PPE, Twitter, 5/10/2022 12:48:04 PM, 276029


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PPE_2022-05-10_04-15-01.xlsx
PPE_2022-05-10_04-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 10, 2022
Short Description:
PPE via NodeXL https://bit.ly/3vWepDE
@withorpe
@michaelgove
@ruskin147
@jolyonmaugham
@swmoco
@poorscousertom1
@berniespofforth
@ddb_dan
@angelarayner
@borisjohnson

Top hashtags:
#tigray
#ppe41
#ppe
#kdppe
#perthtanapon
#r4today
#michellemone
#torycorruption

Description:
Description
The graph represents a network of 6,865 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 Tuesday, 10 May 2022 at 11:22 UTC.

The requested start date was Tuesday, 10 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 36-minute period from Saturday, 07 May 2022 at 08:44 UTC to Monday, 09 May 2022 at 12:20 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 : 6865
Unique Edges : 4408
Edges With Duplicates : 13552
Total Edges : 17960
Number of Edge Types : 5
Retweet : 6314
MentionsInRetweet : 8637
Mentions : 1378
Replies to : 851
Tweet : 780
Self-Loops : 800
Reciprocated Vertex Pair Ratio : 0.00514813016027198
Reciprocated Edge Ratio : 0.0102435253189022
Connected Components : 506
Single-Vertex Connected Components : 164
Maximum Vertices in a Connected Component : 5220
Maximum Edges in a Connected Component : 15302
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.730249
Graph Density : 0.000219603169348253
Modularity : 0.486445
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,865 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 Tuesday, 10 May 2022 at 11:22 UTC.

The requested start date was Tuesday, 10 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 36-minute period from Saturday, 07 May 2022 at 08:44 UTC to Monday, 09 May 2022 at 12:20 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:
[485] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[350] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[193] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[57] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[32] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html
[28] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[16] https://www.mirror.co.uk/news/politics/michelle-mones-home-raided-police-26827493?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[15] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[12] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[12] https://www.thetimes.co.uk/article/baroness-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?utm_medium=Social&utm_source=Twitter#Echobox=1651945149

Top URLs in Tweet in G1:
[33] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[25] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[23] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[4] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp#Echobox=1651945149
[3] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://www.thetimes.co.uk/article/80f277b6-ce15-11ec-96a3-ee37bbc6604c?shareToken=69ffa8464a177b83b8d689ddab4b24e4
[1] https://www.independent.co.uk/news/uk/politics/matt-hancock-ppe-brooks-newmark-b1848323.html
[1] https://goodlawproject.org/news/ppe-to-go-up-in-smoke/
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone?CMP=Share_AndroidApp_Other
[1] https://www.mirror.co.uk/news/politics/michelle-mones-home-raided-police-26827493?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G2:
[4] https://bylinetimes.com/2022/04/28/crime-and-coronavirus-ppe-fraud-now-subject-of-investigation/
[2] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[1] https://www.abc.net.au/news/2022-05-02/aspen-medical-greg-hunt-four-corners/101022086?utm_campaign=abc_news_web&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web

Top URLs in Tweet in G3:
[41] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[39] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[26] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html
[21] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[16] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[11] https://www.thetimes.co.uk/article/baroness-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?utm_medium=Social&utm_source=Twitter#Echobox=1651945149
[11] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[9] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[7] https://www.mirror.co.uk/news/politics/michelle-mones-home-raided-police-26827493?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[5] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp#

Top URLs in Tweet in G4:
[232] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[130] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[19] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[3] https://www.thescottishsun.co.uk/news/scottish-news/8837498/michelle-mone-police-quiz-ppe-probe/?utm_medium=Social&utm_campaign=scottishsuntwitter&utm_source=Twitter#Echobox=1652088627
[2] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[1] https://twitter.com/lisamil36579884/status/1523592346860163072
[1] https://twitter.com/JamesRees_PCC/status/1523184957379678210
[1] https://twitter.com/thesundaytimes/status/1523003704391004160
[1] https://twitter.com/matthewsyed/status/1523199601699815425
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp

Top URLs in Tweet in G5:
[359] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[28] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[7] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[2] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[2] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://bmmagazine.co.uk/news/baroness-bra-michelle-mone-faces-criminal-interview-over-200m-government-ppe-deal/
[1] https://twitter.com/Karenlovecheese/status/1522877904878804992
[1] https://www.thenational.scot/news/20024584.michelle-mone-linked-ppe-firm-made-76m-ppe-nhs-sale/
[1] https://twitter.com/ChesterEndofMrY/status/1523586262070079488

