PPE, Twitter, 12/21/2022 7:38:22 PM, 286717


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PPE_2022-12-21_00-52-01.xlsx
PPE_2022-12-21_00-52-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 21, 2022
Short Description:
PPE via NodeXL https://bit.ly/3GaeDvT
@paultempleman6
@rishisunak
@bydonkeys
@trackntracer
@zero_4
@bladeofthes
@carolvorders
@goodlawproject
@jacob_rees_mogg
@bbcrosatkins

Top hashtags:
#destinyclinicperthchimon
#kdppe
#perthtanapon
#ppe
#เพิร์ธชิม่อน
#perthchimon

Description:
Description
The graph represents a network of 7,056 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 Wednesday, 21 December 2022 at 08:58 UTC.

The requested start date was Wednesday, 21 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 1-hour, 49-minute period from Sunday, 18 December 2022 at 10:32 UTC to Tuesday, 20 December 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 : 7056
Unique Edges : 3984
Edges With Duplicates : 12897
Total Edges : 16881
Number of Edge Types : 5
Retweet : 5889
MentionsInRetweet : 7364
Replies to : 1129
Tweet : 1261
Mentions : 1238
Self-Loops : 1281
Reciprocated Vertex Pair Ratio : 0.00734639358860196
Reciprocated Edge Ratio : 0.014585635359116
Connected Components : 677
Single-Vertex Connected Components : 233
Maximum Vertices in a Connected Component : 4567
Maximum Edges in a Connected Component : 12212
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.826272
Graph Density : 0.000181799627481515
Modularity : 0.493643
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,056 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 Wednesday, 21 December 2022 at 08:58 UTC.

The requested start date was Wednesday, 21 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 1-hour, 49-minute period from Sunday, 18 December 2022 at 10:32 UTC to Tuesday, 20 December 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:
[100] https://www.bbc.co.uk/news/uk-politics-64029040
[40] https://www.mirror.co.uk/news/uk-news/prisoners-paid-350-day-dismantle-28759213
[25] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[22] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[20] https://www.mirror.co.uk/news/uk-news/prisoners-paid-350-day-dismantle-28759213?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[12] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_iOSApp_Other
[10] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[8] https://www.dailymail.co.uk/news/article-11550377/Prisoners-paid-3-50-day-government-dismantle-surplus-Covid-PPE-dumped.html
[7] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw
[7] https://news.sky.com/story/government-starts-legal-proceedings-against-firm-at-centre-of-ppe-supply-row-12771483

Top URLs in Tweet in G1:
[49] https://www.bbc.co.uk/news/uk-politics-64029040
[4] https://www.theguardian.com/uk-news/2022/nov/25/ppe-medpro-declines-to-say-how-it-would-repay-millions-if-told-to-do-so
[3] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw
[2] https://www.ft.com/content/8a57a680-ea45-4d5b-be82-3cca1e9f305e?shareType=nongift
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1671466361
[1] https://twitter.com/BBCRosAtkins/status/1603105703799189505
[1] https://www.thesun.co.uk/news/20710794/michelle-mone-ppe-private-jet/?utm_source=native_share&utm_medium=sharebar_native&utm_campaign=sharebaramp
[1] https://www.dailyrecord.co.uk/news/scottish-news/michelle-mone-covid-ppe-office-28704180?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G2:
[1] https://twitter.com/knowmeee/status/1604234798972682251

Top URLs in Tweet in G3:
[2] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[2] https://www.bbc.co.uk/news/uk-politics-64029040
[1] https://twitter.com/snb19692/status/1604943964376895488
[1] https://twitter.com/drmeenalviz/status/1602410409289519111?s=20&t=FRMw6hObzLS4PF1STK2F3g
[1] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://www.youtube.com/watch?v=GLZXJtpSLMc

[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw
[1] https://twitter.com/johnredwood/status/1604360149266751489
[1] https://twitter.com/johnredwood/status/1605096645321838592

