PPE, Twitter, 8/15/2022 12:58:45 PM, 280106


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PPE_2022-08-15_01-45-02.xlsx
PPE_2022-08-15_01-45-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
PPE via NodeXL https://bit.ly/3JTjlOQ
@trackntracer
@ppe_sale
@mikegalsworthy
@rishisunak
@amandalhu
@therealrhllor
@hughjaeger
@edwinhayward
@europeanpowell
@conservatives

Top hashtags:
#ppe
#teamais5gfaniverse
#teamohmnanonwithais5g
#えなこ
#ppe41
#kdppe
#perthtanapon

Description:
Description
The graph represents a network of 8,439 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 Monday, 15 August 2022 at 08:52 UTC.

The requested start date was Monday, 15 August 2022 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 3-day, 6-hour, 33-minute period from Thursday, 11 August 2022 at 05:48 UTC to Sunday, 14 August 2022 at 12:21 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 : 8439
Unique Edges : 6873
Edges With Duplicates : 10793
Total Edges : 17666
Number of Edge Types : 5
Replies to : 2246
Mentions : 2858
Retweet : 4237
MentionsInRetweet : 6168
Tweet : 2157
Self-Loops : 2194
Reciprocated Vertex Pair Ratio : 0.0181014090301347
Reciprocated Edge Ratio : 0.0355591473886251
Connected Components : 1427
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 3270
Maximum Edges in a Connected Component : 8072
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.480291
Graph Density : 0.000139014728651928
Modularity : 0.564506
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 8,439 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 Monday, 15 August 2022 at 08:52 UTC.

The requested start date was Monday, 15 August 2022 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 3-day, 6-hour, 33-minute period from Thursday, 11 August 2022 at 05:48 UTC to Sunday, 14 August 2022 at 12:21 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:
[24] https://www.youtube.com/watch?v=_fB0zCsIo2Y&feature=youtu.be

[18] https://www.youtube.com/shorts/_fB0zCsIo2Y?feature=share

[13] https://newsinfo.inquirer.net/1644623/coa-flags-lack-of-due-diligence-in-p1-38-b-ppe-purchase
[11] https://www.youtube.com/watch?v=OjmqiRsv2UQ&feature=youtu.be

[11] https://twitter.com/riitipi2/status/1557680144705536000
[10] https://mi-muse.mi-glamu.com/snhrminami
[10] https://api.whatsapp.com/message/MKVFPNTWYSL7K1?autoload=1&app_absent=0
[9] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[8] https://www.dennys.jp/menu/
[8] https://www.dennys.jp/lineqr/08/

Top URLs in Tweet in G1:
[4] https://www.utilityproducts.com/tools-supplies/article/14279819/top-tools-of-the-trade-innovation-showcase
[3] https://twitter.com/johnredwood/status/1557607407827800064
[3] https://twitter.com/jponegai/status/1558000359637139456
[3] https://maskpro.us/
[3] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://twitter.com/LBC/status/1557392134281596928
[2] https://twitter.com/itssamanthaaaa_/status/1557262161302507520
[2] https://twitter.com/STVNews/status/1557460645653659649
[2] https://twitter.com/jonnycope/status/1557624617879085059
[2] https://twitter.com/michaellcrick/status/1557478057833017344

Top URLs in Tweet in G2:
[3] https://twitter.com/johnredwood/status/1557607407827800064
[2] https://twitter.com/LBC/status/1557392134281596928
[2] https://www.bmj.com/content/375/bmj.n2825
[1] https://www.politico.eu/article/high-court-uk-vip-lane-ppe-contract-unlawful/
[1] https://goodlawproject.org/47-companies/
[1] https://www.dailymail.co.uk/news/article-9364305/British-woman-millions-brokering-deals-UK-Government-PPE-behalf-Chinese-firm.html
[1] https://m.facebook.com/login.php?next=https%3A%2F%2Fm.facebook.com%2Fgroups%2F569396574106903%2Fpermalink%2F764696437910248%2F&refsrc=deprecated&_rdr
[1] https://twitter.com/danielgoyal/status/1557803182725730306
[1] https://twitter.com/13sarahmurphy/status/1557988081395027970
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/

