PPE, Twitter, 12/12/2022 4:30:50 PM, 286100
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PPE_2022-12-12_01-45-01.xlsx
PPE_2022-12-12_01-45-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2022
Short Description:
PPE via NodeXL https://bit.ly/3VORAfN
@writesbright
@angelarayner
@tim_burgess
@raggedtp
@danneidle
@yatesco
@jemmaforte
@woodgnomology
@thecharlatans
@suesuezep

Top hashtags:
#pmqs
#ppe
#torycorruption
#ppescandal
#perthtanapon
#followbackfriday
#kdppe
#bbcqt

Description:
Description
The graph represents a network of 6,895 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 Monday, 12 December 2022 at 09:56 UTC.

The requested start date was Monday, 12 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, 0-hour, 25-minute period from Wednesday, 07 December 2022 at 11:56 UTC to Friday, 09 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 : 6895
Unique Edges : 4187
Edges With Duplicates : 13458
Total Edges : 17645
Number of Edge Types : 5
Retweet : 6261
MentionsInRetweet : 8182
Tweet : 982
Replies to : 847
Mentions : 1373
Self-Loops : 1006
Reciprocated Vertex Pair Ratio : 0.00420383471752281
Reciprocated Edge Ratio : 0.00837247294261793
Connected Components : 633
Single-Vertex Connected Components : 285
Maximum Vertices in a Connected Component : 5287
Maximum Edges in a Connected Component : 14994
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.727669
Graph Density : 0.000206041427496412
Modularity : 0.484709
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,895 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 Monday, 12 December 2022 at 09:56 UTC.

The requested start date was Monday, 12 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, 0-hour, 25-minute period from Wednesday, 07 December 2022 at 11:56 UTC to Friday, 09 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:
[46] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[34] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_AndroidApp_Other
[29] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1670587426-1
[15] https://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance
[14] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[12] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say?CMP=share_btn_tw
[12] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[11] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[11] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?CMP=share_btn_tw
[10] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say

Top URLs in Tweet in G1:
[9] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[7] https://www.theguardian.com/society/2022/dec/07/strep-a-uk-pharmacists-report-antibiotics-shortages
[6] https://www.youtube.com/watch?v=IImmWjtOSL8&feature=youtu.be

[5] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone
[3] https://qrcode.skynews.com/skynews/politicshub
[3] https://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance?CMP=share_btn_tw
[3] https://jodatu.wordpress.com/2022/07/05/labour-will-change-rules-on-insurance-which-are-currently-taken-directly-from-eu-regulations-to-allow-british-pension-savers-to-own-and-build-british-infrastructure/
[2] https://twitter.com/Haggis_UK/status/1600405949025378304
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[2] https://www.taxpolicy.org.uk/2022/12/09/ppe/

Top URLs in Tweet in G2:
[24] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1670587426-1
[7] https://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say
[2] https://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance?CMP=Share_iOSApp_Other
[2] https://www.huffingtonpost.co.uk/entry/michelle-mone-takes-leave-of-absence-from-house-of-lords-amid-ppe-allegations_uk_638f3001e4b09eeedba0bb88?mc_cid=b97f5a005a&mc_eid=c6a036fe37
[1] https://www.theguardian.com/politics/live/2022/dec/06/rmt-mick-lynch-christmas-rail-strikes-rishi-sunak-keir-starmer-uk-politics-latest?CMP=share_btn_tw&page=with%3Ablock-638f28398f0819dada4ed787#block-638f28398f0819dada4ed787
[1] https://www.theguardian.com/uk-news/audio/2022/dec/05/michelle-mone-lobbied-for-ppe-medpro-but-was-she-enriched-by-its-profits-podcast?CMP=Share_iOSApp_Other
[1] https://www.independent.co.uk/news/uk/politics/ppe-medpro-michelle-mone-covid-b2239276.html
[1] https://www.thetimes.co.uk/article/df853138-73f6-11ed-be91-363346a310de

