PPE, Twitter, 2/11/2023 11:29:10 AM, 289137


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PPE_2023-02-11_01-16-49.xlsx
PPE_2023-02-11_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2023
Short Description:
PPE via NodeXL https://bit.ly/3XDrgp3
@bladeofthes
@chrispduck
@fairbairn77
@nurseborisbash
@clairebubblepop
@carolvorders
@trackntracer
@colleenmmck618
@nick_coatsworth
@keir_starmer

Top hashtags:
#generalelectionnow
#enoughisenough
#ppe
#nondom
#greencard
#russia

Description:
Description
The graph represents a network of 5,530 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 09:21 UTC.

The tweets in the network were tweeted over the 1099-day, 7-hour, 18-minute period from Friday, 07 February 2020 at 17:41 UTC to Saturday, 11 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 : 5530
Unique Edges : 2475
Edges With Duplicates : 11296
Total Edges : 13771
Number of Edge Types : 9
Retweet : 3645
MentionsInRetweet : 4490
Replies to : 1451
MentionsInReplyTo : 2934
Mentions : 225
Tweet : 671
MentionsInQuote : 176
MentionsInQuoteReply : 36
Quote : 143
Self-Loops : 884
Reciprocated Vertex Pair Ratio : 0.0276848189838759
Reciprocated Edge Ratio : 0.0538780343398461
Connected Components : 600
Single-Vertex Connected Components : 156
Maximum Vertices in a Connected Component : 3302
Maximum Edges in a Connected Component : 9035
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.18703
Graph Density : 0.000220962166606651
Modularity : 0.459514
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,530 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 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 09:21 UTC.

The tweets in the network were tweeted over the 1099-day, 7-hour, 18-minute period from Friday, 07 February 2020 at 17:41 UTC to Saturday, 11 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:
[196] https://twitter.com/mattgrantsky/status/1623328741878292481/video/1
[70] https://www.thetimes.co.uk/article/detectives-seize-porsche-and-watches-from-couple-suspected-of-2m-ppe-fraud-qd0szlcc8?shareToken=d6305bbdbd577aab638a8aa9855572ba
[34] https://eastangliabylines.co.uk/new-evidence-calls-into-question-explanation-for-40-million-ppe-contract-for-hancocks-friend/
[15] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[14] https://twitter.com/talk2joepublic/status/1623703011884253184/photo/1
[14] https://www.standard.co.uk/news/uk/ppe-fraud-covid-nca-arrests-husband-wife-b1058923.html
[12] https://euroweeklynews.com/2023/02/09/michelle-mone-ppe-scandal-carol-vorderman-pushes-for-former-friend-to-be-investigated-again/amp/
[11] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[10] https://twitter.com/nalarn1/status/1621685249766735872/photo/1
[9] https://twitter.com/NPA_Prosecutes/status/1623231923521716224/photo/1

Top URLs in Tweet in G1:
[1] https://eastangliabylines.co.uk/new-evidence-calls-into-question-explanation-for-40-million-ppe-contract-for-hancocks-friend/
[1] https://twitter.com/BladeoftheS/status/1624006423901360129/photo/1
[1] https://twitter.com/BladeoftheS/status/1623738177633615876/photo/1
[1] https://medium.com/@change.orgUK/open-letter-to-uk-government-do-you-want-our-ppe-or-not-fce832e6e37a
[1] https://twitter.com/Gladden87/status/1623935681285480449/photo/1
[1] https://www.theneweuropean.co.uk/brexit-news/westminster-news/matt-hancock-ppe-contract-with-chinese-firm-7814038
[1] https://twitter.com/JamesWoodfield/status/1362842322044649475
[1] https://twitter.com/LenoreSimson/status/1623752259459862530
[1] https://www.thetimes.co.uk/article/punishing-tax-rate-stopped-us-investing-in-britain-says-astrazeneca-chief-sir-pascal-soriot-pjpb373sc
[1] https://news.sky.com/story/amp/hancock-committed-minor-breach-of-ministerial-code-when-covid-contract-awarded-to-sisters-company-12319324

