PPE, Twitter, 2/21/2021 5:13:45 PM, 249314


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PPE_2021-02-21_01-17-50.xlsx
PPE_2021-02-21_01-17-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2021
Short Description:
PPE via NodeXL https://bit.ly/3bq7BTp
@rachael_swindon
@judyandhuahua
@patientsafe3
@busycactus
@andrewhewat
@godiveunder
@peteradamsmith
@jenlingeman
@cdcdirector
@ellen_coyle

Top hashtags:
#ppe
#kdppe
#perthtanapon
#fmqs
#lofficielxperthplangun
#covid19

Description:
Description
The graph represents a network of 7,909 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 21 February 2021 at 09:27 UTC.

The requested start date was Friday, 19 February 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, 53-minute period from Tuesday, 16 February 2021 at 11:55 UTC to Thursday, 18 February 2021 at 13:49 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 : 7909
Unique Edges : 4877
Edges With Duplicates : 11839
Total Edges : 16716
Number of Edge Types : 5
Retweet : 5105
MentionsInRetweet : 6610
Mentions : 1943
Tweet : 1580
Replies to : 1478
Self-Loops : 1611
Reciprocated Vertex Pair Ratio : 0.0132628976059346
Reciprocated Edge Ratio : 0.0261785912368275
Connected Components : 1267
Single-Vertex Connected Components : 447
Maximum Vertices in a Connected Component : 3036
Maximum Edges in a Connected Component : 7796
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 7.241843
Graph Density : 0.000144137669173495
Modularity : 0.542241
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,909 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 21 February 2021 at 09:27 UTC.

The requested start date was Friday, 19 February 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, 53-minute period from Tuesday, 16 February 2021 at 11:55 UTC to Thursday, 18 February 2021 at 13:49 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 : PPE
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:
[64] https://www.telegraph.co.uk/politics/2021/02/17/snp-ministers-failed-act-warnings-ppe-shortages-pandemic-hit/
[64] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement
[37] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[16] https://www.independent.co.uk/news/health/women-doctors-ppe-wrong-size-b1801684.html
[15] https://www.thetopfamous.com/perth-tanapon-vs-gulf-kanawut-who-is-the-best-actor-in-2021/
[11] https://www.youtube.com/watch?v=a4pV8QS5p54&feature=youtu.be

[8] https://twitter.com/PSSATIONPROJECT/status/1361935133406687238
[7] https://www.instagram.com/accounts/login/
[7] https://www.pressandjournal.co.uk/fp/news/politics/scottish-politics/2848300/ppe-supply/
[7] https://www.bmj.com/content/372/bmj.n442

Top URLs in Tweet in G1:
[58] https://www.telegraph.co.uk/politics/2021/02/17/snp-ministers-failed-act-warnings-ppe-shortages-pandemic-hit/
[7] https://www.pressandjournal.co.uk/fp/news/politics/scottish-politics/2848300/ppe-supply/
[6] https://www.nursingtimes.net/news/coronavirus/investigation-underway-after-scottish-nurse-posts-anonymous-ppe-video-13-05-2020/
[4] https://www.theguardian.com/world/2020/apr/22/revealed-private-firm-running-uk-ppe-stockpile-was-sold-in-middle-of-pandemic
[3] https://www.bbc.co.uk/news/amp/uk-scotland-52327213
[2] https://www.independent.co.uk/news/uk/politics/queen-bailout-coronavirus-sovereign-grant-royal-family-b572508.html
[2] https://twitter.com/peteradamsmith/status/1362347648162942982
[2] https://twitter.com/peteradamsmith/status/1247528951297130499
[2] https://www.bbc.co.uk/news/live/uk-scotland-56045315
[2] https://www.telegraph.co.uk/news/2020/03/28/exercise-cygnus-uncovered-pandemic-warnings-buried-government/