Top URLs in Tweet in G6:
[22] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[15] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[7] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[3] https://www.thenational.scot/news/20124424.michelle-mone-faces-police-interview-200m-covid-ppe-deal/
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://www.opendemocracy.net/en/opendemocracyuk/uk-government-broke-the-law-over-vip-lane-for-ppe-contracts/
[1] https://www.mirror.co.uk/news/politics/tories-told-come-clean-over-26844227
[1] https://twitter.com/gazrich1970/status/1523562495184875521
[1] https://twitter.com/martin97903661/status/1523218228050333696

Top URLs in Tweet in G7:
[3] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[2] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[2] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html
[1] https://www.bbc.co.uk/news/business-61294978
[1] https://twitter.com/Eyeswideopen69/status/1523031202818838528
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[1] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[1] https://twitter.com/doctor_oxford/status/1523376441127104512
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone

Top URLs in Tweet in G8:
[8] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[3] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone?CMP=Share_iOSApp_Other
[2] https://apple.news/AdRgEiW11Rhm_MFAEcfS2Rg
[2] https://somalijobs.com/tenders/display/0de5fb1dc2cf9c200d0b380c38d8e5a5-0pe120474c55281b80a94bc3b5e7de0c1f9a
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[1] https://www.ppe.pl/news/299901/crimes-of-the-future-na-zwiastunie-bez-cenzury-film-davida-cronenberga-wywoluje-niepokoj.html
[1] https://twitter.com/pdrsnche/status/1522880417451458560
[1] https://twitter.com/lengshanshipin/status/1522743534721241089
[1] https://piec.com.sg/

Top URLs in Tweet in G10:
[2] https://www.youtube.com/watch?app=desktop&v=Rwl0ljia8Tg&feature=youtu.be
[1] https://twitter.com/snhr_minami/status/1522922575889780736

Top Domains
Top Domains in Tweet in Entire Graph:
[894] co.uk
[373] thenational.scot
[94] twitter.com
[71] theguardian.com
[11] youtube.com
[9] net.au
[8] com.ua
[8] ppe.pl
[6] co.jp
[6] instagram.com

Top Domains in Tweet in G1:
[69] co.uk
[25] thenational.scot
[2] theguardian.com
[1] goodlawproject.org
[1] nytimes.com
[1] net.au

Top Domains in Tweet in G2:
[4] co.uk
[4] bylinetimes.com
[1] net.au

Top Domains in Tweet in G3:
[149] co.uk
[41] thenational.scot
[27] theguardian.com
[12] twitter.com
[1] bit.ly
[1] ft.com
[1] thecanary.co
[1] thelondoneconomic.com
[1] knoxhousetrust.com
[1] apple.news

Top Domains in Tweet in G4:
[235] thenational.scot
[153] co.uk
[5] twitter.com

Top Domains in Tweet in G5:
[367] co.uk
[31] thenational.scot
[5] theguardian.com
[3] twitter.com
[1] thelondoneconomic.com

Top Domains in Tweet in G6:
[31] co.uk
[18] thenational.scot
[2] twitter.com
[1] opendemocracy.net

Top Domains in Tweet in G7:
[4] co.uk
[3] thenational.scot
[2] org.uk
[2] twitter.com
[2] theguardian.com

Top Domains in Tweet in G8:
[26] co.uk
[17] twitter.com
[4] theguardian.com
[2] net.au
[2] apple.news
[2] somalijobs.com
[2] peing.net
[2] thenational.scot
[2] pksafetyuk.com
[1] goodlawproject.org

Top Domains in Tweet in G10:
[2] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[170] tigray
[116] ppe41
[71] ppe
[52] kdppe
[41] perthtanapon
[40] r4today
[37] michellemone
[28] torycorruption
[26] loancharge
[23] bbcbreakfast



Top Hashtags in Tweet in G1:
[13] johnsonout
[12] torycorruption
[12] johnsonout104
[12] fairbenefitsnow
[12] legalisedcorruption
[2] r4today
[1] tax
[1] dougbarrowman
[1] followthemoney
[1] torytraitors

Top Hashtags in Tweet in G2:
[8] politicslive
[4] nhs
[2] r4today
[1] toryshambles

Top Hashtags in Tweet in G3:
[29] michellemone
[25] loancharge
[17] r4today
[10] ppe
[8] torycorruption
[6] bbcbreakfast
[5] desperatedan
[5] realissues
[5] vendetta
[5] toryshill

Top Hashtags in Tweet in G4:
[3] tory
[3] ppe
[2] johnson
[2] localelections2022
[2] r4today
[1] tax
[1] dougbarrowman
[1] loancharge