Top URLs in Tweet in G3:
[1] https://www.ft.com/content/43bb10de-645a-43a4-bb7e-ac3978ec445d
[1] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say
[1] https://twitter.com/AngelaRayner/status/1600816254620954624?utm_source=dlvr.it&utm_medium=twitter
[1] https://news.sky.com/story/baroness-michelle-mone-to-take-leave-of-absence-from-house-of-lords-amid-ppe-contracts-controversy-12762711?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/Tim_Burgess/status/1600434575318056961?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/Haggis_UK/status/1600801196012601344?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/PennyMordaunt/status/1600897674793963520
[1] https://twitter.com/mikegalsworthy/status/1601147374159941633
[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/07/conservatives-remove-whip-from-mp-julian-knight-after-complaint-to-met?CMP=Share_iOSApp_Other

Top URLs in Tweet in G4:
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance?CMP=share_btn_tw
[2] https://bit.ly/3VArw7Q
[1] https://twitter.com/RishiSunak/status/1598393086832697344
[1] https://bylinetimes.com/2022/12/07/michael-gove-matt-hancock-rewriting-the-record-with-ppe-bullying-claims/
[1] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[1] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[1] https://www.taxpolicy.org.uk/2022/12/09/ppe/
[1] https://twitter.com/markjenkinsonmp/status/1600894310710661121
[1] https://bloom.bg/3BinbxX

Top URLs in Tweet in G5:
[8] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?CMP=share_btn_tw
[2] https://amp.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://www.mirror.co.uk/news/politics/uks-biggest-ppe-suppliers-ignored-24175698
[1] https://www.thetimes.co.uk/article/df853138-73f6-11ed-be91-363346a310de
[1] https://twitter.com/skynews/status/1600932666710364165
[1] https://twitter.com/JNHanvey/status/1600203180767313960
[1] https://twitter.com/TheLastPersont2/status/1600111787239944192?s=20&t=PCMAjuCIYBNkIiA4k9aO_A
[1] https://www.theguardian.com/uk-news/2022/dec/06/tory-peer-michelle-mone-to-take-leave-of-absence-from-house-of-lords?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/uk-news/2022/dec/06/revealed-second-firm-pushed-by-michelle-mone-was-secret-entity-of-husbands-office
[1] https://twitter.com/PhantomPower14/status/1363541296858750977/video/1

Top URLs in Tweet in G6:
[1] https://www.independent.co.uk/news/uk/politics/ppe-medpro-michelle-mone-covid-b2239276.html
[1] https://twitter.com/JujuliaGrace/status/1600770653736816640

Top URLs in Tweet in G7:
[33] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[26] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_AndroidApp_Other
[10] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[5] https://al.dmm.com/?lurl=https%3A%2F%2Fbook.dmm.com%2Fdetail%2Fb999bsqex01848%2F&af_id=dmm842-038&ch=search_link&ch_id=text
[5] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[4] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say?CMP=share_btn_tw
[3] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say
[3] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[2] https://www.standard.co.uk/news/politics/tory-peer-lords-michelle-mone-quite-ppe-covid-contracts-scandal-b1045149.html?itm_source=Internal&itm_channel=article_banner&itm_campaign=breaking-news-ticker&itm_content=2&fr=operanews
[2] https://app.appsflyer.com/com.opera.app.news?pid=OperaNews_articles&c=share_whatsup

Top URLs in Tweet in G8:
[1] https://www.mirror.co.uk/news/politics/uks-biggest-ppe-suppliers-ignored-24175698.amp
[1] https://parliamentlive.tv/
[1] https://parliamentlive.tv/event/index/1f722cdd-3196-4e55-b7ea-6dcfe1084c24?in=14:45:33
[1] https://twitter.com/DawnButlerBrent/status/1600203563963396096
[1] https://twitter.com/writesbright/status/1600218809540890624
[1] https://twitter.com/theRCN/status/1600464641208897536
[1] https://twitter.com/TweetForTheMany/status/1455904522791014404?s=20&t=_9yQvDWV5pWvWAtIji2lnA
[1] https://www.politico.eu/article/eu-stonewalls-over-von-der-leyens-role-in-multi-billion-euro-pfizer-jab-deal/

Top URLs in Tweet in G9:
[1] https://metro.co.uk/2022/12/05/bullying-and-broken-rules-this-government-has-no-integrity-17879576/
[1] https://news.sky.com/story/baroness-michelle-mone-to-take-leave-of-absence-from-house-of-lords-amid-ppe-contracts-controversy-12762711
[1] https://twitter.com/JujuliaGrace/status/1601177885871865857