Top URLs in Tweet in G2:
[6] https://www.ripclear.com/
[5] https://www.telegraph.co.uk/politics/2021/02/17/snp-ministers-failed-act-warnings-ppe-shortages-pandemic-hit/
[4] https://www.businessinsider.com/uber-lyft-doordash-grubhub-instacart-protest-ppe-shortages-pandemic-safety-2021-2
[3] https://www.independent.co.uk/news/health/women-doctors-ppe-wrong-size-b1801684.html
[2] https://twitter.com/Kessmaess/status/1361607021359898626
[2] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement
[2] https://www.bmj.com/content/372/bmj.n442
[2] https://www.nbcnews.com/science/science-news/trump-administration-passed-chance-lock-more-pfizer-vaccine-doses-n1250357
[2] https://twitter.com/telglobalhealth/status/1362013006297726978
[2] https://tcgroupuae.com/shop/personal-protective-equipments-ppe/fire-retardant-clothings/fr-nomex-coveralls-dupont-nomex-iiia/

Top URLs in Tweet in G3:
[15] https://www.thetopfamous.com/perth-tanapon-vs-gulf-kanawut-who-is-the-best-actor-in-2021/
[8] https://twitter.com/PSSATIONPROJECT/status/1361935133406687238
[5] https://twitter.com/pssationproject/status/1361935133406687238
[4] https://thetopfamous.com/perth-tanapon-
[4] https://www.youtube.com/watch?v=L8xyEXG-bDo&feature=youtu.be

[3] https://asianwhu.blogspot.com/2021/02/melyik-bl-szineszt-latnad-szivesen.html
[3] https://kazzmarket.com/product/store/kazz-magazine/kazz-176-bas-perth-net/
[3] https://www.instagram.com/accounts/login/
[3] https://www.instagram.com/stories/perthppe/2510375410026723385?utm_source=ig_story_item_share&igshid=42qu4lp4d45b
[2] https://www.youtube.com/watch?v=eVgjyms2twc&feature=youtu.be


Top URLs in Tweet in G4:
[59] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement
[2] https://thewordmedia.org/tories-cover-up-cronyism-by-refusing-six-times-to-release-ppe-supplier-details/
[1] https://twitter.com/peterstefanovi2/status/1361783507324911619
[1] https://twitter.com/JonJonesSnr/status/1361947325569126400

Top URLs in Tweet in G6:
[6] https://www.bmj.com/content/372/bmj.n438
[4] https://www.bmj.com/content/372/bmj.n442
[4] https://www.bmj.com/content/372/bmj.n442?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage
[3] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[3] https://twitter.com/drajm/status/1358621972494622725?s=21
[3] https://twitter.com/jljcolorado/status/1357393866136158214?s=21
[3] https://twitter.com/tigressellie/status/1254102733411553280?s=21
[3] https://www.news-medical.net/news/20200818/Study-shows-coronavirus-thrives-in-dry-air-with-low-humidity.aspx
[3] https://www.sfgate.com/science/article/Study-Ship-s-AC-system-likely-spread-COVID-19-15405100.php
[2] https://www.colorado.edu/today/2020/09/17/singing-unmasked-indoors-spreads-covid-19-through-aerosols-new-study-confirms

Top URLs in Tweet in G8:
[1] https://www.thenational.scot/news/18379521.ppe-firm-says-public-health-england-said-prioritise-england/
[1] https://twitter.com/educationgovuk/status/1362312155601776644
[1] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[1] https://twitter.com/MrYesWeCan/status/1362011870425661442
[1] https://www.gofundme.com/f/protect-frontline-health-workers-from-covid19
[1] https://www.edp24.co.uk/news/norfolk-mp-freeman-code-breach-misunderstanding-7327558
[1] https://www.theneweuropean.co.uk/brexit-news/westminster-news/george-freeman-breaks-ministerial-code-business-insider-7075612
[1] https://www.dailymail.co.uk/news/article-8292661/Two-female-workers-Wilko-court-discovering-male-colleagues-paid-more.html
[1] https://www.rt.com/uk/515297-uk-audit-ppe-supplies-missing/

