PPE, Twitter, 2/4/2023 9:27:43 AM, 288499


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PPE_2023-02-04_01-16-49.xlsx
PPE_2023-02-04_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 04, 2023
Short Description:
PPE via NodeXL https://bit.ly/3I6kLGN
@bladeofthes
@clairebubblepop
@willblackwriter
@kemosahbee9
@davidjoffe64
@magsmalo
@conservatives
@thelogicalbloke
@michellemone
@hokie_hen

Top hashtags:
#ppescandal
#ppe
#michellemone
#باغی_ہوں_کرپٹ_نظام_سے
#palantir

Description:
Description
The graph represents a network of 4,782 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 09:18 UTC.

The tweets in the network were tweeted over the 1092-day, 7-hour, 18-minute period from Friday, 07 February 2020 at 17:41 UTC to Saturday, 04 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4782
Unique Edges : 1249
Edges With Duplicates : 10435
Total Edges : 11684
Number of Edge Types : 9
Retweet : 4427
MentionsInRetweet : 4825
Mentions : 100
Replies to : 659
MentionsInReplyTo : 1213
Tweet : 297
Quote : 52
MentionsInQuote : 62
MentionsInQuoteReply : 49
Self-Loops : 384
Reciprocated Vertex Pair Ratio : 0.0128250175685172
Reciprocated Edge Ratio : 0.0253252385082394
Connected Components : 273
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 3756
Maximum Edges in a Connected Component : 9755
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 3.547108
Graph Density : 0.000252156980995543
Modularity : 0.4161
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,782 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/3/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 04 February 2023 at 09:18 UTC.

The tweets in the network were tweeted over the 1092-day, 7-hour, 18-minute period from Friday, 07 February 2020 at 17:41 UTC to Saturday, 04 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[48] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[12] https://twitter.com/Bbmorg/status/1621574843278696449/photo/1
[8] https://twitter.com/CHENCHENPPE/status/1621401021795954688/photo/1
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230204091750&media=search_link&type=text
[4] https://twitter.com/Gregyack1/status/1621633647932489728/photo/1
[4] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[4] https://twitter.com/PPEtoheros/status/1545391436937723904/photo/1
[4] https://twitter.com/kyledcheney/status/1621601382833819649/photo/1
[4] https://twitter.com/JimmyThePie/status/1620446510965223425/photo/1
[3] https://twitter.com/PERTHGALAXY_/status/1568399672297013249/video/1

Top URLs in Tweet in G1:
[1] https://twitter.com/BladeoftheS/status/1621511256573358082
[1] https://www.reuters.com/world/americas/ecuador-confirms-first-human-bird-flu-infection-9-year-old-girl-2023-01-11/

Top URLs in Tweet in G2:
[48] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[4] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[4] https://twitter.com/JimmyThePie/status/1620446510965223425/photo/1
[3] https://www.mirror.co.uk/3am/celebrity-news/carol-vorderman-says-ex-pal-29068577?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.thenational.scot/news/23295995.michelle-mone-claimed-albert-einstein-lived-glasgow-home/
[1] https://willblack-53220.medium.com/this-stench-of-tory-corruption-must-never-be-forgotten-4b7ad76e554b
[1] https://twitter.com/Pafo1972/status/1619620678445182978/photo/1
[1] https://twitter.com/BladeoftheS/status/1621511256573358082
[1] https://twitter.com/hewitson10/status/1621601354107224064/photo/1
[1] https://twitter.com/scotnational/status/1621573482344767491

Top URLs in Tweet in G3:
[2] https://twitter.com/Mistyswoman/status/1621295715707133953/photo/1
[1] https://www.dailyrecord.co.uk/news/scottish-news/two-offshore-companies-michelle-mones-29119942?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/snb19692/status/1621578055897473024/photo/1
[1] https://twitter.com/SueSuezep/status/1621590234633732097/photo/1
[1] https://twitter.com/BorisJohnson/status/1621582251069788161/video/1
[1] https://inews.co.uk/opinion/homeowners-never-forgive-tories-liz-truss-mortgages-2124466
[1] https://www.telegraph.co.uk/politics/2023/02/02/new-door-house-lords-cost-7m/
[1] https://twitter.com/nigel2john/status/1621616110901641216/photo/1
[1] https://www.bbc.co.uk/news/uk-59968037
[1] https://conservativepost.co.uk/harland-wolff-to-create-900-jobs-after-signing-800-million-contract-for-delivery-of-three-naval-support-ships/

