PPE, Twitter, 12/14/2022 3:26:32 PM, 286256
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PPE_2022-12-14_00-52-02.xlsx
PPE_2022-12-14_00-52-02.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2022
Short Description:
PPE via NodeXL https://bit.ly/3Hy21Qj
@carolvorders
@goodlawproject
@trackntracer
@suesuezep
@clairebubblepop
@gabriel_pogrund
@13sarahmurphy
@lbc
@jolyonmaugham
@williamnhutton

Top hashtags:
#hondaclickxonpc
#kdppe
#perthtanapon
#perthhondaclick
#ppe
#torycorruption

Description:
Description
The graph represents a network of 6,884 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, 14 December 2022 at 08:57 UTC.

The requested start date was Wednesday, 14 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 4-day, 1-hour, 41-minute period from Friday, 09 December 2022 at 10:40 UTC to Tuesday, 13 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 : 6884
Unique Edges : 4411
Edges With Duplicates : 13188
Total Edges : 17599
Number of Edge Types : 5
Retweet : 5914
MentionsInRetweet : 7673
Tweet : 1203
Replies to : 1211
Mentions : 1598
Self-Loops : 1227
Reciprocated Vertex Pair Ratio : 0.00628595780950352
Reciprocated Edge Ratio : 0.0124933827421916
Connected Components : 643
Single-Vertex Connected Components : 268
Maximum Vertices in a Connected Component : 4872
Maximum Edges in a Connected Component : 13257
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.059113
Graph Density : 0.000199334894695037
Modularity : 0.483607
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,884 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, 14 December 2022 at 08:57 UTC.

The requested start date was Wednesday, 14 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 4-day, 1-hour, 41-minute period from Friday, 09 December 2022 at 10:40 UTC to Tuesday, 13 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:
[52] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_iOSApp_Other
[51] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[49] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[35] 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
[25] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[20] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[10] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[7] https://www.eppgroup.eu/es/como-trabajamos/con-los-paises-de-la-ue/espana/noticias/ppe-denuncia-en-eurocamara-asalto-a-instituciones-de-sanchez
[6] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text

Top URLs in Tweet in G1:
[4] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[4] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[3] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[2] https://www.dailymail.co.uk/news/article-11530845/Netflix-paid-just-5million-UK-tax-year-earning-1-3billion-Britain.html
[2] https://order-order.com/2022/12/13/police-raid-european-parliament-offices-as-corruption-scandal-swells/
[2] https://www.telegraph.co.uk/columnists/2022/12/13/woke-diversity-industry-now-completely-control/
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://twitter.com/RMTunion/status/1602603837545644034
[2] https://www.devonlive.com/news/devon-news/former-councillor-defends-276m-ppe-4755077?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.thetimes.co.uk/article/company-linked-to-michelle-mone-bought-private-jet-after-ppe-windfall-02j75t97m

Top URLs in Tweet in G2:
[22] 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
[12] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[4] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[3] https://www.dailyrecord.co.uk/news/scottish-news/michelle-mone-covid-ppe-office-28704180?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[2] https://glplive.org/vax
[2] https://www.devonlive.com/news/devon-news/former-councillor-defends-276m-ppe-4755077
[1] https://www.theguardian.com/uk-news/2022/nov/23/michelle-mones-ppe-denials-v-what-we-know?CMP=share_btn_tw
[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_btn_tw
[1] https://www.dailymail.co.uk/news/article-11500789/Matt-Hancock-accuses-Michelle-Mone-wild-accusations-try-help-firm-win-Covid-contract.html

Top URLs in Tweet in G3:
[11] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[5] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[4] https://www.suffolklive.com/news/gallery/gallery-photos-unusable-ppe-suffolk-6170341?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[3] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[2] https://www.itv.com/news/2022-02-01/covid-government-discloses-87-billion-of-losses-on-ppe
[1] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[1] https://unbound.com/books/the-decade-in-tory
[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://twitter.com/RMTunion/status/1600863873631936512
[1] https://twitter.com/carolvorders/status/1602068771480473603

