COVID, Twitter, 10/31/2021 2:25:08 PM, 265177


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COVID_2021-10-31_00-44-17.xlsx
COVID_2021-10-31_00-44-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2021
Short Description:
COVID via NodeXL https://bit.ly/2ZIv7ZK
@berniespofforth
@jamesmelville
@ericmmatheny
@thomas69882215
@newsmax
@drsimonegold
@_lisagray
@antiwokebritain
@onemartymac
@hawawright360

Top hashtags:
#covid
#covid19
#covid_19
#coronavirus
#ugmoving4wd
#vaccination

Description:
Description
The graph represents a network of 11,913 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, 31 October 2021 at 08:02 UTC.

The requested start date was Sunday, 31 October 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, 2-minute period from Thursday, 28 October 2021 at 12:17 UTC to Saturday, 30 October 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 : 11913
Unique Edges : 6663
Edges With Duplicates : 11784
Total Edges : 18447
Number of Edge Types : 5
Retweet : 5264
MentionsInRetweet : 6096
Tweet : 3494
Replies to : 1058
Mentions : 2535
Self-Loops : 3538
Reciprocated Vertex Pair Ratio : 0.00551948051948052
Reciprocated Edge Ratio : 0.0109783661608008
Connected Components : 3622
Single-Vertex Connected Components : 1008
Maximum Vertices in a Connected Component : 994
Maximum Edges in a Connected Component : 2158
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 10.72009
Graph Density : 6.54721546524593E-05
Modularity : 0.580272
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 11,913 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, 31 October 2021 at 08:02 UTC.

The requested start date was Sunday, 31 October 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, 2-minute period from Thursday, 28 October 2021 at 12:17 UTC to Saturday, 30 October 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:
[37] https://www.orlandosentinel.com/opinion/editorials/os-op-ron-desantis-undeserved-covid-victory-lap-20211029-2jp2ykdeofh3xag3ellf27vqo4-story.html
[21] https://www.theguardian.com/world/2021/oct/28/covid-vaccinated-likely-unjabbed-infect-cohabiters-study-suggests?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1635438330
[18] https://www.sudouest.fr/gironde/covid-le-departement-de-la-gironde-ne-veut-pas-verser-le-rsa-aux-personnes-refusant-de-se-faire-vacciner-6760719.php
[16] https://www.dailymail.co.uk/news/article-10136275/Unpaid-Covid-fines-taken-bank-accounts-seized-homes-Queensland.html
[15] https://www.theguardian.com/commentisfree/2021/oct/28/economy-recovering-covid-brexit-eu
[10] https://gript.ie/highest-covid-numbers-in-hospital-since-march-despite-91-jabbed/
[9] https://www.lifesitenews.com/news/47-studies-confirm-inefectiveness-of-masks-for-covid-and-32-more-confirm-their-negative-health-effects/
[9] https://www.newsmax.com/politics/anthony-fauci-covid-covid/2021/10/27/id/1042249/
[8] https://www.newsmax.com/newsfront/biden-economy-covid-delta/2021/10/29/id/1042542/
[8] https://www.independent.co.uk/news/health/covid-lab-wolverhampton-immensa-tests-result-b1945785.html

Top URLs in Tweet in G1:
[7] https://fineartamerica.com
[4] https://www.poandpo.com/
[4] https://www.foxnews.com/entertainment/bill-maher-covid-restrictions-coronavirus-pandemic-over
[4] https://www.youtube.com/watch?v=ywhNRaGi63g&feature=youtu.be

[3] https://www.emluta.org.br:443/
[3] https://www.sudouest.fr/gironde/covid-le-departement-de-la-gironde-ne-veut-pas-verser-le-rsa-aux-personnes-refusant-de-se-faire-vacciner-6760719.php
[2] https://www.nytimes.com/live/2021/10/28/world/covid-vaccine-boosters
[2] https://news.yahoo.com/world-faces-shortage-syringes-covid-115555354.html
[2] https://www.washingtonpost.com/technology/2021/10/28/facebook-covid-misinformation/
[2] https://www.francebleu.fr/infos/societe/le-chu-de-saint-etienne-reintegre-des-agents-hospitaliers-non-vaccines-contre-le-covid-19-1635411543