Top URLs in Tweet in G3:
[2] https://www.dailymail.co.uk/news/article-11102491/Nancy-Pelosis-son-investor-Chinese-telecoms-company.html
[2] https://www.dailymail.co.uk/news/article-2613609/Revealed-Labours-stealth-raid-took-118BILLION-pensions-paving-way-end-final-salary-schemes-suddenly-unaffordable.html
[2] https://www.telegraph.co.uk/news/2022/08/11/leaders-broke-britain-getting-blame/
[2] https://www.telegraph.co.uk/politics/2022/08/13/liz-truss-could-strip-high-earners-400-energy-bill-help/
[2] https://t.me/leaklive/8780
[2] https://hideout.co:443/
[1] https://ad-nanotech.com/cowin-guard-material-sheet-for-ppe-kit/
[1] https://grouppolar.com/quality-policy/
[1] https://www.pshsa.ca/courses/personal-protective-equipment-ppe-elearning-2?city=&month=
[1] https://bit.ly/3QAL1dp

Top URLs in Tweet in G4:
[2] https://www.theguardian.com/environment/2021/mar/29/gloves-masks-covid-ppe-killing-animals-report-litter
[1] https://www.cbc.ca/news/canada/ottawa/ottawa-covid-masks-protection-1.6053953
[1] https://www.dhs.gov/sites/default/files/2022-07/22_0712_st_monkeypox_mql.pdf
[1] https://news.bloomberglaw.com/safety/osha-covid-19-rule-intended-to-cover-all-workers-draft-shows
[1] https://nj.gov/health/cd/documents/topics/NCOV/AS_LINCS_2019n_cov_IPguidance_01_31_20_combined.108062.pdf
[1] https://twitter.com/PPEtoheros/status/1515342597941825536
[1] https://stacks.cdc.gov/view/cdc/31236/cdc_31236_DS1.pdf?download-document-submit=Download
[1] https://stacks.cdc.gov/view/cdc/108121/cdc_108121_DS1.pdf?download-document-submit=Download
[1] https://stacks.cdc.gov/view/cdc/25057/cdc_25057_DS1.pdf?download-document-submit=Download
[1] https://twitter.com/publichealthon/status/1550551288190042112

Top URLs in Tweet in G5:
[3] https://www.newstatesman.com/spotlight/healthcare/2022/06/government-to-incinerate-4bn-of-ppe-that-cant-be-used
[1] https://twitter.com/michaellcrick/status/1557478057833017344
[1] https://twitter.com/campbellclaret/status/1557706803558973445
[1] https://wesayenough.co.uk/
[1] https://goodlawproject.org/news/ppe-to-go-up-in-smoke/?utm_source=Twitter&utm_campaign=10bn%20waste%20010222&utm_medium=social%20media
[1] https://twitter.com/AngelaRayner/status/1536699963316617218

Top URLs in Tweet in G6:
[3] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[2] https://www.ardrossanherald.com/news/20622712.mv-glen-sannox-returns-port-glasgow-dry-dock-stay-greenock/
[2] https://www.thetimes.co.uk/article/storage-of-unused-ppe-costs-the-taxpayer-700-000-a-day-ssmf8hvtw
[1] https://amp.theguardian.com/uk-news/2021/nov/03/mod-procurement-disasters-delays-and-overspends
[1] https://www.edinburghnews.scotsman.com/news/opinion/columnists/covid-ppe-scandal-that-saw-uk-government-waste-billions-of-pounds-shows-westminster-needs-scotlands-lobbying-laws-angus-robertson-msp-3630303
[1] https://twitter.com/stvnews/status/1557460645653659649
[1] https://www.ft.com/content/f13c3d34-ae79-4615-a748-a08ef00bcaba
[1] https://www.theguardian.com/law/2022/aug/07/brexit-to-bedroom-tax-judicial-reviews-that-went-against-the-government
[1] https://twitter.com/jolyonmaugham/status/1558492245942304772
[1] https://actions.goodlawproject.org/ppe_subscribe?utm_source=Twitter&utm_medium=social%20media&utm_campaign=PPE%20hearing%201st%20day%20tw%20sharer

Top URLs in Tweet in G7:
[2] https://twitter.com/the_tpa/status/1556617064328171520
[2] https://twitter.com/dwp/status/1555545163073724416
[1] https://www.thetimes.co.uk/article/4203762a-1679-11ed-b1f4-627a202c7457?shareToken=d98644e66a2772f1fa2e312a7b18f13d
[1] https://twitter.com/danielgoyal/status/1557803182725730306
[1] https://twitter.com/mikegalsworthy/status/1557439851313643523