Top URLs in Tweet in G4:
[7] 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://www.theguardian.com/commentisfree/2022/dec/07/mone-ppe-procurement-scandal-ministers-feign-ignorance
[4] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[2] https://twitter.com/GoodLawProject/status/1602308753793196032
[2] https://goodlawproject.org/ppe-to-go-up-in-smoke/?utm_source=Twitter&utm_campaign=10bn%20waste%20010222&utm_medium=social%20media
[2] https://www.theguardian.com/politics/2022/dec/12/watchdog-reprimands-tories-over-800bn-post-brexit-trade-deals-claim
[1] https://glplive.org/6h5
[1] https://twitter.com/RishiSunak/status/1598393086832697344
[1] https://www.wsws.org/en/articles/2022/02/19/nofi-f19.html
[1] https://www.itv.com/news/2022-02-01/covid-government-discloses-87-billion-of-losses-on-ppe

Top URLs in Tweet in G5:
[5] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[3] https://www.thetimes.co.uk/article/company-linked-to-michelle-mone-bought-private-jet-after-ppe-windfall-02j75t97m?shareToken=b1d6af2588a7b4a25c2530610adebbe2
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[2] https://twitter.com/acgrayling/status/1602356165421268992
[1] https://twitter.com/paullewismoney/status/1601870149996494851
[1] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw?shareToken=6edc2c8065acee11d75d2244ec91042f
[1] https://www.bbc.co.uk/news/business-63951354
[1] https://twitter.com/fascinatorfun/status/1601898139497205760?t=2XTH4L3Zyo2JshQld3ACfw&s=19
[1] https://twitter.com/clairebubblepop/status/1602376801677971457
[1] https://twitter.com/gmb/status/1602584682473918466

Top URLs in Tweet in G6:
[8] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[2] https://twitter.com/Gabriel_Pogrund/status/1601736549053648897
[2] https://twitter.com/Gabriel_Pogrund/status/1599312163037884416
[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/TheLastPersont2/status/1595567962249125888
[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://www.thetimes.co.uk/article/df853138-73f6-11ed-be91-363346a310de
[1] https://twitter.com/bbcpolitics/status/1601884581275529217
[1] https://www.thetimes.co.uk/article/01442d30-4bc9-11ec-a89c-4bee41baeb9c?shareToken=ca5dc80971d2f70a6fa84ca61d01d724
[1] https://www.independent.co.uk/news/uk/politics/ppe-medpro-michelle-mone-covid-b2239276.html

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
[25] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=Share_AndroidApp_Other
[11] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[6] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[6] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[2] https://al.dmm.com/?lurl=https%3A%2F%2Fbook.dmm.com%2Fdetail%2Fb999bsqex01848%2F&af_id=dmm842-038&ch=search_link&ch_id=text
[2] https://twitter.com/nilegardiner/status/1602018317547495424
[2] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[2] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[2] https://twitter.com/goodlawproject/status/1602308753793196032

Top URLs in Tweet in G8:
[7] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[4] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?CMP=share_btn_tw
[3] 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://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/?utm_source=Twitter&utm_campaign=ClipperPPE121222&utm_medium=social%20media
[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
[1] https://bylinetimes.com/2021/03/31/mapping-the-pandemic-contracts-to-conservative-associates/
[1] https://twitter.com/LBC/status/1601567567205777409
[1] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[1] https://bylinetimes.com/2022/12/07/michael-gove-matt-hancock-rewriting-the-record-with-ppe-bullying-claims/
[1] https://www.theguardian.com/environment/2022/dec/08/cumbria-coalmine-is-owned-by-private-equity-firm-with-caymans-base

Top URLs in Tweet in G9:
[2] 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://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[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://twitter.com/DrSyn4/status/1602249661754101762

Top URLs in Tweet in G10:
[1] https://twitter.com/OpIndia_com/status/1602244398535696384
[1] https://twitter.com/barandbench/status/1602155261161967616

Top Domains
Top Domains in Tweet in Entire Graph:
[231] theguardian.com
[213] twitter.com
[139] co.uk
[28] goodlawproject.org
[14] youtube.com
[12] ppe.pl
[10] dmm.com
[7] eppgroup.eu
[6] chng.it
[5] bylinetimes.com