Top Hashtags in Tweet in G5:
[3] bbcnews
[2] viplane
[2] absenteemp
[2] michellemone
[2] bbcbreakfast
[1] brexit
[1] kompromat
[1] borisjohnson
[1] putin
[1] russianinterference

Top Hashtags in Tweet in G6:
[2] torycorruption
[1] toryfakerage
[1] torycriminalsunfittogovern
[1] partygate
[1] johnsonout105
[1] gtto

Top Hashtags in Tweet in G7:
[2] pritipatel
[2] johnsonout
[2] bbcnews
[2] bbcbreakfast
[2] johnsonout105
[2] plasticpollution
[2] scotland
[1] politicslive
[1] johnsonout103
[1] michellemone

Top Hashtags in Tweet in G8:
[22] ppe
[8] ppe41
[7] 鎌倉殿の13人
[4] ppe_win
[3] safety
[3] covid19
[2] beergate
[2] partygate
[2] sundaymorning
[2] somalijobs

Top Hashtags in Tweet in G10:
[107] ppe41
[18] えなこ
[17] 篠崎こころ
[15] 伊織もえ
[14] 宮本彩希
[14] ppe_win
[13] よきゅーん
[13] つんこ
[12] 吉田早希
[12] 茉夏

Top Words
Top Words in Tweet in Entire Graph:
[3809] ppe
[1696] mone
[1604] michelle
[1517] help
[1484] gove
[1235] medpro
[1224] national
[1221] crime
[1216] agency
[1178] last

Top Words in Tweet in G1:
[1142] ppe
[999] medpro
[938] help
[926] being
[910] jolyonmaugham
[909] crime
[908] michaelgove
[907] know
[907] national
[907] agency

Top Words in Tweet in G2:
[833] withorpe
[832] last
[831] gove
[828] forgotten
[828] year
[828] blatant
[828] breach
[828] ministerial
[828] code
[828] priti

Top Words in Tweet in G3:
[676] ppe
[557] mone
[505] michelle
[312] over
[301] 200m
[290] investigation
[276] criminal
[274] contract
[271] lingerie
[263] starmer

Top Words in Tweet in G4:
[505] ppe
[475] michelle
[473] mone
[394] deal
[298] gove
[257] michael
[254] leaked
[254] emails
[254] show
[254] involved

Top Words in Tweet in G5:
[368] one
[368] help
[360] lack
[360] coverage
[359] media
[358] thought
[357] swmoco
[130] ppe
[99] mone
[96] michelle

Top Words in Tweet in G6:
[211] michelle
[208] mone
[183] tory
[168] national
[165] crime
[165] agency
[160] investigation
[143] peer
[134] faces
[131] criminal

Top Words in Tweet in G7:
[126] ppe
[52] bn
[40] fraud
[40] report
[34] track
[34] trace
[31] toryboypierce
[29] money
[27] wasted
[22] tories

Top Words in Tweet in G8:
[106] ppe
[22] #ppe
[19] mone
[14] covid
[13] michelle
[13] over
[13] first
[13] investigation
[13] ng
[12] 200m

Top Words in Tweet in G9:
[157] unusable
[156] berniespofforth
[156] reminder
[156] whilst
[156] re
[156] distracted
[156] beer
[156] cake
[156] government
[156] burning

Top Words in Tweet in G10:
[107] #ppe41
[94] saki_miyamoto
[93] お渡し会ありがとうございました
[90] ppeとしては初のイベントで
[90] みんなに直接会えてお話できて
[90] とっっっっっても嬉しかった
[90] 会いに来てくれた方は
[90] さきみー身長5メートルあった
[89] ってびっくりしてツイートしてくれてるん
[23] _

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1541] michelle,mone
[1215] national,crime
[1215] crime,agency
[1210] ppe,medpro
[1054] ministerial,code
[1040] priti,patel
[1036] last,year
[1035] forgotten,last
[1035] year,blatant
[1035] blatant,breach

Top Word Pairs in Tweet in G1:
[999] ppe,medpro
[907] national,crime
[907] crime,agency
[906] being,investigated
[905] know,help
[905] help,ppe
[905] medpro,being
[905] investigated,national
[905] agency,michaelgove
[904] jolyonmaugham,know

Top Word Pairs in Tweet in G2:
[828] forgotten,last
[828] last,year
[828] year,blatant
[828] blatant,breach
[828] breach,ministerial
[828] ministerial,code
[828] code,priti
[828] priti,patel
[828] patel,lobbied
[828] lobbied,gove

