PPE, Twitter, 12/10/2022 9:32:15 AM, 285941
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PPE_2022-12-10_01-16-49.xlsx
PPE_2022-12-10_01-16-49.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 10, 2022
Short Description:
PPE via NodeXL https://bit.ly/3VK1cYY
@writesbright
@angelarayner
@tim_burgess
@raggedtp
@danneidle
@yatesco
@jemmaforte
@thecharlatans
@woodgnomology
@suesuezep

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

Description:
Description
The graph represents a network of 6,954 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 Saturday, 10 December 2022 at 09:22 UTC.

The requested start date was Saturday, 10 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 : 6954
Unique Edges : 4501
Edges With Duplicates : 13462
Total Edges : 17963
Number of Edge Types : 5
Retweet : 6261
MentionsInRetweet : 8441
Tweet : 963
Replies to : 865
Mentions : 1433
Self-Loops : 987
Reciprocated Vertex Pair Ratio : 0.0040650406504065
Reciprocated Edge Ratio : 0.00809716599190283
Connected Components : 618
Single-Vertex Connected Components : 267
Maximum Vertices in a Connected Component : 5310
Maximum Edges in a Connected Component : 15263
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.725822
Graph Density : 0.000209446879477271
Modularity : 0.492271
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,954 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 Saturday, 10 December 2022 at 09:22 UTC.

The requested start date was Saturday, 10 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:
[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 G2:
[10] 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://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/
[2] https://news.sky.com/story/ppe-contract-documents-will-be-published-by-government-but-not-until-after-probes-end-12762913

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://www.independent.co.uk/voices/michelle-mone-money-ppe-covid-scandal-b2240477.html
[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://www.bloomberg.com/news/articles/2022-12-06/baroness-mone-takes-leave-of-absence-as-labour-steps-up-pressure-over-ppe?utm_source=instagram&utm_medium=social&utm_campaign=instagram-story&utm_content=business

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:
[32] 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://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wMzg=%27&date=20221204122428&media=search_link&type=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:
[3] https://www.taxpolicy.org.uk/2022/12/09/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://twitter.com/RaggedTP/status/1600580238932590618
[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 URLs in Tweet in G10:
[7] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239
[6] https://www.change.org/p/demand-the-crown-prosecution-services-bring-charges-of-misconduct-in-public-office/u/31150088?recruiter=901108978&utm_source=share_update&utm_medium=twitter&utm_campaign=share_twitter_responsive&utm_term=petition_dashboard&recruited_by_id=fcb038b1-a511-4916-a790-bac8b3e06107
[4] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[4] https://www.youtube.com/watch?v=5hYLVaGP4yE&feature=youtu.be

[2] https://www.youtube.com/watch?v=amY2tYLQlc4&feature=youtu.be

[2] https://www.youtube.com/watch?v=5Y7068s9Dqg&feature=youtu.be

[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?CMP=Share_iOSApp_Other
[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
[1] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=twt_gu#Echobox=1670587426-1
[1] https://twitter.com/eddwilson/status/1403226577723351041

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

Top Domains in Tweet in G1:
[51] theguardian.com
[9] twitter.com
[7] co.uk
[2] goodlawproject.org
[2] sky.com
[1] archive.ph
[1] parliament.uk
[1] youtube.com
[1] bylinetimes.com
[1] gov.uk

Top Domains in Tweet in G2:
[38] 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 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
[4] co.uk
[2] bylinetimes.com
[1] org.uk
[1] bloomberg.com

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

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

Top Domains in Tweet in G7:
[86] 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] cips.org

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

Top Domains in Tweet in G9:
[6] theguardian.com
[3] org.uk
[1] twitter.com

Top Domains in Tweet in G10:
[12] theguardian.com
[8] youtube.com
[7] sky.com
[6] change.org
[3] twitter.com
[1] bylinetimes.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:
[9] ppescandal
[3] pmqs
[3] torycorruption
[3] ppe
[3] kayburley
[2] colchester
[2] medpro
[2] torypeer
[2] healthcare
[2] worker

Top Hashtags in Tweet in G2:
[22] 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 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
[2] mone
[2] ppe
[2] pmqs
[2] corruption
[1] bbc
[1] barrowman
[1] r4today