Top URLs in Tweet in G10:
[3] https://www.taxpolicy.org.uk/ppe/
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?CMP=share_btn_tw
[1] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1670587426-1
[1] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say?CMP=share_btn_tw
[1] https://twitter.com/RaggedTP/status/1600580238932590618
[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/broughtonjr1948/status/1600550797074481185
[1] https://www.theguardian.com/uk-news/2022/dec/08/government-had-responsibility-to-apply-basic-standards-to-ppe-procurement-checks-nao-head-to-say?CMP=Share_iOSApp_Other

Top Domains
Top Domains in Tweet in Entire Graph:
[266] theguardian.com
[173] twitter.com
[47] co.uk
[27] youtube.com
[17] sky.com
[10] org.uk
[8] dmm.com
[8] ppe.pl
[6] co.jp
[6] chng.it

Top Domains in Tweet in G1:
[37] theguardian.com
[16] twitter.com
[6] youtube.com
[5] co.uk
[3] skynews.com
[3] sky.com
[3] wordpress.com
[2] org.uk
[1] bylinetimes.com
[1] mastodonapp.uk

Top Domains in Tweet in G2:
[52] theguardian.com
[10] twitter.com
[7] co.uk
[2] goodlawproject.org
[2] sky.com
[1] archive.ph
[1] parliament.uk
[1] apple.news
[1] youtube.com
[1] bylinetimes.com

Top Domains in Tweet in G3:
[5] twitter.com
[2] theguardian.com
[1] ft.com
[1] sky.com
[1] parliament.uk

Top Domains in Tweet in G4:
[6] theguardian.com
[5] twitter.com
[2] bylinetimes.com
[2] co.uk
[2] bit.ly
[1] org.uk
[1] bloom.bg

Top Domains in Tweet in G5:
[13] theguardian.com
[4] twitter.com
[2] co.uk
[1] medium.com
[1] ft.com

Top Domains in Tweet in G6:
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G7:
[87] theguardian.com
[35] twitter.com
[8] co.uk
[8] dmm.com
[3] youtube.com
[2] appsflyer.com
[2] breaking7.com
[2] wordpress.com
[2] peing.net
[2] pharmiweb.jobs

Top Domains in Tweet in G8:
[4] twitter.com
[2] parliamentlive.tv
[1] co.uk
[1] politico.eu

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

Top Domains in Tweet in G10:
[8] theguardian.com
[3] org.uk
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[186] pmqs
[88] ppe
[48] torycorruption
[42] ppescandal
[29] perthtanapon
[28] followbackfriday
[24] kdppe
[23] bbcqt
[23] michellemone
[23] generalelectionnow



Top Hashtags in Tweet in G1:
[25] pmqs
[15] colchester
[8] ppe
[7] nhs
[7] generalelectionnow
[5] torycorruption
[5] covid_19
[5] r4today
[5] bbcbreakfast
[4] kayburley

Top Hashtags in Tweet in G2:
[12] ppescandal
[6] ppe
[4] torycorruption
[3] pmqs
[3] kayburley
[2] colchester
[2] loancharge
[2] loanchargescandal
[2] medpro
[2] torypeer

Top Hashtags in Tweet in G3:
[2] brexitrecession
[2] tories
[2] pmqs
[1] ppescandal
[1] truth
[1] brexitlies
[1] toriesunfittogovern
[1] ppe
[1] newsnight

Top Hashtags in Tweet in G4:
[12] bbcqt
[4] michellemone
[3] ppescandal
[3] pmqs
[2] mone
[2] ppe
[2] corruption
[1] bbc
[1] barrowman
[1] r4today

Top Hashtags in Tweet in G5:
[10] pmqs
[8] generalelectionnow
[7] ppescandal
[6] torycorruption
[5] newsnight
[5] politicslive
[5] ppe
[5] toriesout154
[4] toriesout153
[2] kayburley

Top Hashtags in Tweet in G6:
[1] pmqs
[1] newsnight
[1] followbackfriday

Top Hashtags in Tweet in G7:
[20] ppe
[14] pmqs
[9] torycorruption
[6] ppescandal
[5] michellemone
[4] jeremyvine
[4] workwear
[3] ppemedpro
[3] torycostofgreedcrisis
[3] torycriminals