Top URLs in Tweet in G2:
[6] https://www.ndtv.com/india-news/coronavirus-centres-warning-to-assam-bengal-as-covid-cases-rise-tests-decline-2593599
[3] https://www.reuters.com/world/europe/germanys-covid-caseload-makes-biggest-leap-two-weeks-2021-10-28/?taid=617a944b066627000111ce3d&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[3] https://www.reuters.com/world/europe/moscow-embarks-sweeping-lockdown-covid-19-deaths-surge-2021-10-28/?taid=617a91f280644500010b5a1d&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] http://trib.al/P9918Ll
[2] http://trib.al/cXqXov7
[2] https://www.ndtv.com/world-news/uk-cuts-gap-between-second-covid-jab-and-booster-shots-for-vulnerable-groups-2593566
[2] https://www.reuters.com/business/healthcare-pharmaceuticals/g20-should-redistribute-surplus-covid-19-vaccines-ex-leaders-say-2021-10-28/?taid=617b741d99f63c00012efb33&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[2] https://www.latimes.com/california/story/2021-10-30/covid-19-cases-are-leveling-off-can-we-avoid-new-surge
[2] https://www.ndtv.com/delhi-news/amid-rise-in-dengue-cases-delhi-allows-hospitals-to-divert-covid-beds-2593289
[1] https://twitter.com/ani/status/1454360007311458306

Top URLs in Tweet in G3:
[33] https://www.orlandosentinel.com/opinion/editorials/os-op-ron-desantis-undeserved-covid-victory-lap-20211029-2jp2ykdeofh3xag3ellf27vqo4-story.html
[3] https://nypost.com/2021/10/28/jason-momoa-tests-positive-for-covid-19/?utm_source=NYPTwitter&utm_campaign=SocialFlow&utm_medium=SocialFlow
[2] https://www.foxnews.com/opinion/covid-vaccine-mandate-seattle-police-force-jason-rantz
[2] https://www.foxnews.com/us/florida-covid-cases-among-lowest-in-the-country
[2] https://www.foxnews.com/health/covid-side-effects-could-include-memory-loss-brain-fog-researchers-find
[2] https://www.theguardian.com/world/2021/oct/28/covid-vaccinated-likely-unjabbed-infect-cohabiters-study-suggests?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1635438330
[2] https://nypost.com/2021/10/28/jason-momoa-tests-positive-for-covid-19/
[1] https://nypost.com/2021/10/28/florida-gov-ron-desantis-has-shown-how-to-handle-covid-19/
[1] https://twitter.com/business/status/1453772598504919041
[1] https://twitter.com/maajidnawaz/status/1453867087777173507

Top URLs in Tweet in G4:
[2] https://rumble.com/voeisj-dr-rochagn-kilian-blowing-the-whistle-on-covid-19-vaccines-and-d-dimer-leve.html
[2] https://www.youtube.com/watch?v=C5bU77dr4WM&feature=youtu.be

[1] https://www.cnn.com/2021/10/28/health/fluvoxamine-covid-risk-study/index.html
[1] https://www.youtube.com/watch?v=hLbEZU7YB-w&feature=youtu.be

[1] https://www.insider.com/spain-reimburse-those-fined-for-violating-covid-19-lockdown-rules-2021-10
[1] https://www.standard.co.uk/news/politics/labour-leader-keir-starmer-tests-positive-for-covid-b962764.html
[1] https://www.news.com.au/national/victoria/news/victorian-officials-refuse-to-release-vaccination-status-of-virus-deaths/news-story/9dbcc791a7745419e20233cc91e1cb92
[1] https://vancouversun.com/news/local-news/covid-19-surgeries-tests-postponed-as-4000-unvaccinated-b-c-heath-care-workers-put-on-leave
[1] https://www.theguardian.com/world/2021/oct/28/covid-vaccinated-likely-unjabbed-infect-cohabiters-study-suggests?CMP=Share_AndroidApp_Other
[1] https://www.reuters.com/business/healthcare-pharmaceuticals/uk-study-finds-vaccinated-people-easily-transmit-delta-variant-households-2021-10-28/

