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public health_2021-11-20_04-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 20, 2021
Short Description:
public health via NodeXL https://bit.ly/3HHdQkK
@sajidjavid
@penelopemkz
@drelidavid
@kit_yates_maths
@drericding
@jujuliagrace
@alisongeorge10
@pmgpsc
@bmj_latest
@annasphilipps

Top hashtags:
#covid19
#worldtoiletday
#bijuswasthyakalyanyojana
#kendujhar

Description:
Description
The graph represents a network of 9,711 Twitter users whose tweets in the requested range contained "public health", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 20 November 2021 at 12:39 UTC.

The requested start date was Saturday, 20 November 2021 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, 1-hour, 26-minute period from Wednesday, 17 November 2021 at 09:40 UTC to Friday, 19 November 2021 at 11:07 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 : 9711
Unique Edges : 5284
Edges With Duplicates : 12325
Total Edges : 17609
Number of Edge Types : 5
Retweet : 5833
MentionsInRetweet : 7496
Tweet : 1446
Mentions : 2035
Replies to : 799
Self-Loops : 1480
Reciprocated Vertex Pair Ratio : 0.00962512664640324
Reciprocated Edge Ratio : 0.0190667335674862
Connected Components : 1717
Single-Vertex Connected Components : 490
Maximum Vertices in a Connected Component : 4337
Maximum Edges in a Connected Component : 9542
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.326548
Graph Density : 0.00010568031984284
Modularity : 0.583113
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,711 Twitter users whose tweets in the requested range contained "public health", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 20 November 2021 at 12:39 UTC.

The requested start date was Saturday, 20 November 2021 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, 1-hour, 26-minute period from Wednesday, 17 November 2021 at 09:40 UTC to Friday, 19 November 2021 at 11:07 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 : public health
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:
[34] https://www.science.org/doi/10.1126/science.abn2566?cookieSet=1
[28] https://www.bmj.com/content/375/bmj-2021-068302
[26] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds
[22] https://www.americaoutloud.com/covid-19-vaccine-induce-disease-emerges-as-leading-public-health-threat/
[22] https://www.bristol.ac.uk/jobs/find/details/?jobId=262554&jobTitle=Public
[22] Health
[22] Research
[22] Programme
[22] Manager
[11] https://www.bmj.com/content/375/bmj.n2729

Top URLs in Tweet in G1:
[4] https://www.americaoutloud.com/covid-19-vaccine-induce-disease-emerges-as-leading-public-health-threat/
[1] https://twitter.com/ZekeJMiller/status/1460986264962875401
[1] https://www.folkhalsomyndigheten.se/
[1] https://twitter.com/theipaper/status/1460669080038481927
[1] https://eugyppius.substack.com/p/booster-doses-are-extremely-dangerous
[1] https://twitter.com/HarveytheSavage/status/1460869732920401924

Top URLs in Tweet in G2:
[9] https://www.bmj.com/content/375/bmj-2021-068302
[5] https://trib.al/jgq08R7
[4] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds?CMP=Share_iOSApp_Other
[4] https://www.bmj.com/content/375/bmj.n2729
[3] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds
[3] https://www.standard.co.uk/news/london/london-health-city-hall-public-toilets-b967069.html
[3] https://www.telegraph.co.uk/news/2021/11/18/unreformed-nhs-threatens-lock-britain-new-public-health-crisis/
[2] https://kingston.public-i.tv/core/portal/webcast_interactive/566081
[2] https://www.americaoutloud.com/covid-19-vaccine-induce-disease-emerges-as-leading-public-health-threat/
[2] https://www.healthysuffolk.org.uk/alcoholhub

