com/content/374/bmj.n2101/rr-0
[1] https://pubmed.ncbi.nlm.nih.gov/34308537/
[1] https://trialsitenews.com/prominent-medical-boards-message-to-physicians-keep-quiet-on-covid-19-vaccine-or-risk-loss-of-licensure-economic-livelihood/

Top Domains
Top Domains in Tweet in Entire Graph:
[350] twitter.com
[122] co.uk
[58] trib.al
[57] theguardian.com
[47] com.br
[41] globo.com
[36] bit.ly
[33] ctvnews.ca
[33] soompi.com
[30] youtube.com

Top Domains in Tweet in G1:
[96] twitter.com
[18] co.uk
[11] com.br
[9] theguardian.com
[8] theepochtimes.com
[6] msn.com
[6] cnn.com
[6] yahoo.com
[6] nytimes.com
[6] globo.com

Top Domains in Tweet in G2:
[8] twitter.com
[7] thedailybeast.com
[4] trib.al
[3] ktvu.com
[3] al.com
[2] tampabay.com
[2] pbs.org
[1] ktla.com
[1] sorryantivaxxer.com
[1] bloomberg.com

Top Domains in Tweet in G3:
[18] forbes.com
[7] msnbc.com
[4] newsweek.com
[3] co.uk
[3] modernhealthcare.com
[2] trib.al
[2] npr.org
[2] nj.com
[2] rawstory.com
[1] dpo.st

Top Domains in Tweet in G4:
[8] twitter.com
[4] torontosun.com
[3] blacklocks.ca
[1] ctvnews.ca
[1] alberta.ca
[1] edmontonjournal.com
[1] poz.com
[1] sciencedaily.com
[1] policyalternatives.ca
[1] theguardian.com

Top Domains in Tweet in G5:
[25] apple.news
[5] bernama.com
[4] astroawani.com
[2] twitter.com
[1] kpkesihatan.com
[1] t.me
[1] com.my

Top Domains in Tweet in G6:
[8] trib.al
[5] cnbc.com
[3] foxnews.com
[3] twitter.com
[3] nytimes.com
[2] nyti.ms
[2] metrotimes.com
[2] wkyc.com
[2] ktvb.com
[2] wishtv.com

Top Domains in Tweet in G8:
[4] dailysceptic.org
[3] co.uk
[3] twitter.com
[2] gov.uk
[2] nation.cymru
[1] org.uk
[1] politicshome.com
[1] rumble.com
[1] nyti.ms
[1] theguardian.com

Top Domains in Tweet in G9:
[9] sky.com
[5] co.uk
[5] theconversation.com
[3] twitter.com
[2] theguardian.com
[1] gov.uk
[1] aap.org

Top Domains in Tweet in G10:
[15] trialsitenews.com
[9] youtube.com
[7] wsj.com
[2] twitter.com
[2] cnbc.com
[1] jamanetwork.com
[1] nationalheraldindia.com
[1] bmj.com
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[201] covid19
[167] covid
[99] covid_19
[39] enhypen
[34] coronavirus
[31] vaccinemandate
[26] pandemicpaul
[25] venezuela
[24] cdnpoli
[21] floridaisvietnam



Top Hashtags in Tweet in G1:
[39] covid19
[23] covid
[17] coronavirus
[15] covid_19
[5] vaccine
[4] news
[4] lka
[3] binvaksinasideliserdang
[3] mpvaccinationmahaabhiyan3
[3] srilanka

Top Hashtags in Tweet in G2:
[26] pandemicpaul
[3] floridaisvietnam

Top Hashtags in Tweet in G3:
[6] minuterant
[4] covid19
[2] covidisreal
[2] maskingup
[1] q13fox
[1] vaccinated
[1] vaccinate
[1] unvaxxed
[1] covid
[1] vaccine

Top Hashtags in Tweet in G4:
[25] vaccinemandate
[14] cdnpoli
[6] elxn44
[3] ableg
[2] canpoli
[2] onpoli
[2] covid
[2] covid19
[2] jasonkenney
[2] covidab

Top Hashtags in Tweet in G5:
[5] awaninews
[3] awani745
[2] malaysiasihat
[2] covid19
[2] menangbersama
[2] komunikasikita
[2] kualalumpur
[1] awanipagi
[1] keluargamalaysia
[1] endemikcovid19