Top Hashtags in Tweet in G8:
[5] pmqs
[1] ppescandal
[1] torysleaze
[1] torycorruption
[1] mone
[1] politicslive
[1] bbcqt

Top Hashtags in Tweet in G9:
[48] pmqs
[2] ppe
[1] proportionalrepresentation
[1] politicslive
[1] bbcqt
[1] corrupttories
[1] ppescandal
[1] kayburley
[1] freeschoolmeals
[1] tonedeaftories

Top Hashtags in Tweet in G10:
[5] bbcqt
[3] torycorruption
[2] followbackfriday
[2] ppe
[2] gaslighting
[1] kayburley
[1] torysleaze
[1] toriesout
[1] pmqs
[1] tory

Top Words
Top Words in Tweet in Entire Graph:
[4957] ppe
[3306] ãƒ
[1604] mone
[1257] michelle
[1233] æ
[1109] tory
[936] ç
[882] scandal
[819] contracts
[812] money

Top Words in Tweet in G1:
[588] ppe
[176] money
[163] tory
[135] mone
[127] dodgy
[122] millions
[104] contracts
[94] pounds
[94] skynews
[90] sunak

Top Words in Tweet in G2:
[496] ppe
[345] mone
[270] michelle
[261] angelarayner
[204] tory
[200] scandal
[158] ministers
[144] government
[104] corruption
[100] call

Top Words in Tweet in G3:
[458] tim_burgess
[379] thecharlatans
[378] years
[376] stole
[374] faked
[374] 300k
[374] 1994
[374] owing
[374] taxes
[374] ended

Top Words in Tweet in G4:
[366] mone
[355] michelle
[309] writesbright
[297] youâ
[296] firm
[296] shocked
[292] re
[291] find
[289] story
[287] till

Top Words in Tweet in G5:
[302] ppe
[131] gove
[122] michael
[113] mone
[104] woodgnomology
[103] remember
[99] face
[96] questions
[96] straight
[94] spluttering

Top Words in Tweet in G6:
[291] ppe
[163] raggedtp
[150] public
[137] tory
[135] money
[130] fund
[130] trace
[129] track
[128] systems
[128] billion

Top Words in Tweet in G7:
[214] ppe
[158] ãƒ
[98] ø
[79] mone
[73] æ
[67] ç
[63] michelle
[62] ù
[55] scandal
[51] ªã

Top Words in Tweet in G8:
[285] ppe
[167] ignored
[166] yatesco
[86] full
[85] explain
[85] director
[85] managing
[85] warehouses
[85] arco's
[85] devastating

Top Words in Tweet in G9:
[220] ppe
[197] sunak
[162] tory
[118] rishi
[96] remember
[93] public
[89] millions
[86] context
[85] mone
[77] nurses

Top Words in Tweet in G10:
[270] ppe
[163] danneidle
[160] companies
[159] guardian
[157] controlled
[157] two
[157] douglas
[148] medpro
[142] barrowman
[141] diagnostics

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1881] ãƒ,ãƒ
[1177] michelle,mone
[678] ppe,scandal
[408] thecharlatans,accountant
[408] taxes,years
[408] years,ended
[408] stole,300k
[408] 300k,faked
[408] accountant,stole
[408] ended,owing

Top Word Pairs in Tweet in G1:
[110] dodgy,ppe
[94] millions,pounds
[82] taxpayer,money
[79] michelle,mone
[74] money,used
[74] tory,politician
[74] hands,millions
[74] used,dodgy
[74] ppe,prime
[74] pounds,taxpayer

Top Word Pairs in Tweet in G2:
[264] michelle,mone
[152] ppe,scandal
[119] mone,ppe
[100] call,tory
[98] tory,ministers
[97] serve,wake
[97] excuse,cronyism
[97] wake,call
[97] warning,serve
[97] emergency,excuse

Top Word Pairs in Tweet in G3:
[374] taxes,years
[374] thecharlatans,accountant
[374] faked,taxes
[374] stole,300k
[374] accountant,stole
[374] years,ended
[374] ended,owing
[374] 1994,thecharlatans
[374] 300k,faked
[372] owing,9million