Top URLs in Tweet in G2:
[7] https://www.thetimes.co.uk/article/0d79ac7a-a892-11ed-a7e8-7a5fed5c43c4?shareToken=73de10b74248806ffac52c5c4ee87b53
[7] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[3] https://www.lbc.co.uk/news/ppe-fraud-husband-wife-arrested/
[2] https://eastangliabylines.co.uk/new-evidence-calls-into-question-explanation-for-40-million-ppe-contract-for-hancocks-friend/
[1] https://twitter.com/magmogz135/status/1621192018440355840/photo/1
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/
[1] https://goodlawproject.org/revealed-dominic-raab-did-use-whatsapp-for-official-business-but-government-didnt-retain-a-copy-of-his-messages/
[1] https://goodlawproject.org/revealed-politically-connected-broker-made-17m-profit-on-vip-ppe-contracts/
[1] https://twitter.com/kennyarnold1997/status/1624041932291821568
[1] https://twitter.com/kennyarnold1997/status/1624041932291821568/photo/1

Top URLs in Tweet in G3:
[196] https://twitter.com/mattgrantsky/status/1623328741878292481/video/1
[4] 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/GregHands/status/1623949498241241088/photo/1
[2] https://goodlawproject.org/revealed-politically-connected-broker-made-17m-profit-on-vip-ppe-contracts/?utm_source=Twitter&utm_campaign=World_Link_PPE240223&utm_medium=social%20media
[2] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[2] https://twitter.com/Conservatives/status/1623956672132616193
[2] https://twitter.com/LeoDochertyUK/status/1623797248856399875/photo/1
[2] https://twitter.com/ByDonkeys/status/1624056063526838281
[2] https://twitter.com/bydonkeys/status/1624056063526838281
[2] https://www.standard.co.uk/news/uk/ppe-fraud-covid-nca-arrests-husband-wife-b1058923.html

Top URLs in Tweet in G4:
[3] https://www.nhsforsale.info/coronavirus/tory-steve-dechans-276m-in-ppe-contracts-buys-him-country-manor/
[2] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[2] https://twitter.com/DannyMcGuinne10/status/1623636963688427520/photo/1
[2] https://www.youtube.com/watch?v=7Lmusiq5Ed4&feature=youtu.be

[2] https://www.youtube.com/watch?v=lPNOZs56o1U&feature=youtu.be

[2] https://twitter.com/DrOsitaMba/status/1623994696837079040/photo/1
[2] https://www.youtube.com/watch?v=01--7O2sFGU&feature=youtu.be

[1] https://twitter.com/PhantomPower14/status/1597349091398549505
[1] https://twitter.com/i/web/status/1623586258545942531
[1] https://twitter.com/NCA_UK/status/1623367505422024704

Top URLs in Tweet in G6:
[7] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230211091801&media=search_link&type=text
[4] https://twitter.com/NewsFirefighter/status/1624126048618090517/photo/1
[4] https://twitter.com/Ally_Safety/status/1624185097690791938/photo/1
[3] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230211091843&media=search_link&type=text
[2] http://ws-jp.co.jp/2020/12/06/science-technology-18-coronavirus-21/
[2] http://ws-jp.co.jp/2020/04/21/science-technology-4-telemedicine-1-coronavirus-4/
[2] http://ws-jp.co.jp/2021/01/12/world-9/
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://www.thetimes.co.uk/article/detectives-seize-cars-and-watches-from-couple-suspected-of-2m-ppe-fraud-qd0szlcc8
[2] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions

Top URLs in Tweet in G7:
[30] https://eastangliabylines.co.uk/new-evidence-calls-into-question-explanation-for-40-million-ppe-contract-for-hancocks-friend/

Top URLs in Tweet in G8:
[3] https://twitter.com/harrygoodfella1/status/1623713808450572294/photo/1
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://news.sky.com/story/government-legal-bill-to-fight-ppe-company-linked-to-tory-peer-michelle-mone-tops-10m-12780723
[1] https://twitter.com/DrLoupis/status/1624088748085456903
[1] https://twitter.com/DrLoupis/status/1624003708529909761/video/1
[1] https://www.gbnews.uk/opinion/you-have-been-warned-a-labour-government-is-coming-says-mark-dolan/440538
[1] https://www.gbnews.uk/politics/brexit-britain-forced-to-pay-23-billion-in-fines-to-eu-despite-quitting-bloc-three-years-ago/440397
[1] https://news.sky.com/story/hunt-offers-hope-on-pay-settlements-but-rules-out-feeding-inflation-12807304?dcmp=snt-sf-twitter
[1] https://news.sky.com/story/mps-pay-to-increase-by-29-raising-their-salary-to-86584-12806962
[1] https://www.theguardian.com/politics/2023/feb/09/former-sheffield-hallam-mp-jared-omara-jailed-for-four-years?CMP=Share_AndroidApp_Other