Top Hashtags in Tweet in G6:
[3] desantis
[2] nickiminaj
[2] usaendtravelban
[1] thursdaythoughts
[1] pmmodi
[1] indiafightscorona
[1] endpp10199
[1] vaccination
[1] sonusood

Top Hashtags in Tweet in G8:
[3] covid19
[2] vaccinepassports
[1] fmqs

Top Hashtags in Tweet in G9:
[3] covid19
[2] leaveourkidsalone
[1] gmb
[1] thismorning
[1] covidvaccines
[1] covid
[1] nhs
[1] jvt
[1] johnsonout
[1] toriesout

Top Words
Top Words in Tweet in Entire Graph:
[8461] covid
[2625] 19
[914] vaccine
[797] people
[495] vaccinated
[476] more
[383] health
[365] over
[349] died
[347] one

Top Words in Tweet in G1:
[865] covid
[299] 19
[77] people
[70] vaccine
[51] vaccinated
[44] cases
[40] one
[40] health
[40] more
[39] #covid19

Top Words in Tweet in G2:
[245] covid
[129] loomer
[121] laura
[66] vaccine
[63] anti
[49] meidastouch
[48] much
[43] mmpadellan
[40] died
[37] republican

Top Words in Tweet in G3:
[193] covid
[77] died
[68] vaccine
[65] breaking
[63] anti
[63] 19
[59] 000
[59] news
[54] occupydemocrats
[53] health

Top Words in Tweet in G4:
[147] covid
[28] natural
[28] immunity
[28] infection
[28] universities
[26] martinkulldorff
[25] astonishing
[25] deny
[25] #vaccinemandate's
[23] cases

Top Words in Tweet in G5:
[163] covid
[83] sbb
[81] langkawi
[79] 19
[53] orang
[48] kalau
[48] ada
[47] september
[46] kes
[45] wajib

Top Words in Tweet in G6:
[88] covid
[22] 19
[18] nicki
[18] minaj
[16] cases
[15] foxnews
[15] nytimes
[14] vaccine
[14] against
[12] one

Top Words in Tweet in G7:
[104] zealand
[103] pakistan
[100] killed
[100] christchurch
[100] attack
[99] shoaib100mph
[99] following
[99] points
[99] remember
[99] pakistanis

Top Words in Tweet in G8:
[86] covid
[26] vaccine
[16] passports
[16] juliahb1
[15] essexpr
[13] life
[12] nicolasturgeon
[12] spread
[12] isn
[12] winter

Top Words in Tweet in G9:
[51] covid
[17] people
[15] health
[11] skynews
[11] vaccinated
[10] vaccine
[9] 19
[9] sajidjavid
[8] cases
[8] know

Top Words in Tweet in G10:
[99] covid
[37] 19
[33] rwmalonemd
[20] repthomasmassie
[20] treatment
[18] video
[14] vaccine
[14] vitamin
[14] clinical
[14] benefit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2542] covid,19
[235] died,covid
[214] contra,covid
[188] covid,vaccine
[169] covid,deaths
[147] 19,vaccine
[142] laura,loomer
[116] covid,cases
[112] against,covid
[105] pakistanis,killed

Top Word Pairs in Tweet in G1:
[294] covid,19
[26] contra,covid
[24] covid,vaccine
[15] against,covid
[12] covid,cases
[11] covid,test
[11] vaccinated,against
[11] during,covid
[10] died,covid
[10] vaksin,tangkal

Top Word Pairs in Tweet in G2:
[119] laura,loomer
[44] covid,much
[38] loomer,covid
[37] anti,vaccine
[35] far,right
[32] died,covid
[32] covid,19
[32] today's,round
[32] round,started
[32] started,going

Top Word Pairs in Tweet in G3:
[63] covid,19
[57] died,covid
[53] occupydemocrats,breaking
[52] breaking,news
[43] vaccinated,against
[42] health,workers
[38] news,france
[38] france,announces
[38] announces,suspended
[38] suspended,over

Top Word Pairs in Tweet in G4:
[28] natural,immunity
[28] covid,infection
[27] immunity,covid
[25] astonishing,universities
[25] universities,deny
[25] deny,natural
[25] infection,#vaccinemandate's
[24] martinkulldorff,astonishing
[18] covid,cases
[13] shut,down