Top Domains in Tweet in G1:
[21] co.uk
[12] theguardian.com
[6] twitter.com
[2] order-order.com
[2] devonlive.com
[2] wordpress.com
[1] ourworldindata.org
[1] nypost.com
[1] wsws.org
[1] goodlawproject.org

Top Domains in Tweet in G2:
[29] theguardian.com
[18] co.uk
[7] twitter.com
[5] goodlawproject.org
[3] glplive.org
[2] devonlive.com
[1] cityam.com
[1] parliamentlive.tv

Top Domains in Tweet in G3:
[17] twitter.com
[13] theguardian.com
[11] co.uk
[4] suffolklive.com
[2] itv.com
[1] goodlawproject.org
[1] unbound.com
[1] bylinetimes.com

Top Domains in Tweet in G4:
[16] theguardian.com
[11] twitter.com
[5] co.uk
[4] goodlawproject.org
[1] glplive.org
[1] wsws.org
[1] itv.com
[1] gov.uk

Top Domains in Tweet in G5:
[10] co.uk
[8] twitter.com
[2] theguardian.com

Top Domains in Tweet in G6:
[13] twitter.com
[13] co.uk
[5] theguardian.com
[1] bylinetimes.com
[1] ft.com

Top Domains in Tweet in G7:
[81] theguardian.com
[51] twitter.com
[13] co.uk
[10] dmm.com
[4] youtube.com
[2] pharmiweb.jobs
[2] javanews.al
[2] fancode.com
[2] goodlawproject.org
[2] co.za

Top Domains in Tweet in G8:
[12] theguardian.com
[9] co.uk
[5] twitter.com
[3] bylinetimes.com
[2] goodlawproject.org
[1] browndailyherald.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[590] hondaclickxonpc
[384] kdppe
[353] perthtanapon
[335] perthhondaclick
[158] ppe
[90] torycorruption
[90] เพิร์ธชิม่อน
[88] supremecourt
[84] chimonwachirawit
[74] ohmpawat



Top Hashtags in Tweet in G1:
[13] ppe
[8] tory
[5] torycorruption
[4] toryscum
[4] michellemone
[4] r4today
[4] colchester
[3] enoughisenough
[3] toriesdestroyingourcountry
[3] nurses

Top Hashtags in Tweet in G2:
[32] whereismichelle
[3] ppe
[1] torysleaze
[1] scandal
[1] proofreading
[1] grift
[1] just
[1] tories
[1] publicopinion
[1] supportthestrikes

Top Hashtags in Tweet in G3:
[26] thedecadeintory
[21] toriesout159
[21] enoughisenough
[19] just
[19] tories
[19] publicopinion
[19] supportthestrikes
[18] torycorruption
[15] ppe
[15] generalelectionnow

Top Hashtags in Tweet in G4:
[7] thismorning
[7] jeremyvine
[4] ppe
[4] gaslighting
[4] still_no_apology
[3] r4today
[3] newsnight
[3] gmb
[2] torycorruption
[2] bbclaurak

Top Hashtags in Tweet in G5:
[2] ppe
[1] kayburley
[1] bbcnews
[1] skynews
[1] itvnews
[1] c4news
[1] michellemone
[1] testandtrace
[1] thedecadeintory

Top Hashtags in Tweet in G6:
[7] r4today
[6] kayburley
[6] ppe
[5] toriesout158
[5] toryliars
[4] nhs
[4] generalelectionn0w
[4] toriesdestroyingourcountry
[4] toriescostlives
[4] stevebarclayresign

Top Hashtags in Tweet in G7:
[25] ppe
[10] torycorruption
[9] workwear
[5] michellemone
[5] madrid
[4] healthcare
[4] nhs
[4] parla
[3] jeremyvine
[3] ppescandal

Top Hashtags in Tweet in G8:
[19] michellemone
[18] ppemedpro
[5] ppescandal
[3] ppe
[3] torycorruption
[3] coronyism
[2] toriesdestroyingourcountry
[2] newsnight
[2] whereismichelle
[2] toriesout159