Top URLs in Tweet in G3:
[3] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds
[3] https://www.forbes.com/sites/roberthart/2021/11/18/mask-wearing-cuts-new-covid-19-cases-by-53-its-the-best-public-health-measure-against-the-virus-study-finds/?utm_campaign=forbes&utm_source=facebook&utm_medium=social&utm_term=Gordie&sh=5e5fff1d12ab
[3] https://www.yournhsneedsyou.com/
[1] https://www.indy100.com/celebrities/gillian-mckeith-unvaccinated-men-sperm-b1958451
[1] https://twitter.com/lner/status/1461606377651163138
[1] https://twitter.com/smithwax2/status/1461498534969098243
[1] https://twitter.com/msm_monitor/status/1461261484718104581
[1] https://fabians.org.uk/event/prescription-for-fairness-health-inequalities-launch-event/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=f469095e-485f-11ec-955c-6c77646c766c&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0xOC9tYXNrcy1jdXQtY292aWQtcmlzay1pbi1oYWxmLWluLXJldmlldy1vZi1wdWJsaWMtaGVhbHRoLW1lYXN1cmVz
[1] https://www.theguardian.com/commentisfree/2021/nov/17/south-korea-covid-uk-pandemic

Top URLs in Tweet in G4:
[1] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds?CMP=Share_iOSApp_Other
[1] https://twitter.com/VincentRK/status/1456710680426520576
[1] https://jacobinmag.com/2021/11/australia-neo-nazis-covid-19-protests-uad/
[1] https://www.canada.ca/en/public-health/services/diseases/2019-novel-coronavirus-infection/prevention-risks/about-non-medical-masks-face-coverings.html
[1] https://twitter.com/ProfSunnySingh/status/1461273971001810944
[1] https://inews.co.uk/news/f35-plane-crash-fight-jet-hms-queen-elizabeth-crashes-mediterranean-pilot-ejects-1306024?ito=twitter_share_article-top

Top URLs in Tweet in G5:
[34] https://www.science.org/doi/10.1126/science.abn2566?cookieSet=1
[9] https://www.bmj.com/content/375/bmj-2021-068302
[6] https://www.bmj.com/content/375/bmj.n2729
[2] https://www.thecrimson.com/article/2021/11/18/mina-resigns-becomes-cso-emed/
[2] https://bmj.com/content/375/BM
[2] http://www.ukpublichealthscience.org/
[1] https://twitter.com/govkathyhochul/status/1461342148238921737
[1] https://time.com/5912705/covid-19-stop-spread-christmas/?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_term=ideas_covid-19&linkId=104733190
[1] https://twitter.com/GovKathyHochul/status/1461137374839250949
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=f469095e-485f-11ec-955c-6c77646c766c&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0xOC9tYXNrcy1jdXQtY292aWQtcmlzay1pbi1oYWxmLWluLXJldmlldy1vZi1wdWJsaWMtaGVhbHRoLW1lYXN1cmVz

Top URLs in Tweet in G6:
[1] https://www.skynews.com.au/australia-news/coronavirus/melbourne-protests-sparked-by-daniel-andrews-heavyhanded-covid-response-dr-nick-coatsworth/news-story/ac5d00fd4198e34dd2ed9c7d238908a7
[1] https://twitter.com/judyandhuahua/status/1459130014457208838
[1] https://twitter.com/katepri35772611/status/1460904358430658561
[1] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds
[1] https://twitter.com/nick_coatsworth/status/1461442199678164995
[1] https://www.couriermail.com.au/remote/check_cookie.html?url=https%3a%2f%2fwww.couriermail.com.au%2fcoronavirus%2fscott-morrison-calls-on-states-to-relax-mandatory-vaccine-laws%2fnews-story%2f5a5881d1692f2b6316c7ef2bd8fee7d2
[1] https://www.coronavirus.vic.gov.au/checklist
[1] https://www.croakey.org/community-independent-stands-up-for-public-health-in-the-fight-against-covid-and-climate-disinformation/
[1] https://www.theguardian.com/australia-news/2021/jun/18/friendlyjordies-arrest-by-nsw-police-fixated-persons-unit-questioned-by-former-top-prosecutor
[1] https://twitter.com/EileenGrasha/status/1461260135700086788