Top URLs in Tweet in G9:
[2] https://www.actforamerica.org/act-now/Stop_Corrupt_FBI_DOJ
[2] https://humanevents.com/2022/08/12/exclusive-warrant-and-property-receipt-from-mar-a-lago-raid/
[2] https://youtu.be/1nocs1AyrQE
[2] https://thehill.com/homenews/house/3599063-republicans-rally-behind-trump-after-search-warrant-is-unsealed/
[1] https://twitter.com/jameswe70210481/status/1558048589414375425
[1] https://twitter.com/carsonkrow/status/1557936723279187969
[1] https://twitter.com/USAGirl47/status/1558443366928584710
[1] https://twitter.com/dineshdsouza/status/1558589257320644609
[1] https://apple.news/AqZkFFkTXQ9Gnq6aPLTykFg
[1] https://twitter.com/marshablackburn/status/1557819182925897732

Top URLs in Tweet in G10:
[1] https://www.cityam.com/govt-rejects-33m-proposal-for-more-passport-booths-at-dover-leaving-longer-queues-more-likely/
[1] https://twitter.com/campbellclaret/status/1557705688037597185
[1] https://www.bbc.co.uk/news/uk-politics-62513966
[1] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html
[1] https://static.guim.co.uk/images/favicon-32x32.ico
[1] https://www.mirror.co.uk/news/politics/uks-biggest-ppe-suppliers-ignored-24175698.amp

Top Domains
Top Domains in Tweet in Entire Graph:
[284] twitter.com
[116] youtube.com
[72] co.uk
[24] theguardian.com
[24] ppe.pl
[24] espreso.tv
[21] censor.net
[16] co.jp
[16] dennys.jp
[16] prm.ua

Top Domains in Tweet in G1:
[89] twitter.com
[10] co.uk
[7] youtube.com
[4] utilityproducts.com
[4] blogspot.com
[3] amazon.com
[3] theguardian.com
[3] linkedin.com
[3] cleanlink.com
[3] swingtradebot.com

Top Domains in Tweet in G2:
[27] twitter.com
[7] co.uk
[3] parliament.uk
[3] theguardian.com
[2] goodlawproject.org
[2] bmj.com
[1] politico.eu
[1] facebook.com
[1] fullfact.org

Top Domains in Tweet in G3:
[19] co.uk
[11] twitter.com
[4] hideout.co
[3] youtube.com
[2] t.me
[1] ad-nanotech.com
[1] grouppolar.com
[1] pshsa.ca
[1] bit.ly
[1] rwmexhibition.com

Top Domains in Tweet in G4:
[8] twitter.com
[5] cdc.gov
[2] theguardian.com
[1] cbc.ca
[1] dhs.gov
[1] bloomberglaw.com
[1] nj.gov
[1] nytimes.com
[1] aiha.org
[1] thedailybeast.com

Top Domains in Tweet in G5:
[3] newstatesman.com
[3] twitter.com
[1] co.uk
[1] goodlawproject.org

Top Domains in Tweet in G6:
[8] theguardian.com
[6] co.uk
[3] twitter.com
[2] ardrossanherald.com
[1] scotsman.com
[1] ft.com
[1] goodlawproject.org
[1] thelondoneconomic.com
[1] dazeddigital.com
[1] nhsforsale.info

Top Domains in Tweet in G7:
[6] twitter.com
[1] co.uk

Top Domains in Tweet in G9:
[11] twitter.com
[2] actforamerica.org
[2] humanevents.com
[2] youtu.be
[2] thehill.com
[1] apple.news
[1] instagram.com
[1] co.uk
[1] rumble.com
[1] patriotmobile.com

Top Domains in Tweet in G10:
[4] co.uk
[1] cityam.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[152] ppe
[111] teamais5gfaniverse
[75] teamohmnanonwithais5g
[62] えなこ
[60] ppe41
[57] kdppe
[56] perthtanapon
[56] ヤングアニマル
[54] unióneuropea
[54] cuba



Top Hashtags in Tweet in G1:
[52] ppe
[9] safety
[7] おね社2周年
[6] workwear
[5] construction
[5] えなこ
[5] 伊織もえ
[4] ppe41
[4] utilitycrews
[4] utilities

Top Hashtags in Tweet in G2:
[6] torycorruption
[5] tory
[5] torycriminals
[4] ppe
[3] torychaos
[3] brexit
[3] torycostoflivingcrisis
[3] toryliars
[3] costoflivingcrisis
[3] partygate

Top Hashtags in Tweet in G3:
[22] ppe
[5] covid19
[5] salmanrushdie
[4] covid
[3] hazards
[3] illness
[3] injury
[3] healthandsafety
[3] safety
[3] health

