PPE, Twitter, 11/30/2022 5:45:49 PM, 285183


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PPE_2022-11-30_00-52-01.xlsx
PPE_2022-11-30_00-52-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2022
Short Description:
PPE via NodeXL https://bit.ly/3EIfKBa
@danielgoyal
@angelarayner
@phantompower14
@doctor_oxford
@anthonyfstevens
@privateeyenews
@eyeswideopen69
@vampiregreek
@burning81970838
@david__osland

Top hashtags:
#r4today
#torycorruption
#ppe
#torycriminals
#プレゼント
#懸賞

Description:
Description
The graph represents a network of 6,528 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, 30 November 2022 at 08:57 UTC.

The requested start date was Wednesday, 30 November 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, 0-hour, 26-minute period from Friday, 25 November 2022 at 11:54 UTC to Tuesday, 29 November 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 : 6528
Unique Edges : 3144
Edges With Duplicates : 13794
Total Edges : 16938
Number of Edge Types : 5
Retweet : 6379
MentionsInRetweet : 7429
Tweet : 1205
Replies to : 818
Mentions : 1107
Self-Loops : 1214
Reciprocated Vertex Pair Ratio : 0.00497167302578333
Reciprocated Edge Ratio : 0.00989415554532904
Connected Components : 566
Single-Vertex Connected Components : 248
Maximum Vertices in a Connected Component : 4931
Maximum Edges in a Connected Component : 14096
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.810436
Graph Density : 0.000203998023293889
Modularity : 0.446782
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,528 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, 30 November 2022 at 08:57 UTC.

The requested start date was Wednesday, 30 November 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, 0-hour, 26-minute period from Friday, 25 November 2022 at 11:54 UTC to Tuesday, 29 November 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:
[233] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[91] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[68] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[32] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[27] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[21] https://trib.al/rIRvO1I
[21] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[20] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=share_btn_tw
[20] https://www.theguardian.com/uk-news/2022/nov/27/ministers-pressure-explain-ppe-medpro-contracts-decision-michelle-mone
[15] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other

Top URLs in Tweet in G1:
[9] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[7] https://ft.trib.al/OvxTS2h
[5] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[5] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[5] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[4] https://www.theguardian.com/uk-news/2022/nov/23/michelle-mones-ppe-denials-v-what-we-know
[4] https://www.youtube.com/watch?v=QONrHhGl6vA&feature=youtu.be

[4] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe
[3] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[3] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/

Top URLs in Tweet in G2:
[11] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[10] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[9] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[8] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[6] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1669574227
[4] https://www.theguardian.com/uk-news/2022/nov/27/ministers-pressure-explain-ppe-medpro-contracts-decision-michelle-mone?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1669575816
[4] https://www.spotlightcorruption.org/half-of-vip-lane-companies-supplied-ppe-worth-1-billion-that-was-not-fit-for-purpose/
[4] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/uk-news/video/2022/nov/24/sickening-shameful-unforgivable-mps-condemn-michelle-mone-ppe-firm-revelations-video?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1669318236
[2] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone

Top URLs in Tweet in G3:
[8] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[5] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[3] https://www.bbc.co.uk/news/63746930
[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://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[1] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/?fbclid=IwAR1cRQ26xUM-amNV4ZWDrqcL3gKFZxYEb8TMZ6MK7eiQQ_KxfsH4dfjyyVA
[1] https://www.kingsfund.org.uk/projects/nhs-in-a-nutshell/nhs-budget
[1] https://www.theguardian.com/world/2020/apr/13/uk-missed-three-chances-to-join-eu-scheme-to-bulk-buy-ppe
[1] https://nation.cymru/news/ppe-and-test-and-trace-in-england-almost-twice-as-expensive-as-wales-says-report/
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=share_btn_tw

Top URLs in Tweet in G4:
[4] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[1] https://twitter.com/PhantomPower14/status/1363541296858750977/video/1
[1] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[1] https://www.theguardian.com/uk-news/2022/nov/27/ministers-pressure-explain-ppe-medpro-contracts-decision-michelle-mone?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe

Top URLs in Tweet in G5:
[5] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[3] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[2] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?bucket=twitter-tweet-24_11_2022_Nov.TD.MM.TW
[1] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[1] https://twitter.com/danielgoyal/status/1596988460686249984
[1] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons?CMP=Share_iOSApp_Other

Top URLs in Tweet in G6:
[9] https://www.mirror.co.uk/news/uk-news/michelle-mone-clapped-nhs-nurses-28578477?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[5] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[3] https://leftfootforward.org/2022/11/government-spends-770000-a-day-to-store-ppe-items-in-china/
[3] https://trib.al/rIRvO1I
[2] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[2] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[2] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone
[1] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw
[1] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=fb_gu&utm_medium=Social&utm_source=Facebook&fbclid=IwAR34U9bKKpIrNuFKeW3N1hAMkvLpb_PqjJMU0c-f5s6UnsVjntL_Toiapg0#Echobox=1669301925
[1] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/?fbclid=IwAR3eZiRPsX_C9-SPOMDnjpI0KKAqFyfv7aMKVquPVELkJicUpB41m9Moecs

Top URLs in Tweet in G7:
[5] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[3] 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/world/2022/apr/27/covid-discharging-untested-patients-into-care-homes-was-unlawful-says-court

Top URLs in Tweet in G8:
[116] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[9] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[4] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?bucket=twitter-tweet-24_11_2022_Nov.TD.MM.TW
[4] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[3] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=share_btn_tw
[3] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner
[2] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?utm_term=63804bd4481f621dfd218d64755b577a&utm_campaign=GuardianTodayUK&utm_source=esp&utm_medium=Email&CMP=GTUK_email
[2] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[2] https://www.thenational.scot/news/23146159.michelle-mones-family-secretly-received-29m-ppe-firm/?ref=twtrec

Top URLs in Tweet in G9:
[3] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[2] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[2] https://medium.com/@change.orgUK/open-letter-to-uk-government-do-you-want-our-ppe-or-not-fce832e6e37a
[1] https://www.private-eye.co.uk/special-reports/profits-of-doom
[1] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition
[1] https://twitter.com/PaulBrown_UK/status/1597313302824378368
[1] https://windinguppetitionsolicitors.co.uk/insolvency-lawyers-london/hmrc-issues-winding-up-petition-against-ppe-firm-linked-to-tory-peer/
[1] https://www.theguardian.com/uk-news/2022/nov/27/ministers-pressure-explain-ppe-medpro-contracts-decision-michelle-mone?CMP=share_btn_tw

Top URLs in Tweet in G10:
[8] https://www.theguardian.com/uk-news/video/2022/nov/24/sickening-shameful-unforgivable-mps-condemn-michelle-mone-ppe-firm-revelations-video
[7] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[5] https://www.bbc.co.uk/news/63746930
[5] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[4] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=Share_iOSApp_Other
[2] https://99-percent.org/a-monstrous-aberration/
[2] https://redirect.viglink.com?u=https%3A%2F%2Fwww.thetimes.co.uk%2Farticle%2Fmichelle-mones-29m-ppe-profit-raised-in-commons-by-labour-zbz7db3gb&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://www.mirror.co.uk/news/uk-news/michelle-mone-clapped-nhs-nurses-28578477?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw
[1] https://theyworkforyou.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[420] theguardian.com
[289] org.uk
[113] twitter.com
[79] co.uk
[35] youtube.com
[35] trib.al
[33] bylinetimes.com
[9] medium.com
[9] ft.com
[7] instagram.com

Top Domains in Tweet in G1:
[34] theguardian.com
[15] org.uk
[11] twitter.com
[8] trib.al
[8] youtube.com
[4] ft.com
[3] bylinetimes.com
[1] co.uk
[1] 99-percent.org
[1] tiktok.com

Top Domains in Tweet in G2:
[71] theguardian.com
[9] co.uk
[8] org.uk
[4] twitter.com
[4] spotlightcorruption.org
[2] goodlawproject.org
[2] medium.com
[1] trib.al
[1] gove.no
[1] 38d.gs