Top URLs in Tweet in G7:
[1] https://www.theguardian.com/world/2021/nov/17/wearing-masks-single-most-effective-way-to-tackle-covid-study-finds
[1] https://twitter.com/JuliaRaifman/status/1456227114869575680
[1] https://twitter.com/DrFrancesRyan/status/1461232275249680387
[1] https://www.youtube.com/watch?v=zTbLai2GaQM


Top URLs in Tweet in G8:
[2] https://twitter.com/c19testfinders/status/1460967191482933253?s=21
[1] https://www.lshtm.ac.uk/newsevents/news/2021/corporate-influence-linked-slow-implementation-public-health-policies-globally?utm_source=Twitter&utm_medium=Social+Media&utm_campaign=Corporate+influence+linked+to+slow+implementation+of+public+health+policies+globally
[1] https://twitter.com/jljcolorado/status/1376290976172490754
[1] https://ontarioliberal.ca/ontario-liberals-call-for-immediate-action-on-covid-19-to-protect-ontarians-and-prevent-more-closures/
[1] https://twitter.com/plenary_session/status/1458781556919574529
[1] https://twitter.com/ID_ethics/status/1405680473423060995?s=20
[1] https://www.cbc.ca/news/politics/iain-stewart-leaving-phac-1.6206309
[1] https://ottawa.ctvnews.ca/ontario-will-start-immunizing-children-against-covid-19-this-month-moore-1.5669652
[1] https://ottawacitizen.com/news/local-news/message-shift-on-airborne-transmission-of-covid-19-seen-as-positive-but-late
[1] https://flip.it/sPpVpf

Top URLs in Tweet in G9:
[4] https://www.vox.com/22774745/death-threats-election-workers-public-health-school
[2] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/907616/s0650-direct-indirect-impacts-covid-19-excess-deaths-morbidity-sage-48.pdf
[1] https://twitter.com/msm_monitor/status/1461261484718104581
[1] https://twitter.com/bbcscotnine/status/1460724135580119042
[1] https://twitter.com/james14840315/status/1460876595049213956
[1] https://twitter.com/CommonsPACAC/status/1435871300023685121
[1] https://twitter.com/travellingtabby/status/1461401824502689799
[1] https://twitter.com/PeterStefanovi2/status/1461384213819793415?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.torysleazeuk.com/d
[1] http://rates.How

Top URLs in Tweet in G10:
[6] https://www.americaoutloud.com/covid-19-vaccine-induce-disease-emerges-as-leading-public-health-threat/
[1] https://globalcovidsummit.org/news/watch-talks-from-leading-physicians-at-the-florida-covid-summit
[1] https://www.telegraph.co.uk/news/2021/11/17/sorry-sajid-javid-nhs-does-not-deserve-blind-respect/
[1] https://twitter.com/GeorgeFareed2/status/1461200363013345282?t=c2bSWPvbX3jU0k39j1SvNg&s=19
[1] https://twitter.com/GeorgeFareed2/status/1461200363013345282
[1] https://www.mlive.com/public-interest/2021/11/94-of-its-covid-patients-in-icu-are-unvaccinated-spectrum-health-says.html
[1] https://www.metrowestdailynews.com/story/lifestyle/health-fitness/2021/11/02/covid-19-pandemic-mostly-unvaccinated-patients-icu/6232006001/
[1] https://www.standard.co.uk/news/uk/ppe-mps-commons-public-accounts-committee-government-department-of-health-and-social-care-b939886.html
[1] https://twitter.com/foeselby/status/1460775148810903557

Top Domains
Top Domains in Tweet in Entire Graph:
[337] twitter.com
[81] co.uk
[55] bmj.com
[51] theguardian.com
[46] ac.uk
[34] science.org
[23] org.uk
[23] bloomberg.com
[22] americaoutloud.com
[22] gov.au

Top Domains in Tweet in G1:
[4] americaoutloud.com
[3] twitter.com
[1] folkhalsomyndigheten.se
[1] substack.com