Top Word Pairs in Tweet in G5:
[79] covid,19
[42] wajib,test
[41] ada,baca
[41] baca,orang
[41] orang,complain
[41] complain,sbb
[41] sbb,wajib
[41] test,covid
[41] covid,before
[41] before,going

Top Word Pairs in Tweet in G6:
[22] covid,19
[18] nicki,minaj
[10] joy,reid
[10] covid,deaths
[7] white,house
[7] unvaccinated,pennsylvanians
[7] pennsylvanians,account
[7] account,97
[7] 97,percent
[7] percent,covid

Top Word Pairs in Tweet in G7:
[99] following,points
[99] points,zealand
[99] zealand,remember
[99] remember,pakistanis
[99] pakistanis,killed
[99] killed,christchurch
[99] christchurch,attack
[99] attack,pakistan
[99] pakistan,stood
[98] shoaib100mph,following

Top Word Pairs in Tweet in G8:
[16] vaccine,passports
[11] challenge,markdrakeford
[11] markdrakeford,nicolasturgeon
[11] nicolasturgeon,present
[11] present,evidence
[11] evidence,vaccine
[11] passports,reduce
[11] reduce,covid
[11] covid,spread
[11] spread,isn

Top Word Pairs in Tweet in G9:
[9] covid,19
[6] young,people
[6] catch,covid
[5] health,secretary
[4] 19,vaccine
[4] against,covid
[4] clear,message
[4] message,young
[4] people,vaccinated
[4] vaccinated,protect

Top Word Pairs in Tweet in G10:
[37] covid,19
[20] treatment,covid
[14] clinical,benefit
[14] benefit,remdesivir
[14] remdesivir,licensed
[14] licensed,covid
[13] rwmalonemd,clinical
[11] nih,recommends
[11] recommends,vitamin
[11] vitamin,d3

Top Replied-To
Top Replied-To in Entire Graph:
@govrondesantis
@elmundoes
@jairbolsonaro
@govkristinoem
@adambienkov
@foxnews
@althiaraj
@ronfilipkowski
@theleoterrell
@thedailybeast

Top Replied-To in G1:
@fmviva1

Top Replied-To in G2:
@ronfilipkowski
@thedailybeast
@ohnoshetwitnt
@rogtilford
@yippeecayyay
@trinityandneo3
@girlsreallyrule
@catblackcanada
@duty2warn
@ryanstruyk

Top Replied-To in G3:
@therealogs2021
@lucassouth5
@kennethmerrill4
@flawolffie
@deplorablethats
@lorilrobinson1
@censored9876
@itstimetonotbe
@krbutler08
@joncoopertweets

Top Replied-To in G4:
@althiaraj
@nickkouvalis
@thetorontosun
@blueyedblnd394
@pierrekory
@cspotweet
@rpfahlman
@woodreporting
@hollyni32898246
@jonsnow69163801

Top Replied-To in G5:
@dghisham
@brontyman

Top Replied-To in G6:
@foxnews
@sonusood
@nytimes
@chinlessness
@chrisbe83172131
@eddie_shamoon
@washingtonpost
@mike_numberss
@cnbc
@sinkerator

Top Replied-To in G7:
@shoaib100mph

Top Replied-To in G8:
@fmwales
@essexpr
@rosiefitzgeral9
@realdenisewelch
@juliahb1
@cbscot72
@moniquelimbos
@wildey_1
@geoff19542
@sparkyhamill

Top Replied-To in G9:
@danbloom1
@alisongeorge10
@onomatopoeia90
@stevebakerhw
@kayburley
@angelarayner
@simms7_7
@paulgardinerdj
@borisjohnson
@todaystoptips

Top Replied-To in G10:
@repthomasmassie
@biovisionary

Top Mentioned
Top Mentioned in Entire Graph:
@shoaib100mph
@jairbolsonaro
@occupydemocrats
@meidastouch
@mmpadellan
@govbr
@jenniemandu1_
@athirahnajwa_
@redzuannewsmpb
@kylegriffin1

Top Mentioned in G1:
@mikefreemannfl
@peace1
@torysleazeuk
@q_girl_germany
@ong_la_vie
@davidbernknopf
@astupidweek
@peckhampoet
@brian_baileydj
@nlc_74