Top Domains in Tweet in G3:
[14] theguardian.com
[10] org.uk
[5] twitter.com
[3] co.uk
[2] bylinetimes.com
[1] nation.cymru
[1] ft.com

Top Domains in Tweet in G4:
[5] org.uk
[2] theguardian.com
[1] twitter.com

Top Domains in Tweet in G5:
[7] org.uk
[5] theguardian.com
[1] twitter.com

Top Domains in Tweet in G6:
[11] theguardian.com
[9] co.uk
[7] org.uk
[3] leftfootforward.org
[3] trib.al
[1] bylinetimes.com
[1] twitter.com
[1] youtube.com
[1] thelondoneconomic.com

Top Domains in Tweet in G7:
[5] org.uk
[4] theguardian.com

Top Domains in Tweet in G8:
[133] org.uk
[22] twitter.com
[19] theguardian.com
[5] co.uk
[4] dmm.com
[3] amazon.com
[3] youtube.com
[2] thenational.scot
[2] co.za
[2] medium.com

Top Domains in Tweet in G9:
[4] org.uk
[2] co.uk
[2] bylinetimes.com
[2] medium.com
[1] twitter.com
[1] theguardian.com

Top Domains in Tweet in G10:
[20] theguardian.com
[9] co.uk
[7] org.uk
[7] twitter.com
[2] 99-percent.org
[2] viglink.com
[1] theyworkforyou.com
[1] scotsman.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[221] r4today
[79] torycorruption
[61] ppe
[36] torycriminals
[34] プレゼント
[32] 懸賞
[31] michellemone
[24] toriesout145
[23] bbcqt
[20] mone



Top Hashtags in Tweet in G1:
[154] r4today
[16] torycorruption
[10] toriesout145
[9] torycriminals
[6] ppescandal
[5] brexitslug
[4] michellemone
[4] toriesout139
[3] followbackfriday
[3] fbpe

Top Hashtags in Tweet in G2:
[3] r4today
[3] followbackfriday
[2] toriesout145
[2] torycorruption
[2] imacelebrity
[2] ppe
[2] scottishindependence
[2] torychaos
[1] generalelectionnow
[1] baronessmone

Top Hashtags in Tweet in G3:
[23] r4today
[7] toriesout145
[7] michellemone
[6] generalelectionnow
[3] torycorruption
[3] ppe
[3] ppemedpro
[2] toriesout144
[2] toriesout141
[2] imaceleb

Top Hashtags in Tweet in G4:
[3] r4today
[1] toriesout145

Top Hashtags in Tweet in G5:
[7] mone
[3] tories
[2] torycorruption
[1] r4today
[1] bbcnews
[1] skynews
[1] itvnews
[1] c4news
[1] nhs
[1] torycostofgreedcrisis

Top Hashtags in Tweet in G6:
[6] bbcqt
[2] torycorruption
[2] ppescandal
[1] followbackfriday
[1] michellemone

Top Hashtags in Tweet in G7:
[4] covid
[2] r4today
[1] torycorruption
[1] torycostofgreedcrisis
[1] tory
[1] michellemone
[1] ppescandal
[1] supportstrikes

Top Hashtags in Tweet in G8:
[20] ppe
[4] workwear
[3] torycorruption
[3] blackfriday
[3] covid19
[3] safety
[2] waterproof
[2] covid
[2] 篠原みなみ
[2] 篠崎こころ

Top Hashtags in Tweet in G9:
[2] r4today
[1] toriesout145
[1] imacelebrity

Top Hashtags in Tweet in G10:
[5] kayburley
[4] torycorruption
[4] imacelebrity
[4] jeremyvine
[3] r4today
[2] torycostofgreedcrisis
[2] scottishindependence2023
[2] michellemone
[2] torycriminals
[2] covid

Top Words
Top Words in Tweet in Entire Graph:
[5776] ppe
[3118] mone
[2866] michelle
[1628] tory
[1263] money
[1223] medpro
[1039] public
[1028] peer
[814] contracts
[799] lords