Top URLs in Tweet in G5:
[4] https://gothamist.com/news/covid-vaccine-mandate-approaches-more-19000-first-responders-remain-unvaccinated
[3] https://www.independent.co.uk/news/health/covid-lab-wolverhampton-immensa-tests-result-b1945785.html
[2] https://www.theguardian.com/world/2020/nov/04/tory-linked-firm-involved-in-testing-failure-awarded-new-347m-covid-contract
[2] https://www.mrc-bsu.cam.ac.uk/now-casting/nowcasting-and-forecasting-29th-october-2021/
[1] https://www.geertvandenbossche.org/post/why-are-the-current-covid-19-mass-vaccinations-to-be-considered-a-public-health-experiment
[1] https://www.theguardian.com/world/2021/oct/27/covid-lab-returned-four-positive-results-from-2400-sheffield-tests?CMP=Share_AndroidApp_Other
[1] https://www.nhsinform.scot/covid-19-vaccine/invitations-and-appointments/vaccine-open-access-services
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2821%2902316-3%2Ffulltext&rc=0
[1] https://news.stv.tv/scotland/news.stv.tv/scotland/vaccine-passports-should-be-extended-to-gyms-and-cafes-after-cop26?top
[1] https://twitter.com/justmissemma/status/1454006819181969410

Top URLs in Tweet in G6:
[9] https://www.newsmax.com/politics/anthony-fauci-covid-covid/2021/10/27/id/1042249/
[8] https://www.newsmax.com/newsfront/biden-economy-covid-delta/2021/10/29/id/1042542/
[7] https://www.newsmax.com/newsmax-tv/anthony-fauci-pandemic-covid-19-wuhan-institute-of-virology/2021/10/26/id/1042079/
[1] https://www.newsmax.com/platinum/children-vaccines-covid/2021/10/29/id/1042473/
[1] https://bit.ly/3vZM3GM
[1] https://www.newsmax.com/newsfront/air-force-military-covid-vaccine/2021/10/29/id/1042520/
[1] https://www.ctvnews.ca/world/19-states-sue-biden-administration-over-covid-19-vaccine-rule-1.5645057
[1] https://calgary.ctvnews.ca/covid-19-vaccination-proof-required-to-rent-from-real-estate-company-in-calgary-or-edmonton-1.5642466?cid=sm%3Atrueanthem%3Actvcalgary%3Atwitterpost&taid=617aec2fee4a970001277616
[1] https://www.newsmax.com/us/biden-economy-covid-delta/2021/10/29/id/1042542/
[1] https://twitter.com/christinapushaw/status/1453503117878861824

Top URLs in Tweet in G7:
[15] https://www.theguardian.com/world/2021/oct/28/covid-vaccinated-likely-unjabbed-infect-cohabiters-study-suggests?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1635438330
[6] https://www.dailymail.co.uk/news/article-10136275/Unpaid-Covid-fines-taken-bank-accounts-seized-homes-Queensland.html
[3] http://www.nhs.uk/WinterVaccinations
[2] https://www.dailymail.co.uk/news/article-10146729/Covid-19-Australia-Melbourne-protests-erupt-against-vaccine-mandate-new-laws.html
[2] https://www.thesun.co.uk/news/16564309/covid-cases-death-toll-increase-october/?utm_medium=Social&utm_campaign=sunmaintwitter&utm_source=Twitter#Echobox=1635443665
[2] https://www.dailymail.co.uk/news/article-10135985/Elderly-couple-reunited-spending-100-DAYS-apart-hospital-Covid.html
[1] https://gov.wales/get-your-nhs-covid-pass
[1] https://bit.ly/3vMQ15L
[1] https://bit.ly/3Ct7liy
[1] http://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-vaccination/coronavirus-vaccine

Top URLs in Tweet in G8:
[2] https://twitter.com/LloydCymru/status/1448735219998208003
[1] https://www.sfchronicle.com/bayarea/article/Definition-of-fully-vaccinated-could-16569873.php
[1] https://www.independent.co.uk/news/health/covid-lab-wolverhampton-immensa-tests-result-b1945785.html?fbclid=IwAR09TU8zT21Jke-k4eU8QQk0cXS83k24GrOqwXOwWU1CxMIAIUI7kAhADqE
[1] https://inews.co.uk/news/health/covid-cases-positive-test-results-south-west-england-immensa-lab-errors-1272830
[1] https://twitter.com/tomjs/status/1454007342119403525
[1] https://twitter.com/AlisonGeorge10/status/1454383483099430912
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/healthandsocialcare/conditionsanddiseases/articles/coronaviruscovid19/latestinsights
[1] https://www.bmj.com/content/375/bmj.n2641.full
[1] https://twitter.com/UKHSA/status/1453674156109844480
[1] https://www.bmj.com/content/375/bmj.n2573?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage

Top URLs in Tweet in G9:
[1] https://www.newbernsj.com/story/news/2020/12/11/covid-vaccine-first-nrna-based-what-does-mean/3856731001/

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/technology/2021/10/28/facebook-covid-misinformation/
[1] https://trib.al/DOY7rJL
[1] https://www.youtube.com/watch?v=CM-aeiHrsfc&feature=youtu.be

[1] https://ino.to/jA7YPyR
[1] https://bit.ly/3GtvYy2
[1] https://bit.ly/3blXGyt

Top Domains
Top Domains in Tweet in Entire Graph:
[346] twitter.com
[113] co.uk
[87] theguardian.com
[47] bit.ly
[46] nytimes.com
[42] trib.al
[41] youtube.com
[38] orlandosentinel.com
[35] com.br
[32] newsmax.com

Top Domains in Tweet in G1:
[94] twitter.com
[16] com.br
[16] co.uk
[15] youtube.com
[14] fineartamerica.com
[12] blogspot.com
[11] theguardian.com
[10] nytimes.com
[9] msn.com
[9] foxnews.com

Top Domains in Tweet in G2:
[10] ndtv.com
[8] reuters.com
[5] nytimes.com
[4] trib.al
[3] twitter.com
[2] nyti.ms
[2] reut.rs
[2] indiatimes.com
[2] latimes.com
[2] cnn.it

Top Domains in Tweet in G3:
[33] orlandosentinel.com
[7] nypost.com
[6] foxnews.com
[3] twitter.com
[2] theguardian.com
[1] theepochtimes.com
[1] thehill.com
[1] trendingpolitics.com

Top Domains in Tweet in G4:
[7] youtube.com
[4] twitter.com
[2] co.uk
[2] theguardian.com
[2] rumble.com
[2] nytimes.com
[1] cnn.com
[1] insider.com
[1] com.au
[1] vancouversun.com

Top Domains in Tweet in G5:
[4] gothamist.com
[3] theguardian.com
[3] co.uk
[2] ac.uk
[2] twitter.com
[1] geertvandenbossche.org
[1] nhsinform.scot
[1] elsevierhealth.com
[1] stv.tv
[1] torysleazeuk.com

Top Domains in Tweet in G6:
[27] newsmax.com
[2] ctvnews.ca
[1] bit.ly
[1] twitter.com

Top Domains in Tweet in G7:
[17] co.uk
[16] theguardian.com
[5] nhs.uk
[3] twitter.com
[2] bit.ly
[1] gov.wales
[1] theexpose.uk
[1] doctors4covidethics.org

Top Domains in Tweet in G8:
[10] twitter.com
[4] co.uk
[3] bmj.com
[2] theguardian.com
[1] sfchronicle.com
[1] gov.uk
[1] nhs.uk
[1] who.int
[1] bit.ly
[1] org.uk

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

Top Domains in Tweet in G10:
[2] bit.ly
[1] washingtonpost.com
[1] trib.al
[1] youtube.com
[1] ino.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[236] covid
[178] covid19
[103] covid_19
[38] coronavirus
[20] ugmoving4wd
[17] vaccination
[17] tuskeroktobafest2021
[16] g20
[15] vaccine
[13] cuba



Top Hashtags in Tweet in G1:
[51] covid
[36] covid19
[14] coronavirus
[14] covid_19
[11] news
[5] vaccine
[5] health
[4] mexico
[4] covidvaccine
[4] cuba

Top Hashtags in Tweet in G2:
[8] covid
[8] canceloctoberexam2021
[4] reopen_iit_nit_iiit
[3] covid19
[2] covid_19
[2] india
[2] cancelniosexam2021
[2] longread
[2] reopencolleges
[2] reopendu

Top Hashtags in Tweet in G3:
[1] howtoliewithstatistics
[1] arizona
[1] vaccinemandates
[1] jasonmomoa
[1] aquaman
[1] covid19