Top Hashtags in Tweet in G4:
[1] covid19
[1] workingforworkers
[1] masksprotectothers
[1] longcovid
[1] monkeypox

Top Hashtags in Tweet in G5:
[5] ppe
[2] tax
[2] tories
[1] costoflivingcrisis
[1] takenforfools
[1] enoughisenough
[1] torydonors
[1] trousered
[1] brexshit

Top Hashtags in Tweet in G6:
[2] torycriminalsunfittogovern
[2] torycorruption
[1] whinewithtories
[1] toryfascists
[1] bbcnews
[1] skynews
[1] itvnews
[1] c4news
[1] randox
[1] tory

Top Hashtags in Tweet in G8:
[1] pathaanfirstdayfirstshow

Top Hashtags in Tweet in G9:
[2] maga2024
[2] makeamericagreatagain
[2] americafirst
[1] raidandarrestkillerynow
[1] maga
[1] gopcrooks
[1] gopliesabouteverything
[1] gopsabbotagedourdemocracy
[1] goptraitors

Top Hashtags in Tweet in G10:
[8] randox
[7] bbcnews
[7] skynews
[7] itvnews
[7] c4news
[6] ppe
[3] plymouthbrethren
[2] excludeduk
[1] didoharding
[1] gtto

Top Words
Top Words in Tweet in Entire Graph:
[3564] ppe
[641] covid
[584] money
[558] trace
[445] people
[402] government
[399] test
[351] contracts
[347] wasted
[347] tory

Top Words in Tweet in G1:
[334] ppe
[52] #ppe
[50] covid
[25] more
[25] old
[24] full
[24] الان
[20] masks
[19] man
[18] safety

Top Words in Tweet in G2:
[440] ppe
[203] trace
[174] track
[160] money
[119] billions
[96] contracts
[89] johnredwood
[73] government
[69] eddiemair
[69] billion

Top Words in Tweet in G3:
[71] ppe
[42] people
[36] one
[34] more
[32] rushdie
[31] uk
[30] rishisunak
[29] government
[29] ppe_sale
[28] being

Top Words in Tweet in G4:
[189] ppe
[183] covid
[93] amandalhu
[87] patients
[79] lack
[77] full
[75] due
[75] dying
[74] getting
[74] position

Top Words in Tweet in G5:
[197] money
[174] part
[130] ppe
[114] edwinhayward
[88] bestforbritain
[88] people
[88] economy
[87] low
[87] wages
[87] biggest

Top Words in Tweet in G6:
[200] ppe
[76] billion
[56] contracts
[55] tory
[51] scottories
[51] 37
[48] trace
[48] nicolasturgeon
[41] scandal
[40] government

Top Words in Tweet in G7:
[207] trace
[205] test
[205] wasted
[195] mikegalsworthy
[195] taxpayer
[195] govt
[195] 37bn
[194] representing
[194] failed
[194] run

Top Words in Tweet in G8:
[235] donation
[217] shah
[217] rukh
[217] khan
[217] cms
[200] 75000
[200] ppe
[200] kits
[200] adopted
[200] orphan

Top Words in Tweet in G9:
[54] ppe_sports
[33] breck_worsham
[27] people
[26] trump
[22] president
[21] done
[20] fbi
[19] biden
[19] ppe
[17] garland

Top Words in Tweet in G10:
[106] ppe
[65] trussliz
[25] money
[25] profit
[24] billions
[23] contracts
[19] trace
[19] test
[18] sophielouisecc
[18] private

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[326] test,trace
[241] ppe,contracts
[224] track,trace
[217] shah,rukh
[209] failed,test
[203] ppe,kits
[200] 75000,ppe
[200] adopted,orphan
[200] orphan,child
[199] taxpayer,representing

Top Word Pairs in Tweet in G1:
[19] full,ppe
[12] سبا,زيارات
[12] زيارات,منزلية
[12] منزلية,و
[12] و,فندقية
[12] فندقية,24
[12] 24,ساعة
[12] ساعة,الدفع
[12] الدفع,عند
[12] عند,الوصول

Top Word Pairs in Tweet in G2:
[166] track,trace
[66] ppe,contracts
[49] eddiemair,mpiainds
[45] lbc,eddiemair
[35] 37,billion
[34] test,trace
[33] dodgy,ppe
[25] useless,ppe
[23] ppe,track
[21] mpiainds,ids