Top Domains in Tweet in G2:
[71] twitter.com
[22] co.uk
[15] bmj.com
[12] theguardian.com
[6] trib.al
[6] quotesaboutaddiction.com
[5] org.uk
[4] ac.uk
[4] google.com
[4] bloomberg.com

Top Domains in Tweet in G3:
[9] twitter.com
[4] theguardian.com
[3] forbes.com
[3] yournhsneedsyou.com
[1] indy100.com
[1] org.uk
[1] bloomberg.com
[1] outlook.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] theguardian.com
[1] jacobinmag.com
[1] canada.ca
[1] co.uk

Top Domains in Tweet in G5:
[34] science.org
[25] bmj.com
[4] twitter.com
[2] thecrimson.com
[2] force.com
[2] co.uk
[2] ukpublichealthscience.org
[1] time.com
[1] bloomberg.com
[1] nytimes.com

Top Domains in Tweet in G6:
[7] twitter.com
[2] com.au
[2] theguardian.com
[1] gov.au
[1] croakey.org
[1] wsj.com

Top Domains in Tweet in G7:
[2] twitter.com
[1] theguardian.com
[1] youtube.com

Top Domains in Tweet in G8:
[8] twitter.com
[2] who.int
[1] ac.uk
[1] ontarioliberal.ca
[1] cbc.ca
[1] ctvnews.ca
[1] ottawacitizen.com
[1] flip.it
[1] news-medical.net
[1] jacobinmag.com

Top Domains in Tweet in G9:
[6] twitter.com
[4] vox.com
[3] co.uk
[2] gov.uk
[1] torysleazeuk.com
[1] rates.how
[1] pfizer.com

Top Domains in Tweet in G10:
[6] americaoutloud.com
[3] twitter.com
[2] co.uk
[1] globalcovidsummit.org
[1] mlive.com
[1] metrowestdailynews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[146] covid19
[61] worldtoiletday
[54] bijuswasthyakalyanyojana
[51] kendujhar
[46] antimicrobialresistance
[39] health
[34] publichealth
[32] waaw
[28] covid_19
[26] contestalert



Top Hashtags in Tweet in G1:
[2] ivermectin
[1] gates
[1] who

Top Hashtags in Tweet in G2:
[14] antimicrobialresistance
[10] worldtoiletday
[9] antibioticresistance
[9] waaw
[8] covid19
[8] health
[7] antibioticguardian
[7] keepantibioticsworking
[5] sharedfacts
[4] jobs

Top Hashtags in Tweet in G3:
[15] wearamask
[13] covid_19
[5] covid19
[3] wearafuckingmaskbojo
[3] yournhsneedsyou
[3] worldcopdday
[2] longcovid
[1] johnsonout
[1] torycovidcatastrophe
[1] vaccinesonly

Top Hashtags in Tweet in G4:
[2] covid19
[2] maskup
[1] welfarenotwarfare

Top Hashtags in Tweet in G5:
[13] bmjinfographic
[11] covid19
[6] publichealth
[4] covid
[4] sarscov2
[3] ihl2021
[3] phsci
[2] metoo
[2] worldantimicrobialawarenessweek
[2] masks

Top Hashtags in Tweet in G6:
[6] thedrum
[3] istandwithdan
[2] lnpcorruptionparty
[1] auspol
[1] hughesvotes
[1] murdochroyalcommission

Top Hashtags in Tweet in G8:
[9] covid19
[8] parisagreement
[6] europeancancersummit
[5] cancer
[4] antimicrobialresistance
[3] onpoli
[3] amr
[3] eios
[2] publichealth
[2] waaw2021

Top Hashtags in Tweet in G9:
[2] yesscots
[1] bbcgms
[1] torycovidcatastrophe

Top Hashtags in Tweet in G10:
[2] lettertofarmer
[1] novaccinemandates
[1] pandemicprofiteers
[1] cronycontracts
[1] torycorruption
[1] tory
[1] factoryfarming
[1] animalwelfare
[1] environment
[1] health