Top URLs in Tweet in G4:
[2] http://www.TheyWorkForUnions.co.uk
[2] https://twitter.com/Conservatives/status/1621426976652201984
[1] https://twitter.com/Conservatives/status/1621195765417656324/photo/1
[1] https://twitter.com/Conservatives/status/1621426976652201984/photo/1
[1] https://twitter.com/Conservatives/status/1621426980166983681/photo/1
[1] https://twitter.com/philburns/status/1621604257769164804
[1] https://docs.google.com/spreadsheets/d/1vIcTPS8sZSEEbE9CIC0Mmq3rz1XpWU_H/edit#gid=1263711269
[1] https://twitter.com/conservatives/status/1621426976652201984
[1] https://twitter.com/castagnaccio345/status/1621441022432534528
[1] https://www.theneweuropean.co.uk/brexit-news-mandrake-non-dom-daily-mail-owner-will-benefit-from-brexit-54580/

Top URLs in Tweet in G5:
[4] https://twitter.com/PPEtoheros/status/1545391436937723904/photo/1
[3] https://twitter.com/PPEtoheros/status/1621569433679306752/photo/1
[1] https://twitter.com/tryangregory/status/1621295090575474690
[1] https://twitter.com/sameo416/status/1619478657336238082/photo/1
[1] https://www.kristynwongtam.ca/mooreletter
[1] https://twitter.com/dfisman/status/1559534680080371712
[1] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[1] https://twitter.com/HurleyOCHUCUPE/status/1409994240785096706
[1] https://twitter.com/diy_masks/status/1612123885557940229/photo/1
[1] https://news.ontario.ca/en/release/1002685/ontario-preparing-people-and-communities-for-future-emergencies

Top URLs in Tweet in G6:
[3] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE010223&utm_medium=social%20media
[3] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[3] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[1] https://twitter.com/streets/status/1620816769115103232
[1] https://twitter.com/radicalrog/status/1621566094942126081
[1] https://www.opendemocracy.net/en/dark-money-investigations/record-profits-for-firm-involved-in-bungled-250m-ppe-deal/
[1] https://twitter.com/GoodLawProject/status/1619079799414071310/video/1
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE310123&utm_medium=social%20media
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPELosses270123&utm_medium=social%20media
[1] https://goodlawproject.org/update/437-million-unusable-ppe-vip/

Top URLs in Tweet in G7:
[1] https://twitter.com/NicolasBay_/status/1621561654516359173/video/1

Top URLs in Tweet in G8:
[4] https://twitter.com/Gregyack1/status/1621633647932489728/photo/1
[1] https://twitter.com/RepMTG/status/1621384309431992320/photo/1
[1] https://twitter.com/aoc/status/1621378924998541313
[1] https://twitter.com/RepMTG/status/1621248516864483328/video/1
[1] https://twitter.com/secpompeo/status/1225836989393534976?s=21
[1] https://twitter.com/SecPompeo/status/1225836989393534976/video/1
[1] https://twitter.com/MichelleMone/status/1595734300749697026/photo/1
[1] https://www.cnn.com/2020/03/29/opinions/coronavirus-personal-protective-equipment-obeidallah/index.html
[1] https://bylinetimes.com/2023/01/04/for-the-love-of-money-michelle-mone-the-epitome-of-modern-conservatism/
[1] https://twitter.com/SecPompeo/status/1225836989393534976