Top Word Pairs in Tweet in G3:
[24] salman,rushdie
[10] rishi,sunak
[10] chrissysense,ppe_sale
[9] ppe,contracts
[9] free,speech
[8] liz,truss
[7] dodgy,ppe
[7] ppe_sale,countries
[7] countries,world
[7] world,polio

Top Word Pairs in Tweet in G4:
[76] ppe,patients
[74] due,lack
[74] lack,ppe
[73] covid,units
[73] units,full
[73] full,during
[73] during,surges
[73] surges,terrified
[73] terrified,due
[73] patients,dying

Top Word Pairs in Tweet in G5:
[87] people,low
[87] low,wages
[87] wages,part
[87] part,economy
[87] economy,biggest
[87] biggest,part
[87] part,helping
[87] helping,removes
[87] removes,money
[87] money,actually

Top Word Pairs in Tweet in G6:
[51] 37,billion
[48] ppe,contracts
[45] scottories,nicolasturgeon
[27] vip,lanes
[27] lanes,ppe
[26] test,trace
[25] proroguing,parliament
[23] rhodrimwindsor,same
[23] same,proroguing
[23] parliament,brexit

Top Word Pairs in Tweet in G7:
[202] test,trace
[194] taxpayer,representing
[194] representing,govt
[194] govt,wasted
[194] wasted,37bn
[194] 37bn,failed
[194] failed,test
[194] trace,run
[193] mikegalsworthy,taxpayer
[193] run,thei

Top Word Pairs in Tweet in G8:
[217] shah,rukh
[200] 75000,ppe
[200] ppe,kits
[200] adopted,orphan
[200] orphan,child
[199] rukh,khan
[199] khan,donation
[199] donation,pmcares
[199] pmcares,cms
[199] cms,75000

Top Word Pairs in Tweet in G9:
[27] breck_worsham,ppe_sports
[19] ppe_sports,done
[13] president,trump
[8] merrick,garland
[8] marshablackburn,ppe_sports
[7] ag,garland
[7] mar,lago
[5] pathological,liar
[5] hunter,biden
[5] american,people

Top Word Pairs in Tweet in G10:
[14] ppe,contracts
[14] trussliz,conservatives
[13] test,trace
[13] private,eye
[10] ppe,profits
[10] davidghfrost,trussliz
[9] profits,table
[9] table,shame
[9] shame,greed
[9] greed,published

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@johnredwood
@breck_worsham
@ppe_doo
@lbc
@scottories
@ppe__b
@craigwhoy1
@the_tpa
@michaellcrick

Top Replied-To in G2:
@johnredwood
@lbc
@danielmgmoylan
@simonclarkemp
@matthancock
@realstephenkerr
@adrian_hilton
@tottenhamconse1
@carlton13
@paulenticott

Top Replied-To in G3:
@ppe_sale
@skynews
@rishisunak
@burnsidenottosh
@peterstefanovi2
@matthancock
@coyleneil
@xeshi_foh
@hollysmum
@rantyhighwayman

Top Replied-To in G4:
@meetjess
@watergatesummer
@macdonere
@og97921596
@amandalhu
@mrhockey1231
@danaparish
@reutersfacts
@lauramiers
@dfisman

Top Replied-To in G5:
@edwinhayward
@ricjoshe
@mimij9
@bbmorg
@bestforbritain
@ztonkinson

Top Replied-To in G6:
@scottories
@craigwhoy1
@grahamsmsp
@mrjamesob
@thattimwalker
@marrtoffee
@actuarial_tutor
@damianhastie
@goodlawproject
@harley_tory

Top Replied-To in G7:
@the_tpa
@danieljhannan
@robservationsuk
@mikegalsworthy
@craigwhoy1
@peternotyoung

Top Replied-To in G9:
@breck_worsham
@marshablackburn
@ppe_sports
@heavenscent88
@laurenboebert
@gopleader
@dineshdsouza
@donaldjtrumpjr
@usagirl47
@nickadamsinusa

Top Replied-To in G10:
@sophielouisecc
@sajidjavid
@davidghfrost
@trussliz
@haggis_uk
@nettiehy
@michelledonelan
@neilwatson20
@noone8376
@paulwaugh

Top Mentioned
Top Mentioned in Entire Graph:
@mikegalsworthy
@brijwasrkman
@mikito_777
@edwinhayward
@amandalhu
@bestforbritain
@eddiemair
@therealrhllor
@trussliz
@format_ppe