Top Words
Top Words in Tweet in Entire Graph:
[6346] health
[6208] public
[1557] wearing
[1410] covid
[1289] mask
[1135] effective
[1070] single
[989] well
[856] pandemic
[809] measure

Top Words in Tweet in G1:
[567] pandemic
[566] many
[565] desperately
[565] hire
[565] doctors
[565] nurses
[565] certainly
[565] fire
[564] drelidavid
[34] health

Top Words in Tweet in G2:
[557] health
[513] public
[112] covid
[78] 19
[57] people
[51] more
[39] measures
[37] one
[31] pandemic
[30] global

Top Words in Tweet in G3:
[318] health
[299] public
[206] jujuliagrace
[187] mask
[186] effective
[179] wearing
[176] single
[176] covid
[174] measure
[172] incidence

Top Words in Tweet in G4:
[830] well
[568] wearing
[329] public
[315] health
[291] mask
[288] masks
[286] effective
[285] single
[278] drericding
[276] looks

Top Words in Tweet in G5:
[243] health
[227] public
[142] mask
[141] covid
[140] wearing
[137] measures
[123] erictopol
[116] bmj_latest
[108] 53
[95] review

Top Words in Tweet in G6:
[228] health
[224] public
[139] measures
[109] sympathising
[109] anti
[109] vaxxer
[109] nazis
[109] opposing
[109] saved
[109] thousands

Top Words in Tweet in G7:
[222] public
[222] health
[201] mask
[200] wearing
[196] masks
[196] effective
[195] know
[195] single
[195] kit_yates_maths
[194] measure

Top Words in Tweet in G8:
[90] public
[86] health
[28] people
[23] huge
[23] airborne
[18] cover
[17] best
[17] friend
[17] quit
[17] nursing

Top Words in Tweet in G9:
[128] public
[126] health
[120] bbc
[94] scottish
[60] political
[57] feel
[57] advice
[56] johnnydundee
[56] damaged
[56] govt

Top Words in Tweet in G10:
[135] public
[135] health
[108] question
[108] gone
[108] secretary
[107] know
[106] answers
[106] valid
[106] time
[105] penelopemkz

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4903] public,health
[1202] mask,wearing
[1086] effective,public
[1052] single,effective
[1050] wearing,single
[790] health,measure
[592] well,well
[576] doctors,nurses
[575] pandemic,desperately
[575] desperately,hire

Top Word Pairs in Tweet in G1:
[565] pandemic,desperately
[565] desperately,hire
[565] hire,many
[565] many,doctors
[565] doctors,nurses
[565] nurses,certainly
[565] certainly,fire
[564] drelidavid,pandemic
[15] public,health
[7] remember,dr

Top Word Pairs in Tweet in G2:
[394] public,health
[69] covid,19
[27] health,measures
[21] mental,health
[18] reducing,incidence
[15] health,crisis
[15] mask,wearing
[14] health,measure
[13] effective,public
[12] health,care

Top Word Pairs in Tweet in G3:
[270] public,health
[178] mask,wearing
[178] effective,public
[176] wearing,single
[176] single,effective
[174] health,measure
[171] measure,tackling
[171] tackling,covid
[168] covid,reducing
[168] reducing,incidence

Top Word Pairs in Tweet in G4:
[552] well,well
[313] public,health
[290] mask,wearing
[285] wearing,single
[285] single,effective
[285] effective,public
[276] well,looks
[276] looks,wearing
[276] wearing,masks
[276] masks,doesn

Top Word Pairs in Tweet in G5:
[224] public,health
[123] mask,wearing
[122] health,measures
[79] systematic,review
[76] bmj_latest,systematic
[76] review,72
[76] 72,studies
[76] studies,public
[76] measures,vs
[76] vs,covid

Top Word Pairs in Tweet in G6:
[205] public,health
[132] health,measures
[109] sympathising,anti
[109] anti,vaxxer
[109] vaxxer,nazis
[109] nazis,opposing
[109] opposing,public
[109] measures,saved
[109] saved,thousands
[109] thousands,australian