Top Hashtags in Tweet in G5:
[9] 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:
[4] pmqs
[1] ppescandal
[1] torysleaze
[1] torycorruption
[1] mone
[1] politicslive
[1] bbcqt

Top Hashtags in Tweet in G9:
[5] bbcqt
[3] ppe
[3] torycorruption
[2] followbackfriday
[2] gaslighting
[1] michellemone
[1] kayburley
[1] torycriminals
[1] toriesout
[1] pmqs

Top Hashtags in Tweet in G10:
[55] pmqs
[4] ppe
[3] solidaritywithstrikes
[3] freezeorstarve
[3] ppescandal
[3] newsnight
[2] toriescostlives
[2] toriesout154
[2] r4today
[2] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[4992] ppe
[1630] mone
[1259] michelle
[1111] tory
[918] contracts
[884] scandal
[817] money
[746] sunak
[673] nhs
[619] government

Top Words in Tweet in G1:
[488] ppe
[339] mone
[269] michelle
[264] angelarayner
[200] scandal
[194] tory
[154] ministers
[147] government
[118] contracts
[104] tories

Top Words in Tweet in G2:
[500] ppe
[135] mone
[110] contracts
[110] money
[100] tory
[94] skynews
[85] sunak
[80] michelle
[70] government
[67] more

Top Words in Tweet in G3:
[455] tim_burgess
[376] thecharlatans
[375] years
[373] stole
[371] accountant
[371] ended
[371] owing
[371] 300k
[371] taxes
[371] faked

Top Words in Tweet in G4:
[363] mone
[353] michelle
[306] writesbright
[294] shocked
[293] firm
[289] re
[288] find
[286] story
[284] till
[284] owned

Top Words in Tweet in G5:
[300] ppe
[130] gove
[121] michael
[117] mone
[103] woodgnomology
[102] remember
[98] face
[95] straight
[93] spluttering
[93] questions

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

Top Words in Tweet in G7:
[216] ppe
[79] mone
[62] michelle
[56] scandal
[50] full
[49] story
[47] inside
[44] revealed
[29] money
[27] government

Top Words in Tweet in G8:
[278] ppe
[165] ignored
[164] yatesco
[85] full
[84] devastating
[84] warehouses
[84] listen
[84] arco's
[84] managing
[84] explain

Top Words in Tweet in G9:
[267] ppe
[163] danneidle
[160] companies
[159] guardian
[157] controlled
[157] two
[157] douglas
[147] medpro
[142] barrowman
[141] diagnostics

Top Words in Tweet in G10:
[116] ppe
[73] mone
[55] medical
[55] fact
[55] #pmqs
[54] check
[53] sunak
[53] tories
[50] fraud
[49] rishi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1189] michelle,mone
[679] ppe,scandal
[408] thecharlatans,accountant
[408] taxes,years
[408] years,ended
[408] stole,300k
[408] 300k,faked
[408] accountant,stole
[408] ended,owing
[408] faked,taxes

Top Word Pairs in Tweet in G1:
[264] michelle,mone
[156] ppe,scandal
[121] mone,ppe
[99] call,tory
[97] tory,ministers
[96] serve,wake
[96] excuse,cronyism
[96] wake,call
[96] warning,serve
[96] emergency,excuse

Top Word Pairs in Tweet in G2:
[77] michelle,mone
[74] ppe,contracts
[50] ppe,contract
[44] dodgy,ppe
[40] track,trace
[36] ppe,scandal
[33] baroness,mone
[33] coal,mine
[30] instead,ministers
[30] chucked,party

Top Word Pairs in Tweet in G3:
[371] taxes,years
[371] thecharlatans,accountant
[371] faked,taxes
[371] stole,300k
[371] accountant,stole
[371] years,ended
[371] ended,owing
[371] 1994,thecharlatans
[371] 300k,faked
[369] owing,9million

Top Word Pairs in Tweet in G4:
[352] michelle,mone
[284] story,wait
[284] re,shocked
[284] firm,owned
[284] wait,till
[284] till,find
[284] owned,finance
[284] find,firm
[284] finance,manager
[283] mone,story