Top URLs in Tweet in G9:
[4] https://twitter.com/PoeBrianL/status/1624058644114317317/photo/1
[4] https://twitter.com/oliver_phil/status/1623993689197662209/photo/1
[3] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[2] https://www.youtube.com/watch?app=desktop&v=J3dnkbKoj4A
[1] https://twitter.com/liangrhea/status/1623664801196163072
[1] https://twitter.com/globalbiosec/status/1622721883996315648
[1] https://twitter.com/vprasadmdmph/status/1622025088609701888
[1] https://twitter.com/nick_coatsworth/status/1623842589316386816
[1] https://twitter.com/peterwalker99/status/1623656805728493568
[1] https://theconversation.com/yes-masks-reduce-the-risk-of-spreading-covid-despite-a-review-saying-they-dont-198992

Top URLs in Tweet in G10:
[14] https://twitter.com/talk2joepublic/status/1623703011884253184/photo/1
[2] https://twitter.com/poorscousertom/status/1624134960004186112/photo/1
[1] https://twitter.com/PennyMordaunt/status/1623773412035371008/video/1
[1] https://twitter.com/PennyMordaunt/status/1623686011011080193/video/1
[1] https://twitter.com/PennyMordaunt/status/1623686011011080193
[1] https://twitter.com/freddieArcuri/status/1623645963725295622/photo/1
[1] https://twitter.com/poorscousertom/status/1624134960004186112
[1] https://www.instagram.com/reel/CofBbQBI-mV/?igshid=YmMyMTA2M2Y=
[1] https://www.thetimes.co.uk/article/detectives-seize-porsche-and-watches-from-couple-suspected-of-2m-ppe-fraud-qd0szlcc8?shareToken=d6305bbdbd577aab638a8aa9855572ba
[1] https://twitter.com/lovesatrier1/status/1623999732224778241/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1148] twitter.com
[177] co.uk
[22] theguardian.com
[19] youtube.com
[17] ppe.pl
[17] gov.uk
[16] ac.uk
[16] goodlawproject.org
[13] euroweeklynews.com
[12] co.jp

Top Domains in Tweet in G1:
[7] twitter.com
[3] co.uk
[1] medium.com
[1] sky.com
[1] alibaba.com

Top Domains in Tweet in G2:
[13] co.uk
[7] gov.uk
[3] twitter.com
[3] goodlawproject.org

Top Domains in Tweet in G3:
[521] twitter.com
[19] co.uk
[13] theguardian.com
[10] goodlawproject.org
[2] thenational.scot
[2] order-order.com
[1] asda.com
[1] opendemocracy.net
[1] bmj.com
[1] spotlightcorruption.org

Top Domains in Tweet in G4:
[18] twitter.com
[9] youtube.com
[3] nhsforsale.info
[2] gov.uk
[2] theguardian.com
[1] lancs.live
[1] goodlawproject.org
[1] medium.com
[1] co.uk

Top Domains in Tweet in G6:
[64] twitter.com
[10] dmm.com
[9] co.uk
[8] co.jp
[4] microsoft.com
[3] gov.uk
[2] thehill.com
[2] infosecurity-magazine.com
[2] wordpress.com
[2] corriere.it

Top Domains in Tweet in G7:
[30] co.uk

Top Domains in Tweet in G8:
[17] twitter.com
[4] sky.com
[3] theguardian.com
[2] gbnews.uk
[1] co.uk
[1] cdc.gov
[1] trib.al

Top Domains in Tweet in G9:
[14] twitter.com
[3] ac.uk
[2] youtube.com
[1] theconversation.com
[1] boostsafety.com

Top Domains in Tweet in G10:
[22] twitter.com
[1] instagram.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[276] generalelectionnow
[263] enoughisenough
[262] ppe
[261] nondom
[261] greencard
[259] russia
[258] moderna
[257] gove
[238] toriesout218
[215] michellemone



Top Hashtags in Tweet in G1:
[1] bbcqt
[1] isitok
[1] mylittlecrony
[1] weneedtotalkaboutmidazolam

Top Hashtags in Tweet in G2:
[4] c4news
[3] followbackfriday
[2] gtto
[2] torycriminals
[2] torycorruption
[1] fbpe
[1] fbpa
[1] toriesout218
[1] liartories
[1] labourtraitors