Top Word Pairs in Tweet in G7:
[222] public,health
[196] mask,wearing
[196] effective,public
[195] wearing,single
[195] single,effective
[194] health,measure
[191] case,didn
[191] didn,already
[191] already,know
[191] know,masks

Top Word Pairs in Tweet in G8:
[78] public,health
[17] best,friend
[17] friend,quit
[17] quit,nursing
[17] nursing,phenomenal
[17] phenomenal,nurse
[17] nurse,masters
[17] masters,degree
[17] degree,huge
[17] huge,loss

Top Word Pairs in Tweet in G9:
[119] public,health
[57] health,advice
[56] feel,bbc
[56] bbc,damaged
[56] damaged,scottish
[56] scottish,govt
[56] govt,public
[56] advice,political
[56] political,reasons
[56] reasons,genuinely

Top Word Pairs in Tweet in G10:
[108] health,secretary
[106] secretary,answers
[106] answers,valid
[106] valid,question
[106] question,public
[106] public,know
[106] know,time
[106] time,gone
[105] penelopemkz,health
[105] gone,sa

Top Replied-To
Top Replied-To in Entire Graph:
@sajidjavid
@sandeshgulhane
@bbcgaryr
@stephennolan
@julio97000572
@nothapp17214215
@govkristinoem
@juliahb1
@ntbreakfast
@nick_coatsworth

Top Replied-To in G1:
@cowbridge1957
@jamesmelville
@thomastesla7
@zoeferry4

Top Replied-To in G3:
@sajidjavid
@gmai_sutton
@munsternut
@jujuliagrace
@lner
@everydoctoruk
@juliahb1
@john54barnes
@talkradio
@protect_ncs

Top Replied-To in G4:
@drericding
@todd__s

Top Replied-To in G5:
@erictopol
@helenoleslie
@kamranabbasi
@naomiosaka
@fitterhappieraj
@prof_nicktalley
@chrishendel
@ak90881221
@covidupdate2020

Top Replied-To in G6:
@danielandrewsmp
@jcooki1
@timwilsonmp
@drzoehyde
@lesstonehouse
@nick_coatsworth
@storieswfh
@smeci5
@sunriseon7
@sbsnews

Top Replied-To in G7:
@inthenorthofuk
@sajidjavid

Top Replied-To in G8:
@who
@amitaryamd
@carymarules
@drandrewb
@stevendelduca
@eric_carroll
@shawnagofabpoli
@ctvnews
@nomorebooks
@bnodesk

Top Replied-To in G9:
@sandeshgulhane
@bbcgaryr
@bbcscotnine
@scottories
@nigel_farage
@juliahb1
@darrengrimes_
@radge01
@steamingwhale
@johnnydundee

Top Replied-To in G10:
@jeremyvineon5
@yardleyshooting
@sandraweeden
@theinsiderpaper
@tzcttwit
@auldskin
@lbc
@hjelliwell
@shaunbrogdon
@pictureladyjan

Top Mentioned
Top Mentioned in Entire Graph:
@drelidavid
@drericding
@jujuliagrace
@kit_yates_maths
@erictopol
@bmj_latest
@vic_rollison
@drfrancesryan
@penelopemkz
@sa

Top Mentioned in G1:
@drelidavid
@mschlapp
@herkoso
@jai_lies
@jeffthegk
@leavehq
@shellenbergermd
@keysers09242929
@nakadai_mon
@adzstats

Top Mentioned in G2:
@allentien
@amaze19901
@kamusarup
@brilliant_1990
@45bestwords
@levinsonpauline
@51tjk
@mjnenews
@bsapasig
@polidigitaluk

Top Mentioned in G3:
@jujuliagrace
@sajidjavid
@smithwax2
@daveatherton20
@borisjohnson
@ros_hutchinson
@kevinrampling
@alisongeorge10
@nhs
@philmyers53