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

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

Top Word Pairs in Tweet in G7:
[61] michelle,mone
[50] ppe,scandal
[47] mone,ppe
[45] inside,story
[44] full,inside
[43] revealed,full
[43] story,michelle
[14] ppe,contracts
[9] responsibility,apply
[9] baroness,mone

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

Top Word Pairs in Tweet in G9:
[157] two,companies
[155] danneidle,guardian
[147] ppe,medpro
[141] lfi,diagnostics
[139] companies,ppe
[139] guardian,reports
[139] diagnostics,ultimately
[139] ultimately,controlled
[139] medpro,lfi
[139] reports,two

Top Word Pairs in Tweet in G10:
[54] #pmqs,fact
[54] fact,check
[49] rishi,sunak
[45] commit,medical
[45] sunak,acts
[45] medical,fraud
[45] country,watched
[45] acts,country
[45] watched,tories
[45] fraud,years

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:
@angelarayner
@jujuliagrace
@putneyfleur
@campbellclaret
@goodlawproject
@johnjcrace
@guardian
@robmclean1976
@skynews
@peterstefanovi2

Top Replied-To in G2:
@skynews
@rishisunak
@mrjamesob
@rhonddabryant
@peston
@westminsterwag
@markjenkinsonmp
@sillyshib
@conservatives
@bbcnews

Top Replied-To in G3:
@tim_burgess
@mollster14
@soggymoggy50
@benklnor
@sasr666
@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 G8:
@yatesco
@iowbobseely
@lbc
@manslaper
@peston
@ripoff_pensions
@kevinpascoe
@docrussjackson
@alexverycalm
@bluecat67515313

Top Replied-To in G9:
@timloughton
@bbcquestiontime
@beany_1
@pennymordaunt
@danneidle
@yatesco
@markjenkinsonmp
@jc1381again
@kempdavid1975
@narkovian

Top Replied-To in G10:
@matthancock
@lgalloway77
@chris17jn
@jl195480
@franked1967
@michellemone
@helen121
@justice_forum
@pete_nicoll
@maddo702

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

Top Mentioned in G1:
@angelarayner
@carolvorders
@premnsikka
@guardian
@david_conn
@goodlawproject
@clairebubblepop
@campbellclaret
@politics_co_uk
@bbcparliament

Top Mentioned in G2:
@michaelgove
@skynews
@writesbright
@mrjamesob
@rhonddabryant
@rishisunak
@tom_warman_
@conservatives
@willquince
@colchlondoner

Top Mentioned in G3:
@tim_burgess
@thecharlatans
@sasr666
@danneidle
@writesbright
@angelarayner
@nurseborisbash
@yatesco
@dawnbutlerbrent
@clairebubblepop

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

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
@lizcakeemporium
@hrhdukethomas
@nurseborisbash
@danielrembrandt

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

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

Top Mentioned in G9:
@danneidle
@beany_1
@13sarahmurphy
@angelarayner
@mattprescott
@grayanone
@jdcmansell
@bellribeiroaddy
@yatesco
@bbcquestiontime

Top Mentioned in G10:
@allthecitizens
@lgalloway77
@matthancock
@femi_sorry
@michellemone
@gullssinceaboy
@youtube
@lannrosach
@cms481
@jacobbe79601492

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:
@sussex_jones
@lesleygsmith3
@guardian
@philmorandi
@heather_c_c
@gperdikaris
@seusssl
@60sleigh
@rolynhome
@catethetwaate

Top Tweeters in G2:
@sandradunn1955
@daily_express
@thestephenralph
@thesun
@leocullen4
@euethnic
@jbwhitesnake
@skynews
@goddess1345
@caz5697

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

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
@martindvz
@geziwoman
@olwyn_55
@quondamoptimist
@gindy
@velocimvm

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:
@cleggy261
@glynmoody
@rogersurfacings
@swhitey10
@vjl2
@ledredman
@ksmth2000
@abholymoly
@stilton54
@iamprince_r

Top Tweeters in G10:
@roblwilson
@tartancobweb
@radlein
@johnapp63499667
@eddwilson
@jackalsbynight
@zidanesboots
@cloeteheather
@steviweavi
@noblood4hubris


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