Top URLs in Tweet in G9:
[1] https://twitter.com/Britain_People/status/1621492866869600256
[1] https://twitter.com/Britain_People/status/1621534009988718593/photo/1
[1] https://twitter.com/Britain_People/status/1620846517908283392/photo/1
[1] https://news.sky.com/story/mps-to-get-2-200-pay-rise-from-april-after-boris-johnson-urged-restraint-12554941
[1] https://twitter.com/Britain_People/status/1621339481184903168/photo/1
[1] https://twitter.com/Britain_People/status/1621656935471661057/photo/1
[1] https://twitter.com/Britain_People/status/1619788093187293184/photo/1
[1] https://twitter.com/Britain_People/status/1621586820482883585/photo/1
[1] https://twitter.com/Britain_People/status/1621534009988718593

Top URLs in Tweet in G10:
[3] https://twitter.com/toryboypierce/status/1621476084586889217
[1] https://twitter.com/bigpatmcaleenan/status/1621520269205700609/photo/1
[1] https://labour.org.uk/wp-content/uploads/2019/11/Funding-Real-Change-2019.pdf
[1] https://twitter.com/jrc1921/status/1621552177993891840/video/1
[1] https://twitter.com/DottyDuff/status/1621488562586718208/photo/1
[1] https://twitter.com/DaveRidge9320/status/1621603825151778816/photo/1
[1] https://twitter.com/jp2uk/status/1621611776759455744/photo/1
[1] https://twitter.com/StelucBrooks/status/1621589300453203969/photo/1
[1] https://twitter.com/pasaran_nae/status/1621602237251289089/photo/1
[1] https://twitter.com/jrc1921/status/1621552177993891840

Top Domains
Top Domains in Tweet in Entire Graph:
[292] twitter.com
[57] theguardian.com
[28] co.uk
[10] goodlawproject.org
[9] dmm.com
[6] ppe.pl
[5] youtube.com
[3] org.uk
[3] ac.uk
[3] aap.org

Top Domains in Tweet in G1:
[1] twitter.com
[1] reuters.com

Top Domains in Tweet in G2:
[52] theguardian.com
[22] twitter.com
[5] co.uk
[2] thenational.scot
[1] medium.com
[1] stv.tv
[1] org.uk

Top Domains in Tweet in G3:
[10] twitter.com
[6] co.uk

Top Domains in Tweet in G4:
[11] twitter.com
[3] co.uk
[1] google.com
[1] theguardian.com
[1] magic.watch

Top Domains in Tweet in G5:
[13] twitter.com
[1] kristynwongtam.ca
[1] nytimes.com
[1] ontario.ca

Top Domains in Tweet in G6:
[14] twitter.com
[10] goodlawproject.org
[3] co.uk
[1] opendemocracy.net
[1] theguardian.com

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

Top Domains in Tweet in G8:
[11] twitter.com
[1] cnn.com
[1] bylinetimes.com

Top Domains in Tweet in G9:
[8] twitter.com
[1] sky.com

Top Domains in Tweet in G10:
[11] twitter.com
[1] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[58] ppescandal
[24] ppe
[18] michellemone
[12] باغی_ہوں_کرپٹ_نظام_سے
[12] palantir
[9] loancharge
[9] torycorruption
[8] partygate
[8] generalelectionnow
[7] kdppe



Top Hashtags in Tweet in G2:
[15] michellemone
[3] torycorruption
[2] ppe
[1] toriestakingthepiss
[1] toriesoutnow
[1] nhs
[1] c4news
[1] bbcqt
[1] itvnews
[1] newsnight

Top Hashtags in Tweet in G3:
[2] toriesout211
[2] followbackfriday
[1] torycorruption
[1] generalelectionnow
[1] toriescostlives
[1] notmovingon
[1] strongertogether
[1] ppe

Top Hashtags in Tweet in G4:
[2] torycorruption
[2] generalelectionnow
[1] michellemone
[1] viplane
[1] criminal
[1] torytoast
[1] toriesout211
[1] brexit
[1] torysewageparty
[1] gtto

Top Hashtags in Tweet in G5:
[1] incompetent
[1] nevertrustapc
[1] notrust

Top Hashtags in Tweet in G6:
[2] ppescandal
[2] ppe
[1] teacherstrike
[1] isitok
[1] michellemone
[1] tory
[1] brexit