Top URLs in Tweet in G4:
[2] https://twitter.com/MirrorPolitics/status/1604442077173092353
[2] https://twitter.com/anthonyainsdale/status/1604698303634997249
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[1] https://twitter.com/g_gosden/status/1601667572109578240
[1] https://news.sky.com/story/government-starts-legal-proceedings-against-firm-at-centre-of-ppe-supply-row-12771483
[1] https://www.mailplus.co.uk/edition/news/politics/245108/ppe-firm-linked-to-mone-is-sued-for-122m-over-gowns?utm_medium=Social&utm_campaign=organic_twitter&utm_source=Twitter#Echobox=1671502730-1
[1] https://twitter.com/PeterStefanovi2/status/1604024354609811456
[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/
[1] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw

Top URLs in Tweet in G5:
[15] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[2] https://www.bbc.co.uk/news/uk-politics-64029040
[2] https://www.independent.co.uk/news/uk/politics/michelle-mone-ppe-government-legal-action-b2248087.html
[1] https://twitter.com/SocialistNHS/status/1605172530116968455
[1] https://twitter.com/premnsikka/status/1604443946591068160
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://twitter.com/marinapurkiss/status/1604941296153817088
[1] https://www.bbc.co.uk/programmes/p0dpcw4r

Top URLs in Tweet in G6:
[10] https://www.bbc.co.uk/news/uk-politics-64029040
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_iOSApp_Other
[1] https://www.thelondoneconomic.com/politics/government-sues-ppe-medpro-over-gowns-contract-340812/?utm_medium=onesignal&utm_source=onesignalwp&utm_campaign=sitepush
[1] https://twitter.com/MarinaPurkiss/status/1604108658647908352
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[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://twitter.com/kre8tivecomms/status/1604260573453381632
[1] https://twitter.com/bladeofthes/status/1604136943679246336
[1] https://twitter.com/KarenJu62258050/status/1604377084750610433
[1] https://www.disabilitynewsservice.com/dwps-aggressive-post-2010-attitude-to-sanctions-is-back-with-a-vengeance/

Top URLs in Tweet in G7:
[3] https://www.hulldailymail.co.uk/news/hull-east-yorkshire-news/inside-story-how-arco-snubbed-7906386
[1] https://www.hulldailymail.co.uk/news/hull-east-yorkshire-news/inside-story-how-arco-snubbed-7906386?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://glplive.org/uyj
[1] https://twitter.com/AngelaRayner/status/1600041682615033857
[1] https://twitter.com/angus_young61/status/1604403734796242944
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw
[1] https://www.mirror.co.uk/news/uk-news/prisoners-paid-350-day-dismantle-28759213
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_iOSApp_Other

Top URLs in Tweet in G8:
[7] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[4] https://www.mirror.co.uk/news/uk-news/prisoners-paid-350-day-dismantle-28759213
[4] https://www.mirror.co.uk/news/uk-news/prisoners-paid-350-day-dismantle-28759213?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[3] https://twitter.com/anthonyainsdale/status/1604698303634997249
[2] http://M.Sc
[2] https://www.anrdoezrs.net/click-2445258-15423496
[2] https://www.youtube.com/watch?v=Bkshh4jOzME&feature=youtu.be

[2] https://www.dailymail.co.uk/news/article-11550377/Prisoners-paid-3-50-day-government-dismantle-surplus-Covid-PPE-dumped.html
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw

Top URLs in Tweet in G9:
[3] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[3] https://twitter.com/msm_monitor/status/1605120012368240640
[1] https://twitter.com/ScotNational/status/1604866965943746562
[1] https://www.bbc.co.uk/news/uk-politics-64029040
[1] https://news.sky.com/story/government-starts-legal-proceedings-against-firm-at-centre-of-ppe-supply-row-12771483
[1] https://twitter.com/inveryes/status/1605137026999021569
[1] https://twitter.com/Haggis_UK/status/1604811668156022784
[1] https://www.tiktok.com/@e214644jonathan/video/7178635542245018885?_t=8YJ3Zyzu24s&_r=1
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings

Top URLs in Tweet in G10:
[2] https://www.bbc.co.uk/iplayer/episode/p0dpcw4r/ros-atkins-on-baroness-michelle-mone-and-ppe-allegations
[2] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[1] https://www.bbc.co.uk/news/uk-politics-63871448
[1] https://www.bbc.co.uk/news/uk-politics-64029040
[1] https://twitter.com/WillBlackWriter/status/1604881624264572929
[1] https://www.itv.com/news/2022-12-19/government-sues-controversial-ppe-firm-over-gowns-contract?utm_medium=Social&utm_source=Twitter#Echobox=1671466374-1
[1] https://twitter.com/bbcrosatkins/status/1603105703799189505
[1] https://mobile.twitter.com/Gabriel_Pogrund/status/1601736549053648897
[1] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw?shareToken=6edc2c8065acee11d75d2244ec91042f

Top Domains
Top Domains in Tweet in Entire Graph:
[257] co.uk
[208] twitter.com
[107] theguardian.com
[37] youtube.com
[13] ppe.pl
[11] co.jp
[9] sky.com
[8] monipla.com
[7] dmm.com
[6] tiktok.com

Top Domains in Tweet in G1:
[54] co.uk
[16] theguardian.com
[7] twitter.com
[3] goodlawproject.org
[2] glplive.org
[2] ft.com
[1] sky.com
[1] thenational.scot
[1] tiktok.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[6] twitter.com
[5] co.uk
[3] theguardian.com
[1] youtube.com

Top Domains in Tweet in G4:
[10] twitter.com
[6] theguardian.com
[2] co.uk
[1] sky.com
[1] parliament.uk
[1] tiktok.com
[1] org.uk
[1] ft.com
[1] thenational.scot
[1] sportsjoe.ie

Top Domains in Tweet in G5:
[17] theguardian.com
[5] co.uk
[3] twitter.com

Top Domains in Tweet in G6:
[10] co.uk
[5] twitter.com
[4] theguardian.com
[1] thelondoneconomic.com
[1] disabilitynewsservice.com

Top Domains in Tweet in G7:
[5] co.uk
[2] twitter.com
[2] theguardian.com
[1] glplive.org

Top Domains in Tweet in G8:
[50] twitter.com
[33] co.uk
[11] theguardian.com
[8] youtube.com
[6] dmm.com
[2] amazon.com
[2] m.sc
[2] anrdoezrs.net
[2] instagram.com
[1] shorturl.at

Top Domains in Tweet in G9:
[6] twitter.com
[3] bylinetimes.com
[1] co.uk
[1] sky.com
[1] tiktok.com
[1] theguardian.com

Top Domains in Tweet in G10:
[7] co.uk
[3] twitter.com
[1] itv.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[347] destinyclinicperthchimon
[191] kdppe
[150] perthtanapon
[115] ppe
[74] เพิร์ธชิม่อน
[43] perthchimon
[42] perhtanapon
[40] nhs
[39] torycorruption
[35] colchester



Top Hashtags in Tweet in G1:
[12] whereismichelle
[11] ppe
[8] nhs
[7] longcovid
[6] vaccines
[4] gmb
[3] i_have_the_emails
[3] still_no_apology
[3] grantshapps
[2] generalelectionnow

Top Hashtags in Tweet in G3:
[1] rwandaplan
[1] torycriminals
[1] ppe
[1] rishisunak
[1] toryshambles
[1] gtto

Top Hashtags in Tweet in G4:
[5] ppe
[3] nursesstrike
[3] torycriminals
[3] brexit
[2] toriesout165
[2] generalelectionnow
[2] jeremyvine
[2] toriesout
[2] nhs
[1] toriesout156

Top Hashtags in Tweet in G5:
[16] ppe
[6] partygate
[5] bbclaurak
[1] torycorruption
[1] torycriminals
[1] richboys
[1] nhsstrike
[1] toriesout
[1] ppescandal
[1] covid19

Top Hashtags in Tweet in G6:
[18] nhs
[6] tomorrowspaperstoday
[6] sundaymirror
[6] mirror
[5] torycorruption
[4] bbclaurak
[3] rwandaplan
[3] solidaritywithstrikes
[3] enoughlsenough
[1] politicslive

Top Hashtags in Tweet in G7:
[1] brexit
[1] ppe
[1] nursesstrike

Top Hashtags in Tweet in G8:
[34] 鎌倉殿の13人
[29] ppe
[7] workwear
[6] 篠原みなみ
[4] 篠崎こころ
[4] destinyclinicperthchimon
[3] safety
[3] kdppe
[2] torycorruption
[2] anc55