Top URLs in Tweet in G9:
[3] https://www.businessinsider.com/jared-kushner-coronavirus-task-force-prioritized-ppe-trump-associates-nyt-2020-5
[3] https://www.motherjones.com/politics/2020/07/house-oversight-committee-just-confirmed-jared-kushners-project-airbridge-was-a-bust/
[2] https://www.bloomberg.com/tosv2.html?vid=&uuid=69e4dd60-8ba6-11ea-98a1-f9a22eb95a76&url=L25ld3MvYXJ0aWNsZXMvMjAyMC0wNS0wMS90cnVtcC1oYWlscy1rdXNobmVyLXMtYWlybGlmdC1idXQtZGV0YWlscy1vZi1zYWxlcy1hcmUtc2VjcmV0
[1] https://principia-scientific.com/sweden-bans-masks-no-scientific-evidence-they-prevent-covid/
[1] https://n95maskco.com/?utm_campaign=Email%20%231%20-%20Immediate%20%28SgNkNE%29&utm_medium=email&utm_source=Klaviyo&_ke=eyJrbF9jb21wYW55X2lkIjogIlNtYzlwRiIsICJrbF9lbWFpbCI6ICJlcmlja3Nvbi5zdXNhQGFsdW1uaS51d2xheC5lZHUifQ%3D%3D
[1] https://twitter.com/RadioFreeTom/status/1360998666396401664
[1] https://twitter.com/DWUhlfelderLaw/status/1362055279425290244
[1] https://twitter.com/SnickOld/status/1360011514976088084
[1] https://twitter.com/essenviews/status/1360265969394872320
[1] https://twitter.com/KimRuxton/status/1361662002750517251

Top Domains
Top Domains in Tweet in Entire Graph:
[277] twitter.com
[177] co.uk
[65] politicshome.com
[43] bylinetimes.com
[38] youtube.com
[21] bmj.com
[19] thetopfamous.com
[19] marketserengeti.com
[14] org.uk
[14] businessinsider.com

Top Domains in Tweet in G1:
[79] co.uk
[22] twitter.com
[6] nursingtimes.net
[5] theguardian.com
[3] org.uk
[2] facebook.com
[2] trib.al
[1] ft.com
[1] bmj.com
[1] nytimes.com

Top Domains in Tweet in G2:
[85] twitter.com
[40] co.uk
[6] linkedin.com
[6] businessinsider.com
[6] ripclear.com
[5] gov.uk
[5] tcgroupuae.com
[4] org.uk
[3] apnews.com
[3] google.com

Top Domains in Tweet in G3:
[24] twitter.com
[19] thetopfamous.com
[12] youtube.com
[7] instagram.com
[4] kazzmarket.com
[4] facebook.com
[3] blogspot.com
[2] google.com
[2] co.th
[2] worldyawards.com

Top Domains in Tweet in G4:
[59] politicshome.com
[2] twitter.com
[2] thewordmedia.org

Top Domains in Tweet in G6:
[18] twitter.com
[16] bmj.com
[3] bylinetimes.com
[3] cdc.gov
[3] news-medical.net
[3] sfgate.com
[2] colorado.edu
[2] com.au
[2] medicalindependent.ie
[2] sciencemag.org

Top Domains in Tweet in G8:
[3] co.uk
[2] twitter.com
[1] thenational.scot
[1] bylinetimes.com
[1] gofundme.com
[1] rt.com

Top Domains in Tweet in G9:
[7] twitter.com
[3] businessinsider.com
[3] motherjones.com
[2] bloomberg.com
[2] newyorker.com
[1] principia-scientific.com
[1] n95maskco.com
[1] rationalground.com
[1] apnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[239] ppe
[209] kdppe
[163] perthtanapon
[141] fmqs
[131] lofficielxperthplangun
[86] covid19
[49] covidisairborne
[48] บอกโลกให้รู้ว่ากูรักมึง
[48] mistine蜜丝婷xmeanplan
[40] pandemic



Top Hashtags in Tweet in G1:
[126] fmqs
[29] covid19
[12] ppe
[9] snpout21
[6] trumpian
[5] resignsturgeon
[3] covid
[2] torycovidcatastrophe
[2] torycorruption
[2] snpout2021

Top Hashtags in Tweet in G2:
[77] ppe
[16] covid19
[7] covid
[6] wearamask
[6] facemasks
[5] pandemic
[4] news
[4] staysafe
[4] toolkit
[4] workwear

Top Hashtags in Tweet in G3:
[204] kdppe
[160] perthtanapon
[131] lofficielxperthplangun
[48] บอกโลกให้รู้ว่ากูรักมึง
[48] mistine蜜丝婷xmeanplan
[34] บาสเด็กอ้วนที่แท้จริง
[34] telltheworldiloveyou
[28] บุ๋นเปรม
[24] แปลนล้านแปดฟอล
[23] perthsaintsation