Top Hashtags in Tweet in G7:
[1] plenpe

Top Hashtags in Tweet in G8:
[4] china
[4] ppe
[3] trump
[3] virus
[2] pandemic
[1] coronavirus
[1] pompeoisatraitor
[1] gopb
[1] taxtherich
[1] wealth

Top Hashtags in Tweet in G9:
[51] ppescandal
[1] peoplepower
[1] enoughisenough
[1] ppe
[1] unfair
[1] oneruleforthem

Top Hashtags in Tweet in G10:
[1] followbackfriday
[1] shutup
[1] torylies
[1] torysmokeandmirrors
[1] torycorruption
[1] toriesunfittogovern

Top Words
Top Words in Tweet in Entire Graph:
[3849] mone
[3757] michelle
[3747] ppe
[2835] bladeofthes
[2480] medpro
[2409] company
[2350] old
[2216] employee
[2062] weeks
[2035] contracts

Top Words in Tweet in G1:
[2512] bladeofthes
[2502] mone
[2500] michelle
[1786] ppe
[1762] medpro
[1762] contracts
[1761] company
[1760] weeks
[1760] old
[1759] less

Top Words in Tweet in G2:
[1034] mone
[981] michelle
[695] ppe
[577] 000
[420] company
[420] old
[384] medpro
[376] employee
[368] tory
[347] 203

Top Words in Tweet in G3:
[263] ppe
[228] medpro
[152] 000
[117] mone
[109] michelle
[87] old
[86] company
[85] tory
[82] weeks
[77] suesuezep

Top Words in Tweet in G4:
[76] conservatives
[67] ppe
[30] money
[23] donations
[18] contracts
[16] angelarayner
[16] mone
[16] tax
[14] billions
[14] people

Top Words in Tweet in G5:
[77] everyday
[76] see
[41] covid
[38] 19
[38] respiratory
[38] went
[38] nsw
[38] physician
[38] long
[38] major

Top Words in Tweet in G6:
[99] ppe
[37] company
[31] mone
[27] michelle
[26] zero
[23] 000
[22] money
[22] controlled
[21] offshore
[20] experience

Top Words in Tweet in G7:
[79] immigration
[78] lui
[78] migrants
[78] nombre
[78] interpellé
[78] par
[78] rappelle
[78] députée
[78] minimisant
[78] légale

Top Words in Tweet in G8:
[51] china
[45] ppe
[27] tons
[26] 18
[25] healthcare
[21] wvumama2
[19] trademarks
[18] send
[17] repandybiggsaz
[17] many

Top Words in Tweet in G9:
[70] ppe
[56] britain_people
[51] rise
[51] #ppescandal
[50] revealed
[49] according
[49] 14
[49] dhsc's
[49] losses
[49] billion

Top Words in Tweet in G10:
[52] ppe
[27] toryboypierce
[24] tory
[23] contracts
[20] much
[17] money
[14] tories
[11] donors
[11] given
[10] trace

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3728] michelle,mone
[2372] mone,ppe
[2263] ppe,medpro
[2057] weeks,old
[2031] medpro,company
[1936] less,weeks
[1932] employee,contracts
[1931] company,less
[1931] zero,employee
[1931] old,zero

Top Word Pairs in Tweet in G1:
[2500] michelle,mone
[1762] ppe,medpro
[1760] medpro,company
[1760] mone,ppe
[1760] weeks,old
[1759] less,weeks
[1759] zero,employee
[1759] old,zero
[1759] contracts,premises
[1759] company,less

Top Word Pairs in Tweet in G2:
[966] michelle,mone
[443] mone,ppe
[302] gave,michelle
[298] 203,000
[278] 000,000
[263] old,employee
[262] tory,cronies
[258] company,days
[258] 'firm',203
[258] 000,company

Top Word Pairs in Tweet in G3:
[222] ppe,medpro
[109] michelle,mone
[86] mone,ppe
[82] weeks,old
[82] medpro,company
[76] 203,000
[75] 000,000
[70] govt,gave
[70] medpro,weeks
[70] 000,michelle

Top Word Pairs in Tweet in G4:
[14] angelarayner,conservatives
[12] conservatives,donations
[12] michelle,mone
[12] above,board
[11] completely,transparent
[11] transparent,monies
[11] clean,money
[11] ppe,contracts
[11] money,completely
[11] board,clean