Top Hashtags in Tweet in G4:
[7] endthefear
[2] rise
[2] itwasascam
[2] covid
[1] novaccinepassports
[1] covid_19_gesetz
[1] today

Top Hashtags in Tweet in G5:
[8] covidinquirynow
[3] followbackfriday
[1] katiepersinger
[1] fbpe
[1] r4today
[1] me
[1] cfs

Top Hashtags in Tweet in G7:
[5] teenage
[5] vaccination
[3] covid19vaccine
[2] covid
[1] g20romesummit
[1] stopthespread
[1] rbwmtogether
[1] torycovidcatastrophe
[1] nuremberg2
[1] johnsonout

Top Hashtags in Tweet in G8:
[9] covid19
[7] coronavirus
[7] sarscov2
[3] yournhsneedsyou
[2] covidinquirynow
[1] accountability
[1] johnsonout
[1] saveournhs
[1] mentalhealth
[1] lifelineforlondon

Top Hashtags in Tweet in G10:
[1] covid
[1] novaccinepassports
[1] cop26glasgow
[1] auspol
[1] coronavirus

Top Words
Top Words in Tweet in Entire Graph:
[8050] covid
[2369] 19
[845] vaccine
[605] people
[448] more
[372] vaccinated
[361] over
[342] contra
[306] year
[302] cases

Top Words in Tweet in G1:
[955] covid
[404] 19
[66] vaccine
[58] people
[51] #covid
[46] more
[43] cases
[41] contra
[37] 10
[36] #covid19

Top Words in Tweet in G2:
[105] covid
[33] 19
[24] cases
[14] nytimes
[14] india
[13] surge
[12] vaccine
[12] pmoindia
[11] people
[11] narendramodi

Top Words in Tweet in G3:
[117] covid
[40] mandates
[39] florida
[36] without
[35] 19
[34] govrondesantis
[31] karol
[31] vaccine
[27] rate
[26] lowest

Top Words in Tweet in G4:
[117] covid
[47] australia
[41] jamesmelville
[26] health
[22] people
[20] police
[19] fluvoxamine
[19] seize
[19] people's
[19] homes

Top Words in Tweet in G5:
[106] covid
[30] over
[30] ve
[28] twice
[27] zoe
[27] study
[25] emmakennedy
[23] numbers
[23] being
[22] email

Top Words in Tweet in G6:
[84] covid
[60] lowest
[59] florida
[55] states
[55] vaccine
[54] mandates
[53] case
[53] rate
[53] united
[53] without

Top Words in Tweet in G7:
[56] covid
[28] 19
[27] more
[15] changes
[15] everything
[14] draseemmalhotra
[14] vaccine
[13] flu
[11] mailonline
[10] life

Top Words in Tweet in G8:
[111] covid
[25] children
[19] more
[18] people
[17] school
[16] tomjs
[15] kids
[15] test
[15] infection
[14] week

Top Words in Tweet in G9:
[5] thatsnotmine125
[5] pawley_robert
[5] alex_on_a14
[5] temple_surly
[5] ghoppe
[5] mdrisette
[5] jsaholmes
[5] browningneelyn
[5] mcfunny
[4] andylumm

Top Words in Tweet in G10:
[98] covid
[51] private
[35] vaccine
[28] berniespofforth
[26] over
[26] jets
[25] cop26
[25] carbon
[25] super
[25] spreader

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2306] covid,19
[250] contra,covid
[212] covid,vaccine
[147] 19,vaccine
[125] covid,deaths
[117] fully,vaccinated
[114] vaccine,mandate
[112] lowest,covid
[109] covid,cases
[99] florida,lowest

Top Word Pairs in Tweet in G1:
[389] covid,19
[35] contra,covid
[25] 19,vaccine
[20] covid,vaccine
[15] covid,cases
[13] 19,pandemic
[12] fully,vaccinated
[12] during,covid
[11] covid,deaths
[10] covid,vaccines

Top Word Pairs in Tweet in G2:
[32] covid,19
[10] covid,cases
[6] britain,lifted
[6] lifted,nearly
[6] nearly,covid
[6] covid,restrictions
[6] restrictions,july
[6] july,midst
[6] midst,another
[6] another,surge

Top Word Pairs in Tweet in G3:
[35] covid,19
[24] lowest,covid
[21] case,rate
[21] fraud,phony
[20] nikkifried,fraud
[19] rate,country
[19] vaccine,mandates
[18] florida,lowest
[18] 19,case
[18] country,without