Top Hashtags in Tweet in G3:
[275] generalelectionnow
[263] enoughisenough
[261] nondom
[261] greencard
[259] russia
[257] moderna
[256] gove
[235] toriesout218
[216] ppe
[212] michellemone

Top Hashtags in Tweet in G4:
[2] panorama
[2] kayburley
[1] nhs
[1] matthancock
[1] mone
[1] gtto
[1] torysleaze
[1] michellemone
[1] tory
[1] metpoliceuk

Top Hashtags in Tweet in G5:
[1] herotozero

Top Hashtags in Tweet in G6:
[28] ppe
[4] workplacesafety
[4] safety
[3] personalprotectiveequipment
[3] safetywear
[3] safetyfirst
[3] construction
[3] aldopatriciello
[3] dalmazia
[3] esodo

Top Hashtags in Tweet in G7:
[1] torycorruption

Top Hashtags in Tweet in G8:
[2] torycorruption
[2] wato
[1] generalelectionnow
[1] toryhypocrisy
[1] toriesout
[1] fbpe
[1] fbppr
[1] jaredomara
[1] ppe
[1] johnsondefence

Top Hashtags in Tweet in G9:
[3] ffp2
[3] ffp3

Top Hashtags in Tweet in G10:
[1] strongertogether
[1] toriesout218
[1] c4news
[1] tory
[1] covid

Top Words
Top Words in Tweet in Entire Graph:
[3467] ppe
[1390] bladeofthes
[1340] hancock
[1277] company
[1258] gave
[1255] contract
[1243] matt
[1236] 20
[1225] owned
[1223] covered

Top Words in Tweet in G1:
[1327] ppe
[1281] bladeofthes
[1235] hancock
[1162] gave
[1158] contract
[1157] company
[1156] matt
[1154] sisters
[1153] covered
[1153] confronted

Top Words in Tweet in G2:
[259] mone
[257] michelle
[253] former
[250] baroness
[249] years
[248] mp
[247] habit
[247] found
[247] fund
[247] labour

Top Words in Tweet in G3:
[275] #generalelectionnow
[263] #enoughisenough
[261] #nondom
[261] #greencard
[260] infosys
[259] #russia
[257] #moderna
[256] #gove
[235] #toriesout218
[216] #ppe

Top Words in Tweet in G4:
[219] ppe
[154] carolvorders
[120] nca_uk
[108] fraud
[88] michelle
[71] arrested
[67] tory
[58] barrowman
[57] pandemic
[56] linked

Top Words in Tweet in G5:
[209] michelle
[209] mone
[206] nurseborisbash
[205] covid
[204] high
[204] millions
[204] tory
[202] baroness
[202] working
[201] contracted

Top Words in Tweet in G6:
[124] ppe
[28] #ppe
[15] fraud
[12] safety
[12] covid
[12] more
[12] arrested
[12] night
[11] mps
[11] three

Top Words in Tweet in G7:
[128] mone
[128] michelle
[123] clairebubblepop
[120] tory
[119] medpro
[119] created
[119] happened
[119] peer
[119] forget
[119] supposed

Top Words in Tweet in G8:
[89] ppe
[35] andrewrtdavies
[33] track
[30] trace
[30] money
[26] tory
[21] billions
[20] toryboypierce
[19] contracts
[18] keir_starmer

Top Words in Tweet in G9:
[61] more
[57] nick_coatsworth
[53] kids
[49] patients
[47] years
[46] fighting
[46] battle
[45] protect
[44] doctors
[43] year

Top Words in Tweet in G10:
[106] ppe
[39] arrested
[39] fraud
[34] david__osland
[33] pennymordaunt
[31] husband
[30] people
[30] three
[29] over
[27] 29m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1238] matt,hancock
[1236] ppe,contract
[1223] company,owned
[1223] sisters,company
[1222] gave,ppe
[1221] contract,sisters
[1221] denied,confronted
[1221] confronted,covered
[1221] hancock,gave
[1221] owned,20

Top Word Pairs in Tweet in G1:
[1156] matt,hancock
[1154] ppe,contract
[1154] sisters,company
[1153] gave,ppe
[1153] hancock,gave
[1153] contract,sisters
[1153] company,owned
[1153] denied,confronted
[1153] 20,denied
[1153] confronted,covered

Top Word Pairs in Tweet in G2:
[257] michelle,mone
[249] baroness,michelle
[247] expenses,fund
[247] years,baroness
[247] found,guilty
[247] cocaine,habit
[247] faking,expenses
[247] mp,found
[247] guilty,faking
[247] labour,mp