Top Mentioned in G2:
@meidastouch
@mmpadellan
@girlsreallyrule
@duty2warn
@ohnoshetwitnt
@thedailybeast
@brat2381
@ronfilipkowski
@ryanstruyk
@alexanderchee

Top Mentioned in G3:
@occupydemocrats
@kylegriffin1
@joncoopertweets
@aslavitt
@msnbc
@tomthunkitsmind
@drtomfrieden
@drericding
@kristindonnelly
@mehdirhasan

Top Mentioned in G4:
@martinkulldorff
@ezralevant
@erinotoole
@jkenney
@brianlilley
@cmoh_alberta
@pierrekory
@btysonmd
@marybethpf
@mtracey

Top Mentioned in G5:
@athirahnajwa_
@dghisham
@brontyman
@azmanrocks
@kkmputrajaya
@omarfaayiz
@bernamadotcom
@501awani
@bernamaradio
@rtmlangkawifm

Top Mentioned in G6:
@nytimes
@foxnews
@washingtonpost
@ap
@governortomwolf
@ranaayyub
@sonusood
@harsh_mander
@2rawtooreal
@carlosgsmith

Top Mentioned in G7:
@shoaib100mph

Top Mentioned in G8:
@juliahb1
@essexpr
@nicolasturgeon
@markdrakeford
@toadmeister
@bigbrotherwatch
@fmwales
@silkiecarlo
@douglas4moray
@talkradio

Top Mentioned in G9:
@skynews
@sajidjavid
@devisridhar
@borisjohnson
@sunderlandlolly
@conversationuk
@gmb
@conservatives
@10downingstreet
@cmo_england

Top Mentioned in G10:
@rwmalonemd
@repthomasmassie
@drcharlesl
@brianlenzkes
@drjbhattacharya
@suzanneb64
@cdcdirector
@markfriesen08
@_pistissophia
@simsy1977

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@ja8yum
@infoitinterno
@tomthunkitsmind
@mrdjones
@threadreaderapp
@streamerwall
@berkleybearnews
@robinsnewswire

Top Tweeters in G1:
@caraotadigital
@la_patilla
@infoitinterno
@berkleybearnews
@robinsnewswire
@newsoneplace
@n_carvalheira
@elpoliticonews
@elespectador
@noticiasveapp

Top Tweeters in G2:
@skepmi
@grannynannynews
@kindlee55
@mimi_x4
@micaltaz
@thedailybeast
@diannemando
@kjmpalermo
@laurawalkerkc
@therickwilson

Top Tweeters in G3:
@tomthunkitsmind
@morgfair
@loulachat
@jodotcom
@edwardarowe1
@now_justice
@vivs1man
@dorothystella7
@mucketymucks
@womanitymp

Top Tweeters in G4:
@lyndae222
@thetorontosun
@kinsellawarren
@m_s_fricker
@ezralevant
@expatjake
@garnet_2203
@mtracey
@gill_godwin
@mkj1951

Top Tweeters in G5:
@brontyman
@beverlynotmypre
@501awani
@bernamadotcom
@hmetromy
@meknimmm
@razmanrahim
@nnraain_
@bernamaradio
@itsaireen_

Top Tweeters in G6:
@girlzinger
@cnbc
@nytimes
@foxnews
@washingtonpost
@laxman_xy
@royal_ryder
@ap
@cnni
@toniann561

Top Tweeters in G7:
@defilibrator
@imran_mir8
@romeshromu
@bilal406111
@madboymoazam27
@rigger_3
@rim_raees
@yourqalandarguy
@iamarbazzahid
@najeebpti401

Top Tweeters in G8:
@the_evil_barbie
@iromg
@davey56jones
@45albannach
@ronague
@politicshome
@essexpr
@juliahb1
@happytoberight
@marieca97999227

Top Tweeters in G9:
@tighnacoille
@jorichardskent
@skynews
@henriklubo
@fascinatorfun
@caz5697
@susannaamala5
@piersmorgan
@welshgasdoc
@conversationuk

Top Tweeters in G10:
@dahart66
@mncrgknskl
@rhoda_bennett
@kirmizibeyaz68
@nmlinguaphile
@dante7237
@alan_lingwood
@s58728748
@b_gawk
@amphore