Top Word Pairs in Tweet in G4:
[19] seize,people's
[19] people's,homes
[18] covid,19
[12] heartened,cnn
[12] cnn,finally
[12] finally,reported
[12] reported,positively
[12] positively,repurposed
[12] repurposed,generic
[12] generic,drug

Top Word Pairs in Tweet in G5:
[23] zoe,covid
[22] ve,email
[22] email,zoe
[22] covid,study
[22] study,telling
[22] telling,case
[22] case,numbers
[22] numbers,twice
[22] twice,re
[22] re,being

Top Word Pairs in Tweet in G6:
[54] lowest,covid
[53] florida,lowest
[53] covid,case
[53] case,rate
[53] rate,united
[53] united,states
[53] states,without
[53] without,mask
[53] mask,mandates
[53] mandates,vaccine

Top Word Pairs in Tweet in G7:
[28] covid,19
[15] changes,everything
[14] draseemmalhotra,changes
[8] flu,covid
[8] 19,both
[8] both,life
[8] life,threatening
[8] threatening,spread
[8] spread,more
[8] more,easily

Top Word Pairs in Tweet in G8:
[14] school,age
[14] age,children
[12] covid,19
[11] child,covid
[9] covid,deaths
[8] secondary,school
[7] #coronavirus,#covid19
[7] #covid19,#sarscov2
[7] 11,secondary
[7] children,25

Top Word Pairs in Tweet in G9:
[5] pawley_robert,alex_on_a14
[5] alex_on_a14,temple_surly
[5] temple_surly,ghoppe
[5] ghoppe,mdrisette
[5] mdrisette,jsaholmes
[5] jsaholmes,browningneelyn
[4] thatsnotmine125,frugalsues
[4] frugalsues,pawley_robert
[3] browningneelyn,andylumm
[3] andylumm,barryjohnreid21

Top Word Pairs in Tweet in G10:
[26] private,jets
[25] cop26,covid
[25] covid,carbon
[25] carbon,super
[25] super,spreader
[25] spreader,event
[25] event,private
[25] private,air
[25] air,fields
[25] fields,over

Top Replied-To
Top Replied-To in Entire Graph:
@karol
@deborahmeaden
@kit_yates_maths
@thatsnotmine125
@cwb95735369
@bogdanwator
@lucygobag
@kiwicom247
@rwtaylors
@realdenisewelch

Top Replied-To in G2:
@thehill
@ani
@_serene_96
@laurenmftroy
@allcbsenews
@cbseindia29
@aijnsa_official
@pennslytckysue
@maarthappad
@niosunion

Top Replied-To in G3:
@karol
@piersmorgan
@charliecrist
@tsxer123
@denycepeto
@stashkalee
@fpwellman
@aviationtech
@snowmanomics
@foxnews

Top Replied-To in G4:
@hope4humanitysa
@andystapley4

Top Replied-To in G5:
@realdenisewelch
@emmakennedy
@timspector
@grubelhauer
@traceyw1981
@emmeejacobs
@carmillapixel
@mathysroland
@humzayousaf
@catlogic2020

Top Replied-To in G6:
@jarrodbearden
@canidiantwit

Top Replied-To in G7:
@iromg
@talkradio
@wanderlic1
@jeremy_hunt
@sajidjavid
@cpsuk

Top Replied-To in G8:
@kit_yates_maths
@theipaper
@danielgoyal
@andrew_croxford
@ewayedd
@hockeytown99
@dvaughan121
@tomjs
@dr2nisreenalwan
@trussliz

Top Replied-To in G9:
@thatsnotmine125
@mcfunny

Top Replied-To in G10:
@washingtonpost
@drdavidsamadi
@berniespofforth

Top Mentioned
Top Mentioned in Entire Graph:
@pudynzayn
@ericmmatheny
@trejames_
@jamesmelville
@drsimonegold
@newsmax
@govrondesantis
@liz_wheeler
@berniespofforth
@andcolorpocket

Top Mentioned in G1:
@hiremaidea
@lntribune
@achan2021
@charles_gaba
@gdp1eracia
@ideagov
@multinews_lv
@vuuzle
@aaamediagroup