Top Word Pairs in Tweet in G4:
[354] michelle,mone
[291] youâ,re
[287] story,wait
[287] re,shocked
[287] firm,owned
[287] wait,till
[287] till,find
[287] owned,finance
[287] find,firm
[287] finance,manager

Top Word Pairs in Tweet in G5:
[122] michael,gove
[94] spluttering,face
[94] face,straight
[94] forward,questions
[94] gove,left
[94] straight,forward
[94] questions,remember
[94] left,spluttering
[94] remember,ppe
[93] woodgnomology,michael

Top Word Pairs in Tweet in G6:
[129] track,trace
[128] useless,track
[128] trace,systems
[128] tory,criminals
[128] embezzled,400
[128] substandard,ppe
[128] criminals,embezzled
[128] public,money
[128] billion,public
[128] systems,substandard

Top Word Pairs in Tweet in G7:
[96] ãƒ,ãƒ
[61] michelle,mone
[50] ppe,scandal
[48] mone,ppe
[47] ø,ø
[46] inside,story
[45] full,inside
[44] revealed,full
[44] story,michelle
[31] ù,ø

Top Word Pairs in Tweet in G8:
[85] explain,warehouses
[85] listen,arco's
[85] full,ppe
[85] managing,director
[85] warehouses,full
[85] ppe,ignored
[85] devastating,listen
[85] arco's,managing
[85] director,explain
[84] ignored,governmeâ

Top Word Pairs in Tweet in G9:
[118] rishi,sunak
[86] remember,context
[72] tory,cronies
[71] sunak,heâ
[71] find,millions
[71] millions,public
[71] shockedâ,find
[71] heâ,œabsolutely
[71] public,cash
[71] cash,handed

Top Word Pairs in Tweet in G10:
[157] two,companies
[155] danneidle,guardian
[148] ppe,medpro
[141] lfi,diagnostics
[139] companies,ppe
[139] guardian,reports
[139] diagnostics,ultimately
[139] ultimately,controlled
[139] medpro,lfi
[139] reports,two

Top Replied-To
Top Replied-To in Entire Graph:
@skynews
@pennymordaunt
@emmett_dog
@matthancock
@rishisunak
@toryboypierce
@angelarayner
@rhonddabryant
@bbcpolitics
@peston

Top Replied-To in G1:
@skynews
@rishisunak
@mrjamesob
@rhonddabryant
@peston
@westminsterwag
@rachelreevesmp
@sillyshib
@conservatives
@bbcnews

Top Replied-To in G2:
@angelarayner
@jujuliagrace
@putneyfleur
@pippacrerar
@campbellclaret
@goodlawproject
@johnjcrace
@guardian
@robmclean1976
@skynews

Top Replied-To in G3:
@tim_burgess
@mollster14
@soggymoggy50
@benklnor
@madness4charity

Top Replied-To in G4:
@jolyonmaugham
@writesbright
@saffiya_khan1
@angelarayner
@supertanskiii
@connor4reaal
@48_crash

Top Replied-To in G5:
@toryboypierce
@kelvmackenzie
@ppe_sale
@woodgnomology
@scottories
@essexpr
@uttley_stephen
@channel2dg
@skynewsniall
@avonandsomerrob

Top Replied-To in G6:
@hrhdukethomas
@skynews
@rcamatrix
@kevinbrennanmp

Top Replied-To in G7:

Top Replied-To in G8:
@yatesco
@iowbobseely
@lbc
@manslaper
@peston
@ripoff_pensions
@kevinpascoe
@docrussjackson
@alexverycalm
@bluecat67515313

Top Replied-To in G9:
@carolinelucas
@g_gosden
@snb19692
@lessles
@dragoninlondon
@nurseborisbash
@nycliusa
@sasr666

Top Replied-To in G10:
@bbcquestiontime
@beany_1
@danneidle
@yatesco
@jc1381again
@kempdavid1975
@narkovian
@jdcmansell
@darkmyble2008
@goodlawproject

Top Mentioned
Top Mentioned in Entire Graph:
@tim_burgess
@writesbright
@thecharlatans
@angelarayner
@danneidle
@raggedtp
@yatesco
@jemmaforte
@cerysmatthews

Top Mentioned in G1:
@rachelreevesmp
@michaelgove
@skynews
@rhonddabryant
@writesbright
@mrjamesob
@rishisunak
@tom_warman_
@conservatives
@willquince

