PPE, Twitter, 2/7/2023 4:03:14 PM, 288804


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PPE_2023-02-07_04-15-02.xlsx
PPE_2023-02-07_04-15-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 07, 2023
Short Description:
PPE via NodeXL https://bit.ly/3RHzKtN
@carolvorders
@goodlawproject
@kadamssl
@blakemmurdoch
@withorpe
@yaneerbaryam
@arthousegirl69
@drwintadd
@jamesre85422742
@jamiewi24198777

Top hashtags:
#ppe
#torycorruption
#brexit
#torycriminals
#torytaxevasion

Description:
Description
The graph represents a network of 5,377 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 12:19 UTC.

The tweets in the network were tweeted over the 2846-day, 23-hour, 54-minute period from Thursday, 23 April 2015 at 01:06 UTC to Tuesday, 07 February 2023 at 01:00 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 : 5377
Unique Edges : 3512
Edges With Duplicates : 10413
Total Edges : 13925
Number of Edge Types : 9
Retweet : 4326
MentionsInRetweet : 6812
Replies to : 701
MentionsInReplyTo : 1413
Tweet : 311
Quote : 84
Mentions : 160
MentionsInQuote : 88
MentionsInQuoteReply : 30
Self-Loops : 436
Reciprocated Vertex Pair Ratio : 0.0147058823529412
Reciprocated Edge Ratio : 0.0289855072463768
Connected Components : 347
Single-Vertex Connected Components : 78
Maximum Vertices in a Connected Component : 4242
Maximum Edges in a Connected Component : 11693
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.691639
Graph Density : 0.000284051283243444
Modularity : 0.461483
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,377 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 12:19 UTC.

The tweets in the network were tweeted over the 2846-day, 23-hour, 54-minute period from Thursday, 23 April 2015 at 01:06 UTC to Tuesday, 07 February 2023 at 01:00 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:
[463] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[8] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230207121645&media=search_link&type=text
[5] https://twitter.com/PippaCrerar/status/1622656860095389697
[4] https://twitter.com/chawisconsin/status/1622633865771638784/photo/1
[4] https://twitter.com/PedriRevira/status/1622637023227162624/photo/1
[4] https://twitter.com/Farabipc_SA/status/1622564065796055041/photo/1
[4] https://twitter.com/nremtp06/status/1622743094566215681/photo/1
[4] https://twitter.com/specialpaul/status/1622688967584845824/photo/1
[4] https://twitter.com/AfricaFireMissn/status/1622641549027704841/photo/1
[4] https://twitter.com/CALFIRELNU/status/1620140657536028672/photo/1

Top URLs in Tweet in G1:
[2] https://goodlawproject.org/sunak-linked-hedge-fund-sees-pandemic-profits-soar-to-109m/
[2] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE010223&utm_medium=social%20media
[1] https://twitter.com/PhantomPower14/status/1597349091398549505
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[1] https://twitter.com/GoodLawProject/status/1615714454393552899/photo/1
[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/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/?utm_source=Twitter&utm_campaign=DHSCReport010223&utm_medium=social%20media
[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/update/pharmaceuticals-direct-we-have-a-date-in-the-supreme-court-to-argue-for-our-case-to-be-heard/?utm_source=Twitter&utm_campaign=PharmaceuticalsDirectJo260123&utm_medium=social%20media

Top URLs in Tweet in G2:
[1] https://twitter.com/GeorgePS14/status/1622517417720045569/photo/1
[1] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://www.thenational.scot/news/20140324.michelle-mones-husband-admits-financial-interest-ppe-medpro/
[1] https://twitter.com/MacScotland4/status/1622724143106981889/photo/1
[1] https://twitter.com/Vanblerkisms/status/1622710904071548928
[1] https://news.sky.com/story/camberwell-preacher-sentenced-for-selling-91-plague-kit-to-cure-covid-12804780

Top URLs in Tweet in G3:
[2] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://twitter.com/kadamssl/status/1622598096621379584
[1] https://twitter.com/sameo416/status/1619478657336238082/photo/1
[1] https://mobile.twitter.com/GoldenSaint/status/1621656639593156608
[1] https://twitter.com/sameo416/status/1619478657336238082