Top Hashtags in Tweet in G9:
[2] 50swomen
[1] torycorruption
[1] toryscum
[1] kayburley
[1] bbcbreakfast
[1] tiktok
[1] toriesdestroyingourcountry

Top Hashtags in Tweet in G10:
[4] bbcqt
[1] nursesstrike
[1] torybritain
[1] ppe
[1] whereismichelle
[1] michellemone

Top Words
Top Words in Tweet in Entire Graph:
[5754] ppe
[1312] mone
[1282] government
[1257] medpro
[1069] money
[952] health
[915] michelle
[876] looting
[866] public
[790] company

Top Words in Tweet in G1:
[670] ppe
[381] michelle
[264] useless
[250] company
[236] mone
[234] bydonkeys
[228] millions
[222] paid
[222] nurses
[219] mone's

Top Words in Tweet in G2:
[867] looting
[866] health
[443] ppe
[439] chimurengpapi
[433] during
[432] global
[432] washing
[432] crisis
[432] minister
[431] reusi

Top Words in Tweet in G3:
[483] ppe
[454] medpro
[439] paultempleman6
[247] companies
[247] great
[245] squeeze
[245] office
[245] 804
[245] shares
[245] tight

Top Words in Tweet in G4:
[381] ppe
[130] money
[120] trace
[102] contracts
[100] track
[92] tory
[91] billions
[89] government
[82] billion
[72] pay

Top Words in Tweet in G5:
[411] ppe
[301] public
[289] money
[282] rishisunak
[280] millions
[276] unions
[275] problem
[274] pocket
[274] fooled
[274] causing

Top Words in Tweet in G6:
[217] government
[202] tory
[183] public
[174] mp
[172] zero_4
[172] 4bn
[172] burned
[168] dowden
[167] oliver
[167] unusable

Top Words in Tweet in G7:
[319] ppe
[143] jolyonmaugham
[78] government
[78] suppliers
[78] arcosafety
[77] established
[77] bandits
[77] nothing
[76] mates
[76] striking

Top Words in Tweet in G8:
[186] ppe
[34] #鎌倉殿の13人
[28] government
[28] money
[27] covid
[24] #ppe
[20] pay
[17] mone
[15] people
[13] tory

Top Words in Tweet in G9:
[267] ppe
[247] mone
[145] bbc
[142] msm_monitor
[132] story
[114] medpro
[113] scotland
[93] politicising
[71] party
[71] mention

Top Words in Tweet in G10:
[287] ppe
[246] mone
[161] medpro
[153] bbcrosatkins
[150] michelle
[102] video
[87] firm
[84] linked
[83] here's
[82] made

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1172] ppe,medpro
[644] michelle,mone
[444] health,minister
[433] washing,ppe
[432] health,crisis
[432] global,health
[432] minister,during
[432] looting,looting
[432] crisis,washing
[432] during,global

Top Word Pairs in Tweet in G1:
[262] useless,ppe
[215] michelle,mone's
[213] millions,pounds
[212] nurses,having
[212] fair,wage
[212] mone's,company
[212] pounds,useless
[212] strike,fair
[212] ppe,nurses
[212] company,millions

Top Word Pairs in Tweet in G2:
[432] washing,ppe
[432] minister,during
[432] looting,looting
[432] during,global
[432] crisis,washing
[432] health,crisis
[432] health,minister
[432] looting,health
[432] global,health
[431] chimurengpapi,looting

Top Word Pairs in Tweet in G3:
[452] ppe,medpro
[245] portland,street
[245] 85,great
[245] medpro,shares
[245] 12,804
[245] street,12
[245] office,85
[245] shares,office
[245] 804,companies
[245] companies,tight

Top Word Pairs in Tweet in G4:
[91] track,trace
[74] ppe,contracts
[46] dodgy,ppe
[31] rec777777,bbcnews
[28] test,trace
[24] useless,ppe
[19] 37,billion
[19] michelle,mone
[19] anthonyainsdale,afford
[17] faulty,ppe