Top Mentioned in G4:
@drericding
@adamsmiller
@lauramiers
@nidhalaigh
@newsbfm
@jacobin
@gcoms_uk
@jujuliagrace
@davidsteadson
@vfpuk

Top Mentioned in G5:
@erictopol
@bmj_latest
@sciencemagazine
@atlefretheim
@davidsteadson
@susanmichie
@paulglasziou
@michaelmina_lab
@thelancet
@soniaboender

Top Mentioned in G6:
@vic_rollison
@pmgpsc
@danielandrewsmp
@drajm
@nica87363148
@augersmonster
@murraywatt
@grayconnolly
@marythkelly
@jonesmick739

Top Mentioned in G7:
@kit_yates_maths
@andrewmaketweet
@drericding
@juliaraifman
@drkateharrison
@johnnydundee
@soniaboender
@sajidjavid
@borisjohnson
@jacob_rees_mogg

Top Mentioned in G8:
@who
@ohcarolinian
@fordnation
@drmarianeira
@veromanfrve
@torontopolice
@jljcolorado
@bnodesk
@nilikm
@carymarules

Top Mentioned in G9:
@johnnydundee
@stfilansdream
@gmcuk
@bjcruickshank
@bbcscotlandnews
@loufenwick
@scotgov
@nicolasturgeon
@scottories
@murdo_fraser

Top Mentioned in G10:
@penelopemkz
@sa
@georgefareed2
@drelidavid
@mrjamesob
@steviatherton
@yardleyshooting
@flyck66
@tonymar68854421
@sandraweeden

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@threadreaderapp
@cybersec_feeds
@jurylady5
@world_news_eng
@andyvermaut
@56perumal
@moonbootica
@roblwilson
@jude_mugabi

Top Tweeters in G1:
@mooncindylu
@bakersonpeekay
@oldbid45
@mpls55418
@sheelaghg
@itsjustjill
@wittsheryl
@ladyrosmarino
@barbiebrox
@neesietweets

Top Tweeters in G2:
@andyvermaut
@prpnews
@pairsonnalitesn
@hagiwararyu11
@dataaugmented
@frontendla
@vg123e
@allentien
@fox10phoenix
@g_orl

Top Tweeters in G3:
@tshep42
@lner
@loonylaura
@imoanalothutchy
@kingsmeadmrt
@micksterl_1
@ft
@zuperpie
@lance63
@neighbour_kx

Top Tweeters in G4:
@curiocat13
@profsunnysingh
@silvrib
@lorettabower3
@aquarius1049
@lkjtexas
@lellingw
@demiurgotuiter
@annfinster
@jjohnson2u

Top Tweeters in G5:
@jornalistavitor
@inabster
@inforenique
@daphne_miles
@delalande72
@afis_farisxxvii
@jj_angelus
@cindycinnis
@syawal
@pash22

Top Tweeters in G6:
@ketaminh
@slsandpet
@leel06lee
@cscviews
@thebigship
@docwsjames
@weezmgk
@wsj
@grayconnolly
@msronnyb

Top Tweeters in G7:
@kevthecheff
@caz5697
@starterpat
@ellih53
@sharr73146294
@42_dolphins
@bridgeanne
@bayerninmunchen
@fhayesmccoy
@sarahrosemary3

Top Tweeters in G8:
@paulpaul49
@ctvnews
@ottawacitizen
@sweetie_tweeter
@jodikoberinski
@teach_n_travel
@globalbc
@teambernie27001
@delarunwoman
@nomorebooks

Top Tweeters in G9:
@roblwilson
@catwoman1979
@shirleyyoung2
@johnnydundee
@stfilansdream
@jimmytabuk
@citzgirl
@glaikitgeezer
@deasbad
@bbcscotlandnews

Top Tweeters in G10:
@morrisons
@ailsaforshaw
@awarding_women
@suekeen1
@quangels
@hairlossclinic1
@rubiespal
@_24_com
@jeanniejuno
@lbc


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