Top Hashtags in Tweet in G9:
[9] michellemone
[6] pmqs
[1] enoughisenough
[1] followbackfriday
[1] toriesout
[1] bbcqt

Top Hashtags in Tweet in G10:
[88] supremecourt

Top Words
Top Words in Tweet in Entire Graph:
[5364] ppe
[1425] mone
[1289] money
[1252] tory
[1071] michelle
[955] nhs
[864] government
[737] scandal
[726] contracts
[650] company

Top Words in Tweet in G1:
[492] ppe
[169] money
[113] lbc
[113] tory
[111] contracts
[102] billions
[100] pay
[79] mone
[74] government
[74] nickferrarilbc

Top Words in Tweet in G2:
[442] ppe
[267] goodlawproject
[257] carolvorders
[216] mone
[211] michelle
[187] lane
[170] vip
[155] linked
[150] more
[146] million

Top Words in Tweet in G3:
[414] nhs
[390] ppe
[353] money
[233] mone
[223] michelle
[209] clairebubblepop
[203] useless
[202] bought
[195] made
[194] read

Top Words in Tweet in G4:
[704] ppe
[208] tory
[148] store
[132] donors
[130] paid
[130] supply
[128] jolyonmaugham
[121] destroy
[104] paying
[99] distribute

Top Words in Tweet in G5:
[429] ppe
[189] thetimes
[180] mone
[156] tory
[151] 20
[151] paid
[150] paullewismoney
[149] company
[148] scandal
[147] private

Top Words in Tweet in G6:
[371] ppe
[238] gabriel_pogrund
[194] firm
[190] couple
[179] pandemic
[173] exclusive
[171] whose
[170] won
[170] shored
[170] biggest

Top Words in Tweet in G7:
[213] ppe
[57] mone
[53] scandal
[52] michelle
[51] ãƒ
[51] full
[51] story
[47] inside
[46] revealed
[31] money

Top Words in Tweet in G8:
[223] ppe
[121] mone
[91] writesbright
[83] gove
[67] scandal
[64] michelle
[56] sunak
[54] hancock
[53] going
[53] bylinetimes

Top Words in Tweet in G9:
[193] ppe
[107] trace
[107] track
[91] tory
[90] raggedtp
[78] public
[76] money
[70] useless
[67] systems
[67] billion

Top Words in Tweet in G10:
[199] reducing
[199] discourse
[197] lawbeatind
[115] facing
[115] level
[115] without
[115] face
[115] paying
[115] heed
[115] consequences

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1049] michelle,mone
[608] ppe,scandal
[499] ppe,contracts
[347] useless,ppe
[342] ppe,medpro
[302] dodgy,ppe
[299] #hondaclickxonpc,#perthhondaclick
[296] mone,bought
[283] ppe,deals
[280] government,contract

Top Word Pairs in Tweet in G1:
[92] ppe,contracts
[72] lbc,nickferrarilbc
[56] nickferrarilbc,mark_j_harper
[50] track,trace
[46] ppe,scandal
[42] michelle,mone
[33] dodgy,ppe
[24] useless,ppe
[22] public,purse
[20] fine,give

Top Word Pairs in Tweet in G2:
[211] michelle,mone
[167] vip,lane
[136] ppe,medpro
[124] office,complex
[123] mone,linked
[121] 2021,michelle
[121] today,office
[121] more,today
[121] opened,aberdeen
[121] medpro,centre

Top Word Pairs in Tweet in G3:
[223] michelle,mone
[201] useless,ppe
[194] mone,bought
[190] money,made
[189] shit,ve
[189] nhs,useless
[189] bought,yacht
[189] yacht,money
[189] read,michelle
[189] holy,shit

Top Word Pairs in Tweet in G4:
[130] tory,donors
[121] store,ppe
[121] donors,paid
[102] supply,ppe
[99] ppe,paying
[99] distribute,ppe
[98] paying,destroy
[98] ppe,distribute
[98] paid,supply
[98] ppe,store

Top Word Pairs in Tweet in G5:
[147] ppe,scandal
[145] baroness,mone
[144] private,company
[144] company,earners
[144] top,private
[144] part,ppe
[144] scandal,thetimes
[144] paid,4bn
[144] mone,small
[144] 20,top