Top URLs in Tweet in G4:
[375] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[3] https://twitter.com/BlakeMMurdoch/status/1622435085877415936
[2] https://twitter.com/Nadannzeigmal/status/1622709440976650240/photo/1
[1] https://maryannedemasi.substack.com/p/exclusive-lead-author-of-new-cochrane?utm_campaign=post

Top URLs in Tweet in G5:
[47] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[3] https://twitter.com/CazHumphreys/status/1622559397003026432/photo/1
[2] https://twitter.com/rishisunak/status/1622507720044687362
[2] https://www.theguardian.com/politics/2023/feb/06/dimmer-than-she-appears-or-totally-dishonest-liz-truss-may-be-both?CMP=share_btn_tw
[2] https://www.theguardian.com/uk-news/2023/feb/06/sunak-echr-exit-european-court-asylum-bill?CMP=share_btn_tw
[2] https://www.theguardian.com/politics/2023/feb/06/ministers-quietly-scrap-limits-on-whitehall-spending-on-consultants?CMP=share_btn_tw
[1] https://twitter.com/johnredwood/status/1622478983349534721
[1] https://twitter.com/LBC/status/1622699060795740160/video/1
[1] https://twitter.com/LBC/status/1622516697671340032/video/1
[1] https://twitter.com/LBC/status/1622506171423768577/video/1

Top URLs in Tweet in G6:
[15] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[2] https://twitter.com/nonno_paula/status/1622305051778629638/photo/1
[2] https://twitter.com/repmtg/status/1622575607719534594
[1] https://twitter.com/John_Rihn/status/1622756657959690240/photo/1
[1] https://twitter.com/loscharlos/status/1619435772482048000
[1] https://twitter.com/RealCheckMarker/status/1622727334762512384/photo/1
[1] https://twitter.com/RealCheckMarker/status/1622728217202130944/photo/1
[1] https://twitter.com/silfies_cindy/status/1622734038149505024
[1] https://twitter.com/yaneerbaryam/status/1622430562987261952?t=kgFuQP5espAJwnowgi_zvg&s=19
[1] https://twitter.com/i/web/status/1622522494904324096

Top URLs in Tweet in G7:
[4] https://twitter.com/wisheart12/status/1622675646475341836/photo/1
[1] https://twitter.com/wesstreeting/status/1622529440243765248
[1] https://twitter.com/wesstreeting/status/1622529440243765248/photo/1
[1] https://twitter.com/m72131527_light/status/1622694572424933376/photo/1
[1] https://twitter.com/m72131527_light/status/1622694013445849088/photo/1
[1] https://bylinetimes.com/2020/08/10/companies-linked-to-exclusive-brethren-evangelical-sect-awarded-hundreds-of-millions-of-ppe-government-contracts/

Top URLs in Tweet in G8:
[8] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230207121645&media=search_link&type=text
[7] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[4] https://twitter.com/AfricaFireMissn/status/1622641549027704841/photo/1
[4] https://twitter.com/chawisconsin/status/1622633865771638784/photo/1
[2] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230207121647&media=search_link&type=text
[1] https://paraisodacozinha.com.br/cassoulet-de-feijao-branco-2/
[1] https://twitter.com/CozinhaParaiso/status/1622710081576992779/photo/1
[1] https://twitter.com/DrewInSeAsia/status/1622752032078630913/photo/1
[1] https://drewinseasiashop.com/product-details/ppe-kit-full-2
[1] https://www.thedrive.com/news/big-porsche-electric-suv-is-coming-with-off-road-suspension-400-mile-range-report?utm_source=twitter&utm_medium=social&utm_campaign=socialflow&utm_content=deals

Top URLs in Tweet in G9:
[1] https://twitter.com/BBCRadioScot/status/1622521656060116999/video/1
[1] https://twitter.com/jimac111/status/1622573579777851392/photo/1
[1] https://www.heraldscotland.com/politics/23302114.sturgeon-cant-recall-knew-husband-loaned-snp-107-000/
[1] https://twitter.com/treesey/status/1622572299298676736/video/1
[1] https://twitter.com/htscotpol/status/1622582063961341954
[1] https://twitter.com/staylorish/status/1622591546011811840/video/1
[1] https://twitter.com/HTScotPol/status/1622582063961341954