Top Word Pairs in Tweet in G3:
[484] michelle,mone
[269] criminal,investigation
[264] 200m,ppe
[262] over,200m
[259] ppe,contract
[254] investigation,over
[253] mone,first
[253] first,lady
[253] lady,lingerie
[253] lingerie,embroiled

Top Word Pairs in Tweet in G4:
[469] michelle,mone
[371] ppe,deal
[257] michael,gove
[254] leaked,emails
[254] emails,show
[254] gove,involved
[254] mone,'vip'
[251] show,michael
[251] 'vip',ppe
[231] involved,michelle

Top Word Pairs in Tweet in G5:
[358] lack,media
[358] media,coverage
[358] coverage,one
[358] one,thought
[358] thought,help
[357] swmoco,lack
[95] michelle,mone
[47] investigation,over
[47] ppe,contract
[46] criminal,investigation

Top Word Pairs in Tweet in G6:
[206] michelle,mone
[165] national,crime
[165] crime,agency
[143] tory,peer
[142] peer,michelle
[134] mone,faces
[131] criminal,investigation
[124] faces,criminal
[124] investigation,national
[124] agency,home

Top Word Pairs in Tweet in G7:
[33] track,trace
[20] fraud,bn
[16] sue,gray
[15] ppe,contracts
[15] toryboypierce,imagine
[15] gray,report
[14] michelle,mone
[14] imagine,sue
[13] furlough,fraud
[11] covid,loan

Top Word Pairs in Tweet in G8:
[13] michelle,mone
[11] 200m,ppe
[10] over,200m
[9] first,lady
[9] lady,lingerie
[9] ppe,contract
[8] mone,first
[8] lingerie,embroiled
[8] embroiled,criminal
[8] criminal,investigation

Top Word Pairs in Tweet in G9:
[156] reminder,whilst
[156] whilst,re
[156] re,distracted
[156] distracted,beer
[156] beer,cake
[156] cake,government
[156] government,burning
[156] burning,billion
[156] billion,tax
[156] tax,funded

Top Word Pairs in Tweet in G10:
[90] #ppe41,お渡し会ありがとうございました
[90] お渡し会ありがとうございました,ppeとしては初のイベントで
[90] ppeとしては初のイベントで,みんなに直接会えてお話できて
[90] みんなに直接会えてお話できて,とっっっっっても嬉しかった
[90] とっっっっっても嬉しかった,会いに来てくれた方は
[90] 会いに来てくれた方は,さきみー身長5メートルあった
[89] saki_miyamoto,#ppe41
[89] さきみー身長5メートルあった,ってびっくりしてツイートしてくれてるん
[13] 今日は,月刊少年チャンピオン
[11] _,_

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@nunezfeijoo
@toryboypierce
@bbcnews
@ke_ppe
@nadinedorries
@bbcpolitics
@ncqw97f2
@chrismasonbbc
@jamescleverly

Top Replied-To in G1:
@jolyonmaugham
@janeygodley
@paullewismoney
@andypeacock999
@sunilsharmauk
@palboora
@dominicraab
@bbcnews
@bbcpolitics
@mark_a_barton

Top Replied-To in G2:
@withorpe
@ceesav
@perfumeithaki
@paulketchley
@juddmin

Top Replied-To in G3:
@bbcnews
@chrismasonbbc
@lbc
@bbcpolitics
@bbclaurak
@paullewismoney
@ruskin147
@bbcbreakfast
@mpiainds
@johnredwood

Top Replied-To in G4:
@2spencerroad
@soniapoulton
@doctor_oxford
@artemis0801
@mike434prof
@barca_260599
@acgrayling

Top Replied-To in G5:
@michellemone
@peston
@lutsanddefoe
@jaheale
@y666jue_julie
@brodie_prime
@w7b89choh1vak52
@angelarayner

Top Replied-To in G6:
@djhc2
@johnredwood
@pjdunleavy
@peckham65grant
@karenlovecheese
@molliecoin
@jerrykoolkeogh
@vosboks
@nixjpayne
@shane_glag

Top Replied-To in G7:
@toryboypierce
@nadinedorries
@matthewsyed
@gbnews
@piersmorgan
@paulmasonnews
@sajidjavid
@chrisgiles_
@scottbentonmp
@essexpr

Top Replied-To in G8:
@ukrexel

Top Replied-To in G9:
@berniespofforth

Top Replied-To in G10:
@kokoro777pp
@yokyu_n
@snhr_minami
@april_ota
@y6s2wgg0rbt5kej
@yoshida_saki
@ayumi_910ttt
@penpenpen1253
@aki2113070
@akoharu0418y