Top Hashtags in Tweet in G6:
[41] covidisairborne
[4] ppe
[2] procurement
[2] covid19
[2] socialcare

Top Hashtags in Tweet in G7:
[1] rajasthan

Top Hashtags in Tweet in G8:
[3] ppe
[3] corruption
[3] torycorruption
[2] thumbsupforearlyyears
[2] uk
[2] lawbreaker
[2] morallycorrupt
[2] torieslie
[2] toriescostlives
[2] brexit

Top Hashtags in Tweet in G9:
[4] pandemic
[4] americans
[3] ppe
[3] n95
[3] mask
[3] buyerbeware
[3] american
[2] defenseproductionact
[2] 3m
[1] followthemoneyseewhereitgoes

Top Hashtags in Tweet in G10:
[1] toolkit

Top Words
Top Words in Tweet in Entire Graph:
[4923] ppe
[1370] क
[994] never
[940] kit
[625] न
[589] pandemic
[542] one
[535] covid
[523] र
[521] once

Top Words in Tweet in G1:
[811] ppe
[548] never
[496] once
[417] scotland
[372] pandemic
[300] sturgeon
[289] peteradamsmith
[278] nicola
[238] fm
[229] throughout

Top Words in Tweet in G2:
[405] ppe
[77] #ppe
[55] more
[48] covid
[29] equipment
[29] help
[28] people
[27] pandemic
[27] staff
[26] 19

Top Words in Tweet in G3:
[371] น
[294] ร
[271] perthsaint
[221] moo_katoon_ppe
[219] ก
[204] #kdppe
[186] ม
[167] ง
[167] บ
[166] ว

Top Words in Tweet in G4:
[424] rachael_swindon
[382] ppe
[370] tories
[365] despite
[364] one
[364] diamond
[363] hear
[363] dealer
[363] landed
[363] million

Top Words in Tweet in G5:
[421] kit
[313] ppe
[310] gssjodhpur
[216] making
[205] stretcher
[205] patient
[205] foot
[205] congress
[205] icu
[205] gehlot

Top Words in Tweet in G6:
[200] ppe
[142] doctor_oxford
[139] reports
[134] doctors
[105] being
[103] theda_uk
[101] threatened
[101] bullied
[98] hundreds
[95] logged

Top Words in Tweet in G7:
[255] patient
[255] stretcher
[252] congress
[247] minister
[246] busy
[246] photoshot
[246] walking
[246] urinal
[246] bag
[246] hand

Top Words in Tweet in G8:
[72] ppe
[24] borisjohnson
[17] england
[17] public
[16] firm
[16] contracts
[16] mates
[15] take
[14] remember
[14] folks

Top Words in Tweet in G9:
[101] ppe
[66] kushner
[42] trump
[36] states
[21] potus
[19] more
[18] jared
[17] happened
[16] covid
[15] kushner's

Top Words in Tweet in G10:
[679] क
[319] न
[274] द
[246] ल
[221] ए
[211] थ
[199] बन
[190] र
[182] रह
[152] भ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[620] ppe,kit
[508] never,once
[455] ppe,contract
[423] million,ppe
[392] diamond,dealer
[388] hear,one
[388] one,diamond
[388] dealer,landed
[388] landed,million
[388] contract,tories

Top Word Pairs in Tweet in G1:
[493] never,once
[275] nicola,sturgeon
[254] scotland,never
[229] once,throughout
[229] throughout,entire
[229] entire,pandemic
[225] once,never
[171] peteradamsmith,fm
[171] fm,nicola
[171] sturgeon,parliament

Top Word Pairs in Tweet in G2:
[21] covid,19
[13] personal,protective
[13] protective,equipment
[12] ppe,kit
[10] full,ppe
[9] tool,kit
[9] equipment,ppe
[8] lack,ppe
[7] use,ppe
[7] appropriate,ppe

Top Word Pairs in Tweet in G3:
[150] moo_katoon_ppe,perthsaint
[121] #kdppe,#perthtanapon
[56] ร,ว
[50] ว,าก
[50] กม,ง
[49] แล,วก
[48] #บอกโลกให,ร
[48] าก,ร
[48] ร,กม
[48] เพ,ร