Top URLs in Tweet in G10:
[4] https://twitter.com/steffd62/status/1622620713176768512/photo/1
[2] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://twitter.com/NaqviMA/status/1622748927194693632/photo/1
[1] https://goodlawproject.org/revealed-politically-connected-broker-made-17m-profit-on-vip-ppe-contracts/
[1] https://www.theguardian.com/world/2023/jan/15/uk-pest-control-firm-nine-million-vip-lane-ppe-deal-pandemic
[1] https://twitter.com/BorisJohnson/status/1622654214294970386/video/1
[1] https://www.theguardian.com/world/2020/jul/20/macron-seeks-end-acrimony-eu-summit-enters-fourth-day

Top Domains
Top Domains in Tweet in Entire Graph:
[463] ac.uk
[364] twitter.com
[37] co.uk
[28] theguardian.com
[14] goodlawproject.org
[10] dmm.com
[8] ppe.pl
[6] youtube.com
[6] sky.com
[5] wiley.com

Top Domains in Tweet in G1:
[10] goodlawproject.org
[4] twitter.com
[1] theguardian.com
[1] co.uk

Top Domains in Tweet in G2:
[3] twitter.com
[1] theguardian.com
[1] thenational.scot
[1] sky.com

Top Domains in Tweet in G3:
[4] twitter.com
[2] ac.uk

Top Domains in Tweet in G4:
[375] ac.uk
[5] twitter.com
[1] substack.com

Top Domains in Tweet in G5:
[52] twitter.com
[47] ac.uk
[15] co.uk
[14] theguardian.com
[4] sky.com
[2] bloomberg.com
[1] thecanary.co
[1] trib.al
[1] merriam-webster.com
[1] goodlawproject.org

Top Domains in Tweet in G6:
[16] twitter.com
[15] ac.uk
[2] co.uk
[1] washingtonpost.com

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

Top Domains in Tweet in G8:
[32] twitter.com
[10] dmm.com
[7] ac.uk
[3] co.uk
[2] wordpress.com
[2] theguardian.com
[1] com.br
[1] drewinseasiashop.com
[1] thedrive.com
[1] sharepoint.com

Top Domains in Tweet in G9:
[6] twitter.com
[1] heraldscotland.com

Top Domains in Tweet in G10:
[6] twitter.com
[2] theguardian.com
[2] ac.uk
[1] goodlawproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[89] ppe
[58] torycorruption
[56] brexit
[55] torycriminals
[54] torytaxevasion
[53] torybrexitdisaster
[53] torylies
[53] brexitbritain
[52] torysleaze
[51] brexitlies



Top Hashtags in Tweet in G1:
[1] teacherstrike

Top Hashtags in Tweet in G2:
[1] michellemone
[1] britgov
[1] bbclaurak

Top Hashtags in Tweet in G3:
[3] ppe
[2] torycorruption
[2] engineering
[2] covid19bc
[1] torycriminalsunfittogovern
[1] airquality

Top Hashtags in Tweet in G4:
[1] torycriminals
[1] toryfascistdictatorship
[1] ffp3masken
[1] ffp3füralle
[1] maskssavelives
[1] ffp3
[1] maskswork
[1] cleanerair
[1] respirators

Top Hashtags in Tweet in G5:
[56] brexit
[54] ppe
[53] torycorruption
[53] torybrexitdisaster
[53] torycriminals
[53] torylies
[53] torytaxevasion
[53] brexitbritain
[51] torysleaze
[51] toryhypocrisy

Top Hashtags in Tweet in G6:
[1] incurable
[1] longcovid
[1] bringbackmasks
[1] covidisairborne
[1] wearamask
[1] covidisnotover
[1] covid19

Top Hashtags in Tweet in G7:
[16] brexitreality

Top Hashtags in Tweet in G8:
[13] ppe
[5] covid19
[4] auspol
[4] safety
[2] covidisnotover
[2] nurseflashing
[2] naughtynurse
[2] nswpol
[1] torythievingbastards
[1] mondmaskers