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@michaelgove
@jolyonmaugham
@swmoco
@ruskin147
@poorscousertom1
@daily_record
@paullewismoney
@berniespofforth
@frogyuk

Top Mentioned in G1:
@michaelgove
@jolyonmaugham
@withorpe
@janeygodley
@ruskin147
@swmoco
@poorscousertom1
@daily_record
@palboora
@paullewismoney

Top Mentioned in G2:
@withorpe
@buddy_hell
@ruskin147
@greekboy8
@paullewismoney
@bylinetimes
@privateeyenews
@scopoliticsnews
@juddmin
@angryhacademic

Top Mentioned in G3:
@ruskin147
@paullewismoney
@chrismasonbbc
@bbcr4today
@bbcbreaking
@russell46739210
@thesundaytimes
@bbcnews
@michellemone
@michaelgove

Top Mentioned in G4:
@poorscousertom1
@daily_record
@doctor_oxford
@ruskin147
@withorpe
@jayceebrownbook
@swmoco
@jolyonmaugham
@michaelgove
@amandabusby19

Top Mentioned in G5:
@swmoco
@ruskin147
@poorscousertom1
@timolarch
@withorpe
@angelarayner
@colwillstephen
@daily_record
@bbc
@dave_democracy

Top Mentioned in G6:
@frogyuk
@suesuezep
@swmoco
@withorpe
@jolyonmaugham
@michaelgove
@jerrykoolkeogh
@roadwarrior29
@poorscousertom1
@daily_record

Top Mentioned in G7:
@toryboypierce
@marinapurkiss
@lisanandy
@rcolvile
@matthewsyed
@philipeufbpe
@darranrowley
@paulmasonnews
@withorpe
@minmcbride_

Top Mentioned in G8:

Top Mentioned in G9:
@berniespofforth
@ruskin147

Top Mentioned in G10:
@saki_miyamoto
@kokoro777pp
@akoharu0418y
@tsunko_p
@snhr_minami
@mea101987654321
@6_h662e_218e1f3
@taiyoukun48
@beko_enatsun
@kyamisummers

Top Tweeters
Top Tweeters in Entire Graph:
@suntory
@tommybrain
@takecchismt
@maria09121953
@roblwilson
@becaes_
@_y3oa
@mithu796311
@daily_express
@sandradunn1955

Top Tweeters in G1:
@johnjoechad
@margymayell
@catwoman1979
@hscampoy
@shirleyyoung2
@lcoco37
@eutopean
@dorothy90237074
@andypeacock999
@davidheadviews

Top Tweeters in G2:
@hazelglasgow
@christinejameis
@ayshamoolla
@suegray834
@justmebeingme4
@magapanthus
@terryelaineh1
@robertgedge
@brookebay21
@cristinaprkr

Top Tweeters in G3:
@roblwilson
@daily_express
@lesleygsmith3
@allchanges
@carrybeyond
@ferguson2811
@childofalba
@xraypat
@skynews
@hughjaeger

Top Tweeters in G4:
@wildwalkerwoman
@thestephenralph
@cathymcrorie
@aunty_shirley
@lillylyle
@unojen_wood
@ppiixx
@hugorelly
@mschleifer13
@kevthecheff

Top Tweeters in G5:
@sandradunn1955
@starterpat
@amandajs11
@trevorw1953
@politicswatch15
@lprivileged
@lifelandlady
@martindvz
@johnandi
@harding_keith

Top Tweeters in G6:
@roadwarrior29
@camz99
@tighnacoille
@spanishdan1
@mckinlay_liz
@oatcake1967
@fiona_fionnagal
@stop1984
@wagjuer
@tsunami65

Top Tweeters in G7:
@mailonline
@jackalsbynight
@natalie91231732
@trackntracer
@quangels
@michaelrosenyes
@rakpenguin63
@tymvirginia
@valerierooney1
@implausibleblog

Top Tweeters in G8:
@pro4tlzz
@atagoval
@bandrinos
@clevuh
@allanskerratt
@beautifulmumsie
@clangrogan
@somalijobs
@amainsight
@andaluciainf

Top Tweeters in G9:
@sandoly
@mariebe10098426
@hardistymark
@conndec
@labouroutofscot
@9casey99
@tumble_w33d
@liz_brown2610
@blairy_bhoy
@lorrainestv_ads

Top Tweeters in G10:
@_y3oa
@777kenbo777777
@akamu_no_aniki_
@shakugans
@rauziii
@luigium
@sweetsbr1
@tak_kneeyang
@rktaiyo
@trueblackmetall


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