Top Word Pairs in Tweet in G6:
[171] gabriel_pogrund,exclusive
[170] ppe,deals
[170] exclusive,couple
[170] biggest,pandemic
[170] pandemic,shored
[170] won,2bn
[170] 2bn,ppe
[170] deals,biggest
[170] firm,won
[170] couple,whose

Top Word Pairs in Tweet in G7:
[52] michelle,mone
[50] ppe,scandal
[47] inside,story
[46] full,inside
[45] mone,ppe
[45] story,michelle
[45] revealed,full
[31] ãƒ,ãƒ
[11] ppe,contracts
[10] dmm,ppe

Top Word Pairs in Tweet in G8:
[64] michelle,mone
[61] ppe,scandal
[53] writesbright,bylinetimes
[51] go,away
[51] gove,sunak
[51] away,much
[51] hancock,complicit
[51] isnâ,going
[51] going,go
[51] sunak,hancock

Top Word Pairs in Tweet in G9:
[107] track,trace
[67] systems,substandard
[67] money,fund
[67] public,money
[67] 400,billion
[67] useless,track
[67] trace,systems
[67] tory,criminals
[67] billion,public
[67] fund,useless

Top Word Pairs in Tweet in G10:
[115] paying,heed
[115] consequences,reducing
[115] country,facing
[115] reducing,discourse
[115] without,paying
[115] face,consequences
[115] heed,country
[115] discourse,level
[115] level,without
[114] lawbeatind,face

Top Replied-To
Top Replied-To in Entire Graph:
@skynews
@lbc
@toryboypierce
@nigel_farage
@goodwinmj
@nilegardiner
@gmb
@jeremyvineon5
@gabriel_pogrund
@john4brexit

Top Replied-To in G1:
@skynews
@lbc
@toryboypierce
@nigel_farage
@gmb
@bbcpolitics
@markjenkinsonmp
@ppe_sale
@peterstefanovi2
@bbcnews

Top Replied-To in G2:
@goodlawproject
@carolvorders
@addicted2newz
@rhonddabryant
@puncharama
@normanjam671
@guardian
@michaellamberta
@pippacrerar

Top Replied-To in G3:
@thetrawlpodcast
@clairebubblepop
@russincheshire
@g_gosden
@suesuezep
@angelaeagle
@nigel_farage
@john4brexit
@workieticket99
@ulstershaker

Top Replied-To in G4:
@leeandersonmp_
@zero_4
@jolyonmaugham
@skynews
@richardjmurphy
@bladeofthes
@rachelsmethers
@rachelreevesmp
@femi_sorry
@misskirtishukla

Top Replied-To in G5:
@williamnhutton
@jackseale
@paullewismoney
@caspardw
@gl3nny5705
@clementsidwal
@bbcnews
@chrismottau
@kenhalloftnorth
@sturdyalex

Top Replied-To in G6:
@gabriel_pogrund
@haggis_uk
@danielgoyal
@thirstyworks
@mc_cheapo
@angelarayner
@joepike
@rmanocher
@jolyonmaugham
@mrmarcusuk

Top Replied-To in G7:
@theeuropeanblog

Top Replied-To in G8:
@allisonpearson
@lincolnlandau74
@writesbright
@jaxanne2020
@bbcradioscot
@meeyooer
@mrjamesob
@gov2uk
@jemmaforte
@saffiya_khan1

Top Replied-To in G9:
@anita767thom

Top Mentioned
Top Mentioned in Entire Graph:
@carolvorders
@goodlawproject
@gabriel_pogrund
@clairebubblepop
@thetimes
@lawbeatind
@suesuezep
@williamnhutton
@13sarahmurphy
@jolyonmaugham

Top Mentioned in G1:
@lbc
@nickferrarilbc
@mark_j_harper
@skynews
@rishisunak
@keir_starmer
@bbcnews
@beany_1
@gmb
@nigel_farage

Top Mentioned in G2:
@goodlawproject
@carolvorders
@guardian
@michaellamberta
@williamnhutton
@thetimes
@ianmurraymp
@jolyonmaugham
@premnsikka
@empickaliesel