Top Hashtags in Tweet in G9:
[3] gtto
[1] scotlandthecolony
[1] scottishunionistmedia

Top Hashtags in Tweet in G10:
[3] generalelectionnow
[2] toriesout215
[2] toriesout210
[2] slipperysunak
[2] brexitslug
[2] ppescandal
[2] pandemicprofiteer
[2] michellemoney

Top Words
Top Words in Tweet in Entire Graph:
[2281] pandemic
[2261] goodlawproject
[2239] sunak
[2239] fund
[2237] linked
[2236] profits
[2233] report
[2231] carolvorders
[2230] hedge
[2228] 109m

Top Words in Tweet in G1:
[2100] goodlawproject
[2079] carolvorders
[2078] fund
[2078] hedge
[2078] report
[2078] profits
[2077] sunak
[2077] linked
[2077] soar
[2077] sees

Top Words in Tweet in G2:
[389] ppe
[369] 14
[369] unused
[369] tories
[368] withorpe
[367] hospitals
[367] 40
[367] intention
[367] around
[367] 25

Top Words in Tweet in G3:
[818] face
[418] staff
[416] covid
[416] hospital
[415] wards
[415] working
[415] 19
[414] cambridge
[412] masks
[410] kadamssl

Top Words in Tweet in G4:
[365] ffp3
[361] blakemmurdoch
[360] respirators
[359] cases
[359] physics
[359] introduced
[359] number
[359] once
[359] surprise
[359] big

Top Words in Tweet in G5:
[91] ppe
[78] conservatives
[56] #brexit
[54] #ppe
[54] mrjamesob
[53] #brexitbritain
[53] #torycriminals
[53] #torycorruption
[53] #torybrexitdisaster
[53] #torylies

Top Words in Tweet in G6:
[184] ppe
[167] covid
[166] hospital
[166] 19
[165] wards
[165] working
[164] staff
[154] yaneerbaryam
[153] upgrading
[150] cut

Top Words in Tweet in G7:
[252] phone
[128] tory
[126] corruption
[126] rabb
[126] bully
[126] id
[126] adams
[126] miss
[126] self
[126] snp

Top Words in Tweet in G8:
[63] ppe
[13] #ppe
[10] 写真集電子書籍
[10] ヤングガンガンデジタル限定写真集
[10] night
[10] dmm
[10] おすすめです
[10] halloween
[10] never
[10] ending

Top Words in Tweet in G9:
[35] ppe
[22] mone
[22] see
[20] tory
[18] michelle
[14] phone
[13] between
[12] publicpriestley
[12] 85
[12] address

Top Words in Tweet in G10:
[27] ppe
[18] corruption
[16] borisjohnson
[14] nhs
[11] train
[10] donors
[10] conservative
[10] matés
[10] job
[10] perfected

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2230] hedge,fund
[2228] sees,pandemic
[2228] profits,soar
[2228] linked,hedge
[2228] sunak,linked
[2228] soar,109m
[2228] pandemic,profits
[2228] fund,sees
[2227] report,goodlawproject
[2227] 109m,report

Top Word Pairs in Tweet in G1:
[2078] hedge,fund
[2077] soar,109m
[2077] sees,pandemic
[2077] sunak,linked
[2077] linked,hedge
[2077] profits,soar
[2077] fund,sees
[2077] pandemic,profits
[2076] report,goodlawproject
[2076] ahem,sunak

Top Word Pairs in Tweet in G2:
[369] unused,ppe
[367] 25,40
[367] ppe,paid
[367] around,25
[367] 40,hospitals
[367] 14,9b
[367] withorpe,14
[367] squandered,unused
[367] paid,around
[367] tories,intention

Top Word Pairs in Tweet in G3:
[415] 19,wards
[415] staff,working
[415] working,covid
[415] covid,19
[409] addenbrooke,hospital
[409] cambridge,upgraded
[409] upgraded,face
[409] filtering,face
[409] face,masks
[409] face,piece

Top Word Pairs in Tweet in G4:
[360] ffp3,respirators
[359] big,surprise
[359] once,ffp3
[359] introduced,number
[359] respirators,introduced
[359] surprise,physics
[359] number,cases
[359] physics,once
[358] blakemmurdoch,big
[358] cases,att