Top Word Pairs in Tweet in G4:
[363] hear,one
[363] one,diamond
[363] diamond,dealer
[363] dealer,landed
[363] landed,million
[363] million,ppe
[363] ppe,contract
[363] contract,tories
[363] tories,despite
[363] despite,never

Top Word Pairs in Tweet in G5:
[313] ppe,kit
[205] kit,stretcher
[205] stretcher,patient
[205] patient,foot
[205] foot,congress
[205] congress,icu
[205] icu,gehlot
[205] gehlot,sarkar
[203] gssjodhpur,ppe
[108] india,making

Top Word Pairs in Tweet in G6:
[120] reports,doctors
[101] being,threatened
[101] threatened,bullied
[97] hundreds,reports
[96] doctor_oxford,theda_uk
[95] theda_uk,logged
[95] logged,hundreds
[95] doctors,describing
[95] describing,being
[94] bullied,wa

Top Word Pairs in Tweet in G7:
[246] congress,minister
[246] minister,busy
[246] busy,photoshot
[246] photoshot,patient
[246] patient,walking
[246] walking,urinal
[246] urinal,bag
[246] bag,hand
[246] hand,bcz
[246] bcz,stretcher

Top Word Pairs in Tweet in G8:
[14] remember,folks
[14] folks,unionists
[14] unionists,lie
[14] lie,liars
[14] liars,ppe
[14] ppe,firm
[14] firm,public
[14] public,health
[14] health,england
[14] contracts,mates

Top Word Pairs in Tweet in G9:
[11] officials,halmstad
[11] halmstad,municipality
[11] municipality,sweden
[11] sweden,recently
[11] recently,forced
[11] forced,teacher
[11] teacher,remove
[11] remove,mask
[11] mask,prohibited
[11] prohibited,use

Top Word Pairs in Tweet in G10:
[221] क,ल
[221] ल,ए
[182] रह,थ
[178] बन,रह
[148] भ,रत
[145] द,श
[114] ppe,kit
[114] क,छ
[113] न,क
[108] जल,न

Top Replied-To
Top Replied-To in Entire Graph:
@moo_katoon_ppe
@scottories
@peteradamsmith
@bbcscotlandnews
@ppe_ee825
@chrismusson
@kon_ppe
@oliviag37717638
@emmett_dog
@ppe_ppo

Top Replied-To in G1:
@scottories
@peteradamsmith
@bbcscotlandnews
@chrismusson
@bbcgaryr
@anniewellsmsp
@mgoldenmsp
@oliviag37717638
@davemurray1972
@ruthdavidsonmsp

Top Replied-To in G3:
@moo_katoon_ppe
@52squared_
@ployxppe
@ing__ppe
@smkpsonly
@forever_ppe
@perthsaint_xc
@joinadarkside
@tangppe
@lindatrigon

Top Replied-To in G4:
@scousesocialis2
@rachael_swindon
@krishgm

Top Replied-To in G6:
@mjb302
@doctor_oxford
@cjriillingworth
@beany_1
@rowanharwood
@fcdogovuk
@sadiqkhan
@mancunianmedic
@workerspartygb
@nhsactivistrn

Top Replied-To in G7:
@thedeepak2020in

Top Replied-To in G8:
@educationgovuk
@vickyford
@topfotogmw
@borisjohnson
@georgefreemanmp
@richardflood301
@painterlips
@keir_starmer
@hughes_eilir
@conradwiacek

Top Replied-To in G9:
@nikkihaley
@potus
@doctorhenryct
@b52malmet
@amy_siskind
@numbers28
@rralstonagile
@agearan
@essenviews
@chef_katem

Top Replied-To in G10:
@rahulgandhi
@bharatindiajai
@pbhushan1
@i_am_ravish
@bdutt
@kavi_jaihind
@indiantweeter
@pankajpuniainc
@ndtv
@rihanna

Top Mentioned
Top Mentioned in Entire Graph:
@rachael_swindon
@gssjodhpur
@peteradamsmith
@lala_the_don
@doctor_oxford
@chrismusson
@robinmonotti
@borisjohnson_mp
@theda_uk
@perthppe

Top Mentioned in G1:
@peteradamsmith
@chrismusson
@nicolasturgeon
@bbcscotlandnews
@ruthdavidsonmsp
@scottories
@scotgov
@bbcgaryr
@johnswinney
@brown666w