Top Word Pairs in Tweet in G5:
[274] millions,public
[274] unions,causing
[274] fooled,rishisunak
[274] public,money
[274] causing,problem
[274] pocket,millions
[274] rishisunak,unions
[274] money,ppe
[274] problem,pocket
[273] stfcphil,fooled

Top Word Pairs in Tweet in G6:
[172] burned,4bn
[172] tory,mp
[172] government,burned
[170] zero_4,tory
[167] oliver,dowden
[167] public,finances
[166] 4bn,unusable
[165] risk,stability
[165] mp,oliver
[165] stability,public

Top Word Pairs in Tweet in G7:
[77] ppe,suppliers
[77] established,ppe
[76] arcosafety,nothing
[76] striking,established
[76] nothing,bandits
[76] suppliers,arcosafety
[76] bandits,mates
[75] mates,wit
[75] jolyonmaugham,striking
[57] sold,ppe

Top Word Pairs in Tweet in G8:
[11] michelle,mone
[11] ppe,medpro
[10] 50,day
[10] paid,50
[9] covid,tests
[8] bought,taxpayers'
[8] prisoners,paid
[8] tests,ppe
[8] taxpayers',money
[8] ppe,scandal

Top Word Pairs in Tweet in G9:
[130] ppe,story
[130] mone,ppe
[109] bbc,scotland
[93] politicising,mone
[70] mention,party
[69] story,mention
[69] mone,described
[69] scotland,politicising
[69] party,censored
[69] censored,mone

Top Word Pairs in Tweet in G10:
[161] ppe,medpro
[154] mone,ppe
[149] michelle,mone
[82] mone,linked
[82] linked,ppe
[81] firm,122m
[81] ppe,firm
[81] medpro,first
[81] ',here's
[81] 122m,'

Top Replied-To
Top Replied-To in Entire Graph:
@jacob_rees_mogg
@anthonyainsdale
@format_ppe
@johnredwood
@rec777777
@nilegardiner
@scottories
@toryboypierce
@skynews
@kelvmackenzie

Top Replied-To in G1:
@carolvorders
@goodlawproject
@bydonkeys
@marinapurkiss
@glennbbc
@yatesco
@snb19692
@drmeenalviz
@digger736
@implausibleblog

Top Replied-To in G2:
@chimurengpapi
@mankale4sho
@gorba_g8
@chrisexcel102

Top Replied-To in G3:
@paultempleman6
@borisjohnson
@chriscu10106064

Top Replied-To in G4:
@anthonyainsdale
@johnredwood
@rec777777
@nilegardiner
@toryboypierce
@kelvmackenzie
@leeandersonmp_
@nadhimzahawi
@skynews
@lbc

Top Replied-To in G5:
@rishisunak
@fishynutsak
@pkbook22
@davidtkidd1
@merrynsw
@tenorsaw
@alisonleary1
@mrbarton2u
@trumpetbum98
@jwgno7

Top Replied-To in G6:
@lgalloway77
@thercn
@glasgowegian
@pennymordaunt
@drcaz_1000
@mudjokivis
@zero_4
@olympusowl68
@anthonyainsdale
@lovinshell

Top Replied-To in G7:
@jolyonmaugham
@david_conn
@lee1981__
@rec777777
@welshswede
@pmcruickshank
@benhabib6
@procure4health

Top Replied-To in G9:
@scottories
@sophielouisecc
@jamiegreeneuk
@magnusllewellin
@tesswhite4ne
@conservatives
@paulfromglasgow
@haggis_uk
@asher286080

Top Replied-To in G10:
@jfoster2019
@peterstefanovi2
@bbcrosatkins
@akford91
@jamesjwyork
@privateincome

Top Mentioned
Top Mentioned in Entire Graph:
@paultempleman6
@chimurengpapi
@rishisunak
@stfcphil
@bydonkeys
@carolvorders
@zero_4
@bladeofthes
@goodlawproject
@bbcrosatkins

Top Mentioned in G1:
@bydonkeys
@carolvorders
@goodlawproject
@snb19692
@drmeenalviz
@paultempleman6
@petetimbers
@me
@marinapurkiss