Top Word Pairs in Tweet in G5:
[38] long,19
[38] everyday,see
[38] see,covid
[38] major,outbreak
[38] physician,see
[38] 19,everyday
[38] respiratory,physician
[38] went,major
[38] see,long
[38] everyday,went

Top Word Pairs in Tweet in G6:
[24] michelle,mone
[20] experience,ppe
[19] adviser,andrew
[19] andrew,mills
[19] controlled,liz
[19] liz,truss
[19] offshore,company
[19] mills,zero
[19] truss,adviser
[19] company,controlled

Top Word Pairs in Tweet in G7:
[78] minimisant,nombre
[78] par,députée
[78] rappelle,qu
[78] interpellé,par
[78] arrivées,migrants
[78] migrants,lui
[78] qu,immigration
[78] immigration,légale
[78] nombre,arrivées
[78] ppe,minimisant

Top Word Pairs in Tweet in G8:
[27] tons,ppe
[26] 18,tons
[26] ppe,china
[18] china,healthcare
[16] send,18
[16] many,china
[16] trademarks,send
[16] repandybiggsaz,many
[16] china,trademarks
[15] healthcare,worker

Top Word Pairs in Tweet in G9:
[49] according,dhsc's
[49] billion,according
[49] 14,billion
[49] staggering,14
[49] ppe,losses
[49] accounts,#ppescandal
[49] losses,rise
[49] revealed,ppe
[49] dhsc's,annual
[49] rise,staggering

Top Word Pairs in Tweet in G10:
[13] ppe,contracts
[10] tory,donors
[8] toryboypierce,much
[8] track,trace
[7] michelle,mone
[6] tory,party
[6] ppe,medpro
[4] mates,ppe
[4] mone,ppe
[4] 41_mash,jrc1921

Top Replied-To
Top Replied-To in Entire Graph:
@conservatives
@format_ppe
@toryboypierce
@patpryce
@nieantyfan
@goddeketal
@bladeofthes
@sxmsomii
@angelarayner
@repmtg

Top Replied-To in G1:
@bladeofthes
@patpryce

Top Replied-To in G2:
@johnredwood
@bladeofthes
@clairebubblepop
@scotnational
@iancoward8
@jamesdalymp
@carolinelucas
@rab_nixon
@milliejamieson5
@rozmccall

Top Replied-To in G3:
@suesuezep
@talktv
@snb19692
@borisjohnson
@marinapurkiss
@stevieb09074258
@kezza101064
@conservatives
@britain_people
@johnredwood

Top Replied-To in G4:
@conservatives
@angelarayner
@seanym007
@rishisunak
@tobyh45
@piersuncensored
@rose12ram
@dungra
@whatpartyuk
@icarus_flies

Top Replied-To in G5:
@kasza_leslie
@hurleyochucupe
@jmcrookston
@steveclarkpc

Top Replied-To in G6:
@carolvorders
@thedayyesterday
@bydonkeys
@lbc
@withorpe
@drmeenalviz
@craiginwales
@frankdrebincod
@grumpyoldlab
@m_steeples

Top Replied-To in G8:
@repmtg
@secpompeo
@repandybiggsaz
@laurenboebert
@jim_jordan
@donaldjtrumpjr
@aoc
@sessler
@adamkinzinger
@sentuberville

Top Replied-To in G9:
@britain_people

Top Replied-To in G10:
@toryboypierce
@adz_ak47
@cultvillainy
@counsellingsam
@snegreid
@beckettunite
@jrc1921
@boredasout
@brian_lewis67
@reportsag

Top Mentioned
Top Mentioned in Entire Graph:
@bladeofthes
@willblackwriter
@clairebubblepop
@suesuezep
@nicolasbay_
@shillcock_paul
@britain_people
@nurseborisbash
@conservatives
@davidjoffe64

Top Mentioned in G1:
@bladeofthes
@sarahconstabl19
@happyhgilmore
@suesuezep

Top Mentioned in G2:
@willblackwriter
@clairebubblepop
@bladeofthes
@shillcock_paul
@mmaher70
@heron_pat
@wistfulcass
@mikefatkin
@hewitson10
@suesuezep