Top Mentioned in G2:
@nytimes
@pmoindia
@narendramodi
@ndtv
@hmoindia
@reuters
@niostwit
@ani
@profsarojsharma
@anubha1812

Top Mentioned in G3:
@govrondesantis
@karol
@nikkifried
@nypost
@removeron
@maajidnawaz
@dwuhlfelderlaw
@foxnews
@flsurgeongen
@christinapushaw

Top Mentioned in G4:
@jamesmelville
@petersweden7
@covid19critical
@youtube
@martymakary
@gerdosi
@covid19crusher
@truthp0st
@john_mcguirk
@a_c_d_p

Top Mentioned in G5:
@emmakennedy
@goodlawproject
@jujuliagrace
@charles83230639
@dem_cath
@humzayousaf
@beany_1
@morning_joe
@realdenisewelch
@timspector

Top Mentioned in G6:
@ericmmatheny
@newsmax
@ltgovnunez
@donaldjtrumpjr
@ctvcalgary
@oann
@stefkleinhenz
@angel39592652
@spitfirewa
@bill_murphy313

Top Mentioned in G7:
@draseemmalhotra
@mailonline
@nhsuk
@borisjohnson
@talkradio
@dailymailuk
@drhoenderkamp
@sajidjavid
@kathyconwom
@novavax

Top Mentioned in G8:
@tomjs
@tigressellie
@dgurdasani1
@kit_yates_maths
@theipaper
@mayoroflondon
@danielgoyal
@dr2nisreenalwan
@bmj_latest
@reicherstephen

Top Mentioned in G9:
@pawley_robert
@alex_on_a14
@temple_surly
@ghoppe
@mdrisette
@jsaholmes
@browningneelyn
@andylumm
@wendyorent
@mcfunny

Top Mentioned in G10:
@berniespofforth
@aginnt
@drdavidsamadi
@robbieprouse
@washingtonpost
@seagullrm
@aussiebotstudio
@sbsnews
@ccdhate
@imi_ahmed

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@la_patilla
@infoitinterno
@tomthunkitsmind
@kompascom
@lasillarota
@berkleybearnews
@zyiteblog
@republikaonline
@afropages

Top Tweeters in G1:
@infoitinterno
@berkleybearnews
@jcc_news
@andyvermaut
@poandpo
@jenkers_ru
@tempodotco
@beritasatu
@vonivar
@therussophile

Top Tweeters in G2:
@world_news_eng
@thehill
@cnnnews18
@ndtv
@indianexpress
@reuters
@coronaupdatebot
@timesofindia
@aajtak
@ani

Top Tweeters in G3:
@schwingcat
@loulachat
@jeffreymeursing
@vmbritsch
@foxnews
@eclectelectric
@nypost
@perezhilton
@palomacreative
@patamador1

Top Tweeters in G4:
@robertklemedss1
@jjdemul
@robinit66
@john_mcguirk
@joellehamilto10
@edrennie77
@chinesepop
@briansouth10
@ianwilgoose
@pauldesproperty

Top Tweeters in G5:
@catwoman1979
@neric16
@kingking3107
@starterpat
@ellen_coyle
@stvnews
@citzgirl
@socialwjustice1
@sro459
@andrewremaineu

Top Tweeters in G6:
@micropan44
@ericmmatheny
@nezhegg
@ctvcalgary
@sophie55179587
@billformor
@oann
@tommy15616
@newsmax
@hilaryannrobin2

Top Tweeters in G7:
@daily_express
@dailymirror
@thesun
@mailonline
@dailymailuk
@nomoetrouble
@lsw12612672511
@iromg
@oak77uk
@nat1807

Top Tweeters in G8:
@inabster
@scott1984fp
@guardian
@markrowantree
@nickstevenson63
@xpressanny
@mancunianmedic
@andreww66619812
@theipaper
@chrismaslanka

Top Tweeters in G9:
@tony__heller
@michaelbranniga
@monstercoyliar
@wjack76995
@takethatct
@mcfunny
@jsaholmes
@wendyorent
@carlsmythe
@geoffschuler

Top Tweeters in G10:
@cece_23spalding
@washingtonpost
@mariebe10098426
@7newssydney
@maniseku
@debsinger2
@katerobinson925
@sbsnews
@beesting
@starshipalves


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