Top Word Pairs in Tweet in G3:
[261] #generalelectionnow,#enoughisenough
[260] #greencard,infosys
[260] #enoughisenough,#nondom
[260] #nondom,#greencard
[259] infosys,#russia
[257] #russia,#moderna
[255] #moderna,#gove
[208] #gove,#michellemone
[199] #ppe,#fraud
[197] excludeduk,#pmqs

Top Word Pairs in Tweet in G4:
[106] ppe,fraud
[52] report,goodlawproject
[52] ahem,sunak
[52] soar,109m
[52] hedge,fund
[52] sees,pandemic
[52] sunak,linked
[52] linked,hedge
[52] profits,soar
[52] 109m,report

Top Word Pairs in Tweet in G5:
[209] michelle,mone
[202] baroness,michelle
[201] high,life
[201] mansions,millions
[201] tory,baroness
[201] covid,working
[201] life,yachts
[201] millions,contracted
[201] contracted,covid
[201] mone,living

Top Word Pairs in Tweet in G6:
[15] ppe,fraud
[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
[7] fraud,worth
[7] personal,protective

Top Word Pairs in Tweet in G7:
[128] michelle,mone
[119] supposed,forget
[119] happened,tory
[119] hubby,supposed
[119] anyone,know
[119] tory,peer
[119] peer,michelle
[119] forget,medpro
[119] know,happened
[119] medpro,created

Top Word Pairs in Tweet in G8:
[29] track,trace
[16] ppe,contracts
[16] toryboypierce,keir_starmer
[10] unusable,ppe
[10] dodgy,ppe
[8] 37,billion
[8] better,spent
[7] michelle,mone
[7] spent,nhs
[7] useless,ppe

Top Word Pairs in Tweet in G9:
[46] fighting,battle
[44] battle,protect
[43] ve,fighting
[43] more,kids
[43] doctors,years
[42] year,more
[42] protect,patients
[42] nick_coatsworth,ve
[41] fearful,doctors
[41] patients,fearful

Top Word Pairs in Tweet in G10:
[36] ppe,fraud
[26] husband,wife
[26] fraud,gosh
[26] 29m,ppe
[26] three,people
[26] dodgy,ppe
[26] arrested,over
[26] over,29m
[26] including,husband
[26] people,including

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_loved
@7n_ppe
@andrewrtdavies
@bladeofthes
@dave43law
@haniwa8205
@jeremy_hunt
@leeandersonmp_
@format_ppe
@nick_coatsworth

Top Replied-To in G1:
@bladeofthes
@matthancock
@lenoresimson
@movermanpj
@mickey_helliet
@gladden87
@thedefenderuk
@m0kujin
@gailmarie1958
@offgrid__greg

Top Replied-To in G2:
@nca_uk

Top Replied-To in G3:
@dave43law
@jeremy_hunt
@leeandersonmp_
@bladeofthes
@chirpychet
@greghands
@rishisunak
@bobgeor27574923
@parody_pm
@implausibleblog

Top Replied-To in G4:
@nca_uk
@carolvorders
@saccaguru
@pete_nicoll
@janeygodley
@fascinatorfun
@secrettory12
@redfieldwilton
@mortymark
@flwrs359

Top Replied-To in G5:
@carbonsaveruk
@nigelxxx5

Top Replied-To in G6:
@fai_ppe

Top Replied-To in G7:
@withorpe

Top Replied-To in G8:
@andrewrtdavies
@toryboypierce
@gbnews
@drloupis
@petersweden7
@hmtreasury
@welshcake74
@skynews
@morganpaulle
@carlton13

Top Replied-To in G9:
@nick_coatsworth
@masking__mama
@anonymousorwell
@vprasadmdmph
@appletozucchini
@liangrhea
@normalcynow
@stewak2
@johnpeate5
@canadiancossak

Top Replied-To in G10:
@pennymordaunt
@mrjamesob
@david__osland
@carolvorders
@bbcquestiontime
@goodlawproject
@lovesatrier1

Top Mentioned
Top Mentioned in Entire Graph:
@bladeofthes
@fairbairn77
@infosys
@nurseborisbash
@excludeduk
@carolvorders
@clairebubblepop
@nca_uk
@zeitgeisterman
@goodlawproject