Top Mentioned in G1:
@tanisha_bliss
@hcsaprocurement
@remateph
@kyamisummers
@escortvehicle
@piii_ns_
@nicknuttgens
@ir_dr_samuel

Top Mentioned in G2:
@eddiemair
@mpiainds
@lbc
@johnredwood
@conservatives
@borisjohnson
@underdog67risen
@heathertheheron
@saulstaniforth
@higginscartoons

Top Mentioned in G3:
@rishisunak
@ppe_sale
@chrissysense
@uklabour
@rmtunion
@furbabygirl
@trussliz
@skynews
@keir_starmer
@mailonline

Top Mentioned in G4:
@amandalhu
@therealrhllor
@ppetoheros
@reutersfacts
@cdcgov
@alisagrossutti
@suncoastks
@drericding
@reuters
@abraarkaran

Top Mentioned in G5:
@edwinhayward
@bestforbritain
@bylinetimes
@peterjukes
@webylines
@borderkent
@janeyllou
@neighbour_kx
@britain_people
@ricjoshe

Top Mentioned in G6:
@nicolasturgeon
@didoharding
@scottories
@alastairwalker2
@rhodrimwindsor
@thesnp
@mrjamesob
@stupidesti1
@michellemone
@grahamsmsp

Top Mentioned in G7:
@mikegalsworthy
@the_tpa
@ed40carter
@theonlypeterkay
@idaeus396
@onebiskuit
@archibaldpug
@robservationsuk
@edwinhayward
@danieljhannan

Top Mentioned in G8:
@brijwasrkman
@iramsrkiian

Top Mentioned in G9:
@ppe_sports
@donaldjtrumpjr
@coffee_anytime
@marshablackburn
@gopchairwoman
@laurenboebert
@fbi
@breck_worsham
@actbrigitte
@potus45

Top Mentioned in G10:
@trussliz
@conservatives
@sophielouisecc
@telegraph
@haggis_uk
@b1emw
@michelledonelan
@insertgeekname
@paulwaugh
@eva46988508

Top Tweeters
Top Tweeters in Entire Graph:
@kirin_brewery
@subwayjp
@asahibeer_jp
@kfc_jp
@dennys_pr
@americanair
@falconhamada_90
@lennaleprena
@showkatana7
@roblwilson

Top Tweeters in G1:
@lady_smoker_
@jnb2019
@danspena
@beritajatimcom
@kay_suigeneris
@lafizzyd
@annemarieflynn2
@draglistx
@swingtradeasx
@kuroandhime

Top Tweeters in G2:
@isthisab0t
@dailymirror
@vespasian91
@logansteven
@peterandann
@jackalsbynight
@brookebay21
@natalie91231732
@richardcalhoun
@trackntracer

Top Tweeters in G3:
@gwrhelp
@skynews
@bbcnews
@mailonline
@stillgray
@rob_kimbell
@hephaistos_ai
@georgebernhard
@rabberoonies
@iromg

Top Tweeters in G4:
@americanair
@marthalynneowe1
@reuters
@alizardx
@frazzling
@cryborg
@memeburk
@inforenique
@rodriguez_linda
@natricer

Top Tweeters in G5:
@supazeez
@thestephenralph
@sandssims
@fiona_fionnagal
@ladyjules_cath
@pennytindall
@sheronwilkie
@zidanesboots
@monibhachu
@lordbonkers

Top Tweeters in G6:
@sandradunn1955
@gracemurphy2
@caz5697
@hacketttom
@quangels
@susanchubb1
@maureenpickeri5
@vesperuk
@vjl2
@brown666w

Top Tweeters in G7:
@tsunami65
@heather_c_c
@ciabaudo
@anniegirl1138
@ellih53
@andyc2311
@2_wheeled_wolf
@cripttext
@carbonsaveruk
@tama_thatsme

Top Tweeters in G8:
@srkiandas04
@brijwasrkman
@imaakashagarwal
@iamsai_srk
@srk_priya
@srksabhi
@iamjagatjit45
@tantower48
@dilinao
@iammniloy

Top Tweeters in G9:
@thehill
@cnn
@dailymail
@texasrecks
@emastrro
@amoneyresists
@ericmmatheny
@curtishebert
@cornock60
@8_27j

Top Tweeters in G10:
@tartancobweb
@guardian
@jorichardskent
@telegraph
@terryelaineh1
@scotlandrobbed
@guse_guse
@martinandrea86
@hugh_canning
@timewalkproject