Top Mentioned in G2:
@tcsetllc
@bizguru4
@thursbycleaning
@sgarnis
@smackenziekerr
@socfuture
@andygilder
@foolont87158237
@theonlypeterkay

Top Mentioned in G3:
@perthppe
@moo_katoon_ppe
@ppetrends
@alwaysyou_20
@52squared_
@telltheworldilu
@ps_officialth
@smkpsonly
@bplannnnn
@kazzmagazine

Top Mentioned in G4:
@rachael_swindon
@ukiswitheu
@flick_cornwall
@cllpolitics
@lasslesley
@uklabour
@therightarticle
@coronaheadsup
@krishgm
@marinanigrelli

Top Mentioned in G5:
@gssjodhpur

Top Mentioned in G6:
@doctor_oxford
@theda_uk
@mancunianmedic
@bmj_latest
@patientsafe3
@meenalsworld
@nhsactivistrn
@nhsengland
@cjriillingworth
@thepetitioner

Top Mentioned in G7:
@lala_the_don
@gssjodhpur
@shalabhmani
@sachin212nnn
@thedeepak2020in
@modibharosa

Top Mentioned in G8:
@borisjohnson
@celticwitch1995
@iamlistening666
@conservatives
@bbcnews
@gavinwilliamson
@keir_starmer
@channel4news
@busybeesuk
@thetimes

Top Mentioned in G9:
@potus
@ewoodhouse7
@nikkihaley
@whatisaidis
@doctorhenryct
@b52malmet
@agearan
@colleenhubernmd
@miraclesart
@7thson11

Top Mentioned in G10:
@goldenthrust
@_rrekhachaubey
@jinalpatel007
@rohit_chahal
@rshivshankar
@lala_the_don
@samiullahkhan__
@milligazette
@vinodjose
@_yogendrayadav

Top Tweeters
Top Tweeters in Entire Graph:
@rojname_com
@uber_support
@s9tmt
@edinburghwatch
@dhruvbhim
@roblwilson
@independent
@xeanna
@_dammyb_
@thehill

Top Tweeters in G1:
@edinburghwatch
@roblwilson
@hazelglasgow
@sandradunn1955
@tartancobweb
@childofalba
@jbwhitesnake
@catherinemginn
@ferguson2811
@alfisutton

Top Tweeters in G2:
@rojname_com
@castonchris
@rojname_english
@nausicalibre
@willshome
@ongdin_xsonly
@narnfan
@andygilder
@jamesvgingerich
@zeninews

Top Tweeters in G3:
@hbker07
@noonathty
@bumbimknok
@inaverland
@tennyoachara
@puppypingpong
@basdun_sb5
@sanook
@bbas_benzz
@boonzoonlee

Top Tweeters in G4:
@jpjanson
@christinejameis
@j_sutherland2
@aspiemum
@lanct22
@cleggy261
@carolehope2
@boogwinchester
@shambles151
@iloveautumn2

Top Tweeters in G5:
@rakesh25182
@vishnus47793080
@nks0010
@aashishkan
@theanysena
@dudawant
@0119arjun
@golu1202
@saliltoday
@mahavee55666555

Top Tweeters in G6:
@supazeez
@sallyrmelb
@roadwarrior29
@geeoharee
@ketaminh
@60sparkle
@lillylyle
@magapanthus
@natalie91231732
@bprophetable

Top Tweeters in G7:
@dhruvbhim
@shaileshmishra
@lohana1983
@kalisbrood
@mavericklg
@trueindian1978
@ramrenuv
@chaudhary5665
@illakatmafliya
@jpgl_

Top Tweeters in G8:
@porridgeisgood
@spanishdan1
@bbcnews
@imoanalothutchy
@justthevax
@itvnews
@thetimes
@edp24
@acgrayling
@channel4news

Top Tweeters in G9:
@riskalert
@nypost
@socratic1
@b52malmet
@rralstonagile
@speakupjulia
@dianesbaker1
@lauferlaw
@numbers28
@janiszilly

Top Tweeters in G10:
@ndtv
@timesnow
@p_k1351
@jsingh2252
@indiantweeter
@m4_ved
@juneymb
@darshan2866
@kunwar_rudra_
@smrat59228


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