Top Mentioned in G2:
@angelarayner
@carolvorders
@premnsikka
@guardian
@david_conn
@clairebubblepop
@goodlawproject
@campbellclaret
@politics_co_uk
@bbcparliament

Top Mentioned in G3:
@tim_burgess
@thecharlatans
@danneidle
@writesbright
@angelarayner
@suesuezep
@cerysmatthews
@jemmaforte
@yatesco

Top Mentioned in G4:
@writesbright
@supertanskiii
@jolyonmaugham
@artaylors
@bloomberguk
@bernameaden
@angelarayner
@thedavebrookes
@rachelreevesmp
@valeryan13

Top Mentioned in G5:
@woodgnomology
@britain_people
@zero_4
@phantompower14
@writesbright
@essexpr
@emergmeddr
@thelastpersont2
@justinmadders
@dialogicspace

Top Mentioned in G6:
@raggedtp
@janeygodley
@redjohnbounds
@corretgemaria
@angelarayner
@haggis_uk
@politics_co_uk
@cerysmatthews
@lizcakeemporium

Top Mentioned in G7:
@stevendp1956
@ppe_loved
@co_ppe_lia_
@51tjk
@jw2000net
@wetbadgers

Top Mentioned in G8:
@yatesco
@fascinatorfun
@lbc
@tweetforthemany
@dawnbutlerbrent
@nickferrarilbc
@raggedtp
@cornishskipper
@marykfoy
@carolinelucas

Top Mentioned in G9:
@toniaantoniazzi
@carolinelucas
@nurseborisbash
@thatjamesclarke
@hutch__man
@sasr666
@snb19692
@danneidle
@angelarayner
@cerysmatthews

Top Mentioned in G10:
@danneidle
@beany_1
@michaelrosenyes
@angelarayner
@13sarahmurphy
@mattprescott
@woodgnomology
@grayanone
@jdcmansell
@bellribeiroaddy

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@twinings_jp
@sussex_jones
@gambiste1
@roblwilson
@sandradunn1955
@derekjohnbryant
@daily_express

Top Tweeters in G1:
@sandradunn1955
@daily_express
@thestephenralph
@thesun
@leocullen4
@euethnic
@jbwhitesnake
@skynews
@goddess1345
@caz5697

Top Tweeters in G2:
@sussex_jones
@lesleygsmith3
@guardian
@philmorandi
@heather_c_c
@gperdikaris
@seusssl
@60sleigh
@rolynhome
@catethetwaate

Top Tweeters in G3:
@carolehope2
@las2950
@fangpusskins
@jeffgazzard
@hannahchapter1
@paolimichele
@lordofintent
@susemgf
@justthevax
@marspioneer

Top Tweeters in G4:
@gr8musicvenues
@business
@ferguson2811
@mpendaraha18
@dr_shibley
@argyllseaglass
@caravaggio12
@m7m5ea
@saffiya_khan1
@tim_brannigan

Top Tweeters in G5:
@merrymichaelw
@ladyjules_cath
@sashasimic
@dorothy90237074
@guse_guse
@martindvz
@ft
@antiprofessor
@geziwoman
@olwyn_55

Top Tweeters in G6:
@mstkindeed
@brookebay21
@boogwinchester
@janeygodley
@claracampostor1
@littlesparrow9
@mlvalentino1
@lanibeno
@szqsue
@alba6363

Top Tweeters in G7:
@2am_eu
@camz99
@frackhazreveal
@ians_india
@bckrda
@natty4bumpo
@rhjofficial
@phil_free_
@theipaper
@therightarticle

Top Tweeters in G8:
@david96212152
@sharpeleven
@jazzaoxon
@kevinpascoe
@tsunami65
@peterdilworth1
@glynis_fisher
@fascinatorfun
@toddy19
@declan_hoare

Top Tweeters in G9:
@wavetop
@awarding_women
@jeannebartram
@shambles151
@annika1021
@metrouk
@madmontesaurus
@ellih53
@phyl_jones
@jymbudd

Top Tweeters in G10:
@cleggy261
@glynmoody
@rogersurfacings
@michaelrosenyes
@swhitey10
@vjl2
@ledredman
@ksmth2000
@abholymoly
@stilton54


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