Top Word Pairs in Tweet in G5:
[53] #ppe,#torylies
[53] #torylies,#torytaxevasion
[53] #torytaxevasion,#brexitbritain
[53] #brexitbritain,conservatives
[53] #torycriminals,#ppe
[52] #brexit,#torybrexitdisaster
[52] #torybrexitdisaster,#torycriminals
[51] conservatives,#toryhypocrisy
[51] #toryhypocrisy,#brexitausterity
[50] #brexitausterity,#brexitlies

Top Word Pairs in Tweet in G6:
[165] 19,wards
[165] covid,19
[164] working,covid
[164] staff,working
[153] upgrading,ppe
[151] yaneerbaryam,upgrading
[149] acquired,infections
[149] infections,dramatically
[149] ppe,staff
[149] wards,cut

Top Word Pairs in Tweet in G7:
[126] id,snp
[126] adams,phone
[126] rabb,being
[126] corruption,rabb
[126] phone,self
[126] being,bully
[126] self,id
[126] phone,tory
[126] miss,phone
[126] tory,corruption

Top Word Pairs in Tweet in G8:
[10] never,ending
[10] dmm,ppe
[10] halloween,night
[10] ppe,ヤングガンガンデジタル限定写真集
[10] ヤングガンガンデジタル限定写真集,never
[10] night,写真集電子書籍
[10] ending,halloween
[5] covid,19
[4] 19,wards
[4] ffp3,respirators

Top Word Pairs in Tweet in G9:
[18] michelle,mone
[12] address,85
[12] ones,address
[12] skinny,wee
[12] 85,great
[12] london,w1
[12] street,london
[12] wee,building
[12] w1,ppe
[12] ppe,medpro

Top Word Pairs in Tweet in G10:
[10] job,boys
[10] sleaze,cronyism
[10] gravy,train
[10] conservative,gravy
[10] train,corruption
[10] during,ppe
[10] cronyism,job
[10] donors,matés
[10] matés,perfected
[10] perfected,during

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_loved
@format_ppe
@jim_jordan
@kelvmackenzie
@rambuda_singo
@repmtg
@kook_7ts
@lbc
@makavelli_vii
@hate_schxxl

Top Replied-To in G1:
@carolvorders
@lbc

Top Replied-To in G2:
@skynews
@philonotis
@withorpe
@classicbiker3
@darkagemonitor
@mikemoves12

Top Replied-To in G3:
@kadamssl
@denniskendel
@asafbhai
@cazmcdo
@rob_thabuilder

Top Replied-To in G4:
@blakemmurdoch
@stohr_klaus

Top Replied-To in G5:
@kelvmackenzie
@lbc
@rishisunak
@simonclarkemp
@johnmac56303662
@mrjamesob
@johnredwood
@emma12150
@toryboypierce
@gimpanzee123

Top Replied-To in G6:
@repmtg
@gop
@gordonschuecker
@kyle_mbp_robbo
@yaneerbaryam
@mattgaetz
@silfies_cindy
@tedcruz
@bhpcomms

Top Replied-To in G7:
@lotte_hughes

Top Replied-To in G9:
@bbcradioscot
@imprisonedinuk
@iaincurrie9
@treesey
@htscotpol
@dalgetysusan
@staylorish
@goodlawproject
@lyeemoon
@anjalindtner

Top Replied-To in G10:
@borisjohnson
@gov2uk
@therailway_1
@chris__medland
@jeremyvineon5
@duncr
@co1mary
@sandra26451694
@likegointhisway
@mattyfeb1987

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@carolvorders
@kadamssl
@withorpe
@blakemmurdoch
@yaneerbaryam
@arthousegirl69
@conservatives
@mrjamesob
@georgeps14

Top Mentioned in G1:
@goodlawproject
@carolvorders
@stevedavid845
@nickferrarilbc
@jolyonmaugham
@jamesro13411319

Top Mentioned in G2:
@withorpe
@goodlawproject
@carolvorders
@georgeps14
@stormysturgeon
@zero_4
@macscotland4
@skynews
@kadamssl
@acoded_word