Top Mentioned in G3:
@suesuezep
@bladeofthes
@clp_secretary
@clairebubblepop
@snb19692
@patc63316307
@willblackwriter
@tvnaga01
@danielanadj
@nadinedorries

Top Mentioned in G4:
@conservatives
@annasmith127
@angelarayner
@uklabour
@rishisunak
@bladeofthes
@thelogicalbloke
@keir_starmer
@willblackwriter
@johnaustinmenzi

Top Mentioned in G5:
@davidjoffe64
@jmcrookston
@sameo416
@ppetoheros
@dfisman
@dondavies
@jvipondmd
@cbcombud
@cbcmarketplace
@yonifreedhoff

Top Mentioned in G6:
@joebrolly1993
@goodlawproject
@bydonkeys
@bladeofthes
@withorpe
@carolvorders
@mrjamesob
@lbc
@drmeenalviz
@saltburnbysea

Top Mentioned in G7:
@nicolasbay_

Top Mentioned in G8:
@wvumama2
@repandybiggsaz
@laurenboebert
@secpompeo
@whitehouse
@ivankatrump
@jaredkushner
@realdonaldtrump
@gop
@repmtg

Top Mentioned in G9:
@britain_people
@bladeofthes
@willblackwriter
@suesuezep
@clairebubblepop
@mmaher70

Top Mentioned in G10:
@jrc1921
@bladeofthes
@toryboypierce
@beckettunite
@41_mash
@cwthompson1965
@isabeloakeshott
@kimwillsher1
@bigpatmcaleenan
@adz_ak47

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@jurylady5
@welcia_jp
@gongcha_japan
@ghana_recipe
@roblwilson
@sandradunn1955
@carrybeyond
@dailymirror
@princessbravato

Top Tweeters in G1:
@fleming77
@pingachoo
@j_sutherland2
@carolehope2
@b33laow
@forumeditor
@peterandann
@heather63262308
@rogersurfacings
@bernardmceldown

Top Tweeters in G2:
@jurylady5
@catherinemginn
@childofalba
@unojen_wood
@hugorelly
@knittedkittie
@innerfury4k
@quangels
@andypeacock999
@digitalmaverick

Top Tweeters in G3:
@roblwilson
@iloveautumn2
@ethicaldavid
@patc63316307
@chrisreddevil20
@jackcdawes
@lgalloway77
@nigel2john
@simon_ball46
@domhnall_iain

Top Tweeters in G4:
@song_title
@anniepop2027
@jl_998
@kevingordonhadd
@piersmorgan
@mikelgunners
@mitch8951
@abigails_do
@tweetering70
@tobyh45

Top Tweeters in G5:
@corruptnsw
@natricer
@bobittyboop
@suechapo
@camybobany
@pennypo54201061
@clairecozler
@lindahaslett
@ickiestvicki
@llynneirwin

Top Tweeters in G6:
@mckinlay_liz
@goddess1345
@awarding_women
@gwinniejones
@lurigdramacdall
@awayfromthekeys
@lbc
@custopersmith
@huwphuw
@moirawebster

Top Tweeters in G7:
@carolinebharati
@cazmariani
@blodwyn_kh69_
@vale21vicki
@briarst
@jlroannais
@mariette94val
@michel_zed_
@thierrycharloux
@macie12213004

Top Tweeters in G8:
@carrybeyond
@debbiesva
@jmreycroft
@dio7genes
@zebrafarm2000
@zaleskiluke
@thevaluesvoter
@phxflyer
@joanemp6
@jacquie_mg

Top Tweeters in G9:
@terryelaineh1
@zidanesboots
@madmontesaurus
@raphaeldogg
@geziwoman
@bernardshawlive
@hillww1
@bjc5473
@roomey951
@jennybrookfiel2

Top Tweeters in G10:
@trackntracer
@jkldnmad
@susanfairweathe
@counsellingsam
@connjam
@a6er
@haversham_miss
@alandaykin
@calaisfrom
@bigpatmcaleenan