Top Mentioned in G1:
@bladeofthes
@lenoresimson
@jameswoodfield
@iancoward8
@martinslewis
@matthancock
@terriers55
@steveco12420968
@nathflint
@iamharrietjean

Top Mentioned in G2:
@fairbairn77
@zeitgeisterman
@bladeofthes
@russellscott1
@calummack1961
@tinawight2
@artyannemarie
@clairebubblepop
@europeanpowell
@msmigot

Top Mentioned in G3:
@infosys
@excludeduk
@chrispduck
@rishisunak
@conservatives
@leeandersonmp_
@bydonkeys
@raycasey2003
@jeremy_hunt
@dave43law

Top Mentioned in G4:
@carolvorders
@nca_uk
@goodlawproject
@premnsikka
@bladeofthes
@youtube
@willblackwriter
@nurseborisbash
@clairebubblepop
@esther29611814

Top Mentioned in G5:
@nurseborisbash
@bladeofthes
@stevene76831052
@premnsikka
@blazerunner2049
@fairbairn77
@carolvorders
@goodlawproject
@carbonsaveruk

Top Mentioned in G6:
@wsjp_insight
@johnwattnz

Top Mentioned in G7:
@clairebubblepop
@withorpe
@fairbairn77
@bladeofthes
@michelle8969
@nichola70610819
@nurseborisbash

Top Mentioned in G8:
@keir_starmer
@andrewrtdavies
@toryboypierce
@jeremy_hunt
@bbcnews
@skynews
@ons
@gbnews
@drloupis
@bobbaaah

Top Mentioned in G9:
@nick_coatsworth
@pattheberner
@appletozucchini
@guardian
@vprasadmdmph
@timw1983wright
@cgweatherhub
@bladeofthes
@justinasksalexa
@deniseneil3

Top Mentioned in G10:
@david__osland
@pennymordaunt
@vintiquesmark
@talk2joepublic
@bladeofthes
@mrjamesob
@scotlandbobby
@freddiearcuri
@shangalang10
@fairbairn77

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@711sej
@jurylady5
@nedi4899diedfhm
@s9tmt
@roblwilson
@independent
@sandradunn1955
@lesleygsmith3
@gr8musicvenues

Top Tweeters in G1:
@gr8musicvenues
@davidlance3
@waweru
@childofalba
@jbwhitesnake
@dawneryans
@otivar55
@bellablue1060
@aunty_shirley
@argyllseaglass

Top Tweeters in G2:
@s9tmt
@sandradunn1955
@lesleygsmith3
@gracemurphy2
@suegray834
@heather63262308
@sandrahalifax
@amandajs11
@maelysdervenn
@birdonthewire3

Top Tweeters in G3:
@dailymirror
@awarding_women
@yllekonadnerb
@david96212152
@paulstpancras
@csibike1
@tsunami65
@susanchubb1
@tristramwyatt
@bob261048

Top Tweeters in G4:
@terryelaineh1
@marciaj64
@juliecuninghame
@shambles151
@eutopean
@kevinpascoe
@madmontesaurus
@janeygodley
@fascinatorfun
@mauriceg88

Top Tweeters in G5:
@mstkindeed
@las2950
@rolynhome
@ianrslack2
@45albannach
@samillian1968
@carbonsaveruk
@norafarr
@joneyi1
@mrsmariebaker

Top Tweeters in G6:
@corriere
@monteozafrica
@radiocalabriafm
@italia_notizie
@infoitesteri
@thekenyanpost
@fai_ppe
@wsjp_insight
@bulletin_ex
@tandoreo

Top Tweeters in G7:
@ferguson2811
@esme_hornbeam
@viewvalley
@neighbour_kx
@casualcactii
@mortimer4kim
@lanibeno
@patc63316307
@janemccourt1
@jjohnexley46

Top Tweeters in G8:
@skynews
@bbcnews
@trackntracer
@evelyns51868235
@alechitchman1
@piciniscoceltic
@vicktor1111
@jillyhar2020
@welshcake74
@heidisumner

Top Tweeters in G9:
@guardian
@colleenmmck618
@hardlytimes
@kshaw58
@johnschreiber8
@damnpamfromnamm
@fox_claire
@andrewaqld
@stewak2
@tcm_tweets

Top Tweeters in G10:
@curiocat13
@maureenpickeri5
@vintiquesmark
@hateisfutile
@amacdonald866
@cosmico43151136
@barbarasutton15
@jenkinsjacky
@ldrscke
@tonynicol3


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