Top Mentioned in G3:
@kadamssl
@carolvorders
@goodlawproject
@denniskendel
@elizapdushku
@umberghauri
@jolentag
@yaneerbaryam
@socioblah
@sameo416

Top Mentioned in G4:
@blakemmurdoch
@kadamssl
@carolvorders
@goodlawproject
@qbk_jitensya
@withorpe
@vega_ts
@quality_nguyen
@mark_butler_mp
@realozsage

Top Mentioned in G5:
@conservatives
@mrjamesob
@rishisunak
@goodlawproject
@bbcnews
@carolvorders
@jeremycorbyn
@paulmay9115
@acgrayling
@nickferrarilbc

Top Mentioned in G6:
@yaneerbaryam
@kadamssl
@blakemmurdoch
@carolvorders
@goodlawproject
@realcheckmarker
@marcusfitzsimon
@repmtg
@gordonschuecker
@gop

Top Mentioned in G7:
@arthousegirl69
@wisheart12
@carolvorders
@goodlawproject
@adamnguest
@withorpe
@kadamssl
@marionmain3

Top Mentioned in G8:
@nurseflashingb2
@tmn15789263
@drtammrawarby
@powerbymomblog

Top Mentioned in G9:
@publicpriestley
@jimac111
@goodlawproject
@thesnp
@htscotpol
@bbcradioscot
@carolvorders
@jamesamcvean
@grinandwearit
@scotgovfm

Top Mentioned in G10:
@borisjohnson
@conservative
@naqvima
@gov2uk
@kenjmunn
@owenjones84
@mattyfeb1987
@raycasey2003
@carolvorders
@goodlawproject

Top Tweeters
Top Tweeters in Entire Graph:
@caramelcorn1971
@kfc_jp
@daikinstreamer
@teamyoutube
@g123_jp
@jurylady5
@ghana_recipe
@roblwilson
@_dammyb_
@independent

Top Tweeters in G1:
@sandradunn1955
@porridgeisgood
@allchanges
@tartancobweb
@thestephenralph
@fiona_fionnagal
@chiller
@hawkins_carole
@david96212152
@rogersurfacings

Top Tweeters in G2:
@ferguson2811
@spanishdan1
@skynews
@uncleprober
@carolehope2
@irisstylosa
@heather63262308
@unojen_wood
@juliecuninghame
@annetteashley61

Top Tweeters in G3:
@paladine
@bbddpp
@hopealdridge
@tintie4
@joejaggi
@evelynspring8
@saffiya_khan1
@cptleto
@60sleigh
@littlebirdsteph

Top Tweeters in G4:
@jurylady5
@baphomet_2525
@adekleine
@fleming77
@nakesha_horsey
@kimvie
@qbk_jitensya
@nobiggovduh
@northbelle4
@joetsuki

Top Tweeters in G5:
@bbcnews
@trackntracer
@piyakhanna
@johnandi
@eileenvn
@ap
@iromg
@mimij9
@stvnews
@docrussjackson

Top Tweeters in G6:
@dcexaminer
@foxnews
@abc
@wsj
@syawal
@sprbrighting
@upschittscreek1
@raphaeldogg
@politico
@philcp69

Top Tweeters in G7:
@beverlyfolkers
@suegray834
@shirleyyoung2
@paolimichele
@tejida
@vintiquesmark
@jenemm3
@dickensgirl
@annemacrae4
@buntinrobert

Top Tweeters in G8:
@danspena
@guitarsuncat
@powerbymomblog
@amys_bus_ticket
@abc3340
@ze5zykxuwy6zy37
@tscgmbc0e7xzael
@jobbt7
@24hamburg_de
@indypremium

Top Tweeters in G9:
@wavetop
@pecunium
@treesey
@martin97903661
@jimkelly07
@stef18881
@joannab64017534
@lyeemoon
@manresssa
@thesnp

Top Tweeters in G10:
@sydesjokes
@ajvalliant2025
@sjj139
@chirpychet
@leesaunders72
@simunch1
@raycasey2003
@gus1955
@mattyfeb1987
@duncr


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