Top Mentioned in G2:
@chimurengpapi
@bonisile_rms
@matthewpelea
@mqmhlanzi

Top Mentioned in G3:
@paultempleman6
@carolvorders
@richmountbasket
@cumberdickb
@drtim46898179
@drmeenalviz
@borisjohnson
@iain_reynolds
@carryonkeith
@bydonkeys

Top Mentioned in G4:
@bbcnews
@conservatives
@gnev2
@rec777777
@skynews
@johnredwood
@dave43law
@nadhimzahawi
@anthonyainsdale
@toryboypierce

Top Mentioned in G5:
@rishisunak
@stfcphil
@paultempleman6
@bladeofthes
@zero_4
@richardbentall
@britain_people
@jameswoodfield
@raggedtp
@marinapurkiss

Top Mentioned in G6:
@zero_4
@dunlin57
@pennymordaunt
@thercn
@cubagwynfor
@paultempleman6
@rmtunion
@rallentando17
@supertanskiii
@thebma

Top Mentioned in G7:
@jolyonmaugham
@arcosafety
@david_conn
@billyruffian13
@lucywoodslucy70
@paultempleman6
@everydoctoruk
@goodlawproject
@hulllive
@angus_young61

Top Mentioned in G8:
@sasswashere
@co_ppe_lia_
@andhadhunashish
@talius
@presentations
@time2coach
@xavierwhite9

Top Mentioned in G9:
@msm_monitor
@steveca30448773
@paultempleman6
@pete_nicoll
@lairdysnr
@carolvorders
@scottories
@drmeenalviz
@haggis_uk
@milenazp_

Top Mentioned in G10:
@bbcrosatkins
@paultempleman6
@peterstefanovi2
@campbellclaret
@thesameplaural
@goodlawproject
@johnnyforeign12
@thetimes
@bbciplayer
@msm_monitor

Top Tweeters
Top Tweeters in Entire Graph:
@hokkahokkap
@dennys_pr
@kadokawa_san
@koikeya_cp
@sanyobussan
@aquaclara_info
@nescafe_jp
@pepsi_jpn
@yoshiki7111
@abema

Top Tweeters in G1:
@tartancobweb
@dominicpiper1
@guardian
@lawlor224
@dawneryans
@aontaithe2021
@susanchubb1
@maureenpickeri5
@henriklubo
@cernusson

Top Tweeters in G2:
@thegreatlerato
@tokyo_trev
@mscougar21
@tomirikhotso
@unavailss
@big5mania
@tsekeselepe
@the_bby__
@realdewoye
@robinadamsza

Top Tweeters in G3:
@david96212152
@hacketttom
@knittedkittie
@realdavidcarter
@neurolawguy
@keewa
@terrytmcgookin
@cabbidges
@vintiquesmark
@daisydewdrop18

Top Tweeters in G4:
@parsifel43
@skynews
@bbcnews
@trackntracer
@natalie91231732
@mlvalentino1
@iromg
@mrplannings
@terrychristian
@wendynowak

Top Tweeters in G5:
@cleggy261
@pingachoo
@caz5697
@irisstylosa
@hausofrushdi
@themingford
@minimoojack
@chiclanagirl
@jkldnmad
@60sleigh

Top Tweeters in G6:
@s9tmt
@allchanges
@terryelaineh1
@juliecuninghame
@shambles151
@starterpat
@jackalsbynight
@aceso84
@dbashby
@sharonhoole

Top Tweeters in G7:
@sandradunn1955
@adekleine
@suegray834
@shirleyyoung2
@safarisara
@sydnets
@zidanesboots
@yazzy_321
@freespeech_0
@dougmbe97

Top Tweeters in G8:
@yoshiki7111
@ambulsiva
@standardnews
@natty4bumpo
@time2coach
@alexadwilson
@sleestak
@fox28columbus
@talius
@johndalton6011

Top Tweeters in G9:
@uncleprober
@waco61
@cyril_matvech
@martindvz
@iantsaoir
@valerierooney1
@bobjlawrie
@olwyn_55
@alphonso1234x
@frecklish1

Top Tweeters in G10:
@fleming77
@caa_official
@miyakilee
@robinpaulinman
@penbedw
@thetimes
@alexbellars
@charlesarthur
@itvnews
@ali_8k


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