Top Mentioned in G3:
@clairebubblepop
@suesuezep
@russincheshire
@carolvorders
@msannibyniaeth
@bobgeor27574923
@shambles151
@williamnhutton
@lgalloway77
@jolyonmaugham

Top Mentioned in G4:
@jolyonmaugham
@bobgeor27574923
@fascinatorfun
@zero_4
@rachelsmethers
@chirpychet
@parody_pm
@bladeofthes
@goodlawproject
@carolvorders

Top Mentioned in G5:
@thetimes
@paullewismoney
@williamnhutton
@carolvorders
@goodlawproject
@gabriel_pogrund
@bencsmoke
@bobgeor27574923
@jolyonmaugham
@suesuezep

Top Mentioned in G6:
@gabriel_pogrund
@angelarayner
@haggis_uk
@danielgoyal
@goodlawproject
@thelastpersont2
@carolvorders
@thetimes
@1957ajb
@oliveeaton16

Top Mentioned in G7:
@jw2000net
@wetbadgers
@peterthurlow
@chisvocharles
@wearersgroup

Top Mentioned in G8:
@writesbright
@bylinetimes
@jemmaforte
@peterjukes
@britain_people
@michaelgove
@tom_warman_
@roberttyrebute
@woodgnomology
@carolvorders

Top Mentioned in G9:
@raggedtp
@anita767thom
@tim_burgess
@thecharlatans
@petertatchell
@cerysmatthews
@toniaantoniazzi
@redjohnbounds
@allthecitizens

Top Mentioned in G10:
@lawbeatind
@himantabiswa
@wokepandemic
@kejriwalfiles
@barandbench
@msisodia
@rinikibsharma
@soulefacts

Top Tweeters
Top Tweeters in Entire Graph:
@twinings_jp
@sussex_jones
@americanair
@athome_co
@chidambara09
@roblwilson
@independent
@united
@sandradunn1955
@derekjohnbryant

Top Tweeters in G1:
@sandradunn1955
@euethnic
@skynews
@caz5697
@telegraph
@bbcnews
@zerohedge
@mailonline
@sheelaghg
@trackntracer

Top Tweeters in G2:
@guardian
@spanishdan1
@fiona_fionnagal
@petermccue1
@gperdikaris
@ellih53
@ameliaaber
@paolimichele
@rolynhome
@jennyjones1313

Top Tweeters in G3:
@allchanges
@catherinemginn
@shambles151
@hugorelly
@maurlind
@amandajs11
@neighbour_kx
@timewalkproject
@mikefealey
@mryeswecan

Top Tweeters in G4:
@gracemurphy2
@ferguson2811
@shirleyyoung2
@hausofrushdi
@vespasian91
@june4th
@tsunami65
@peterdilworth1
@badgersbane
@dbashby

Top Tweeters in G5:
@dingabelle
@glynmoody
@aunty_shirley
@gadflyquebec
@henriklubo
@maelysdervenn
@nikt50
@developm2ls
@lordofintent
@jonsx11

Top Tweeters in G6:
@sandoly
@yllekonadnerb
@aceso84
@daisybelll
@mikef45
@forbesy15
@viewvalley
@paulduffy1192
@smallypaula
@debbiesplace65

Top Tweeters in G7:
@agenparl
@camz99
@stiripesurse_ro
@tendin2
@euwatchers
@scroll_in
@bckrda
@k4rmarules
@therightarticle
@pharmiwebjobs

Top Tweeters in G8:
@lesleygsmith3
@thestephenralph
@heather63262308
@juliecuninghame
@paulrogers002
@ladyjules_cath
@realdavidcarter
@saffiya_khan1
@bbcworld
@find45sdealer

Top Tweeters in G9:
@roblwilson
@wavetop
@carolehope2
@brookebay21
@claracampostor1
@lanibeno
@notabot1976
@brexitlalaland
@tim_burgess
@buzby_dav

Top Tweeters in G10:
@monty_chadha
@n2r3ndr2
@pranav9983
@prayagrajwaale
@sandeep21031983
@sat_gollapudi
@supremeharish
@mavericklg
@dixits2002
@abdeshmukh


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