Top Words in Tweet in G1:
[856] mone
[819] michelle
[785] ppe
[394] tory
[323] medpro
[302] money
[234] company
[226] peer
[223] baroness
[205] tories

Top Words in Tweet in G2:
[539] ppe
[213] mone
[200] tory
[198] angelarayner
[170] michelle
[169] medpro
[137] public
[114] peer
[114] ministers
[101] money

Top Words in Tweet in G3:
[491] ppe
[263] mone
[191] medpro
[167] lords
[144] guardian
[142] eyeswideopen69
[136] financial
[135] include
[135] register
[135] asked

Top Words in Tweet in G4:
[381] ppe
[369] mone
[368] michelle
[351] alleged
[351] alone
[351] edge
[351] corrupt
[351] down
[351] won
[351] contracting

Top Words in Tweet in G5:
[356] ppe
[292] danielgoyal
[253] nhs
[240] contracts
[239] govt
[236] actually
[235] dodgy
[234] cost
[234] added
[234] budget

Top Words in Tweet in G6:
[283] ppe
[170] michelle
[115] unusable
[107] public
[104] medpro
[103] inquiry
[103] david__osland
[95] mone's
[93] need
[91] whitewash

Top Words in Tweet in G7:
[228] care
[226] doctor_oxford
[225] matt
[225] hancock
[222] died
[221] hospital
[220] humbly
[220] cheerfully
[220] less
[220] penis

Top Words in Tweet in G8:
[213] ppe
[145] mone
[142] money
[140] tory
[139] michelle
[139] pay
[139] back
[138] public
[137] 29m
[136] peer

Top Words in Tweet in G9:
[258] ppe
[229] mone
[228] michelle
[215] medpro
[207] another
[203] read
[201] special
[201] eye
[201] th
[201] chance

Top Words in Tweet in G10:
[230] ppe
[98] mone
[89] michelle
[79] tory
[71] money
[60] million
[50] public
[49] peer
[48] michellemone
[43] medpro

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2660] michelle,mone
[936] tory,peer
[820] peer,michelle
[800] ppe,medpro
[591] ppe,contracts
[545] matt,hancock
[526] public,money
[504] pocketed,29m
[502] 29m,public
[501] reportedly,pocketed

Top Word Pairs in Tweet in G1:
[811] michelle,mone
[221] tory,peer
[209] baroness,michelle
[198] company,medpro
[195] michael,gove
[173] peer,michelle
[171] before,husband's
[171] husband's,company
[171] mone,started
[171] medpro,incorporated

Top Word Pairs in Tweet in G2:
[163] michelle,mone
[158] ppe,medpro
[95] peer,michelle
[94] tory,peer
[73] perform,ppe
[73] answers,checks
[73] public,deserve
[73] tax,affairs
[73] financial,tax
[73] affairs,before

Top Word Pairs in Tweet in G3:
[179] ppe,medpro
[135] include,ppe
[135] mone,include
[134] house,lords
[132] year,mone
[131] asked,guardian
[131] medpro,house
[131] last,year
[131] register,financial
[131] lords,register

Top Word Pairs in Tweet in G4:
[368] michelle,mone
[351] alleged,involvement
[351] ppe,contracting
[351] involvement,corrupt
[351] won,go
[351] mone,alleged
[351] edge,won
[351] contracting,edge
[351] go,down
[351] corrupt,ppe

Top Word Pairs in Tweet in G5:
[240] ppe,contracts
[235] dodgy,ppe
[234] nhs,budget
[234] added,nhs
[233] check,cost
[233] look,govt
[233] budget,look
[233] actually,added
[233] contracts,actually
[233] cost,dodgy

Top Word Pairs in Tweet in G6:
[93] public,inquiry
[91] another,whitewash
[91] ppe,result
[91] inquiry,michelle
[91] whitewash,clearly
[91] old,bill
[91] michelle,mone's
[91] clearly,old
[91] result,another
[91] medpro,ppe

Top Word Pairs in Tweet in G7:
[225] matt,hancock
[220] penis,nurses
[220] really,care
[220] humbly,matt
[220] camel's,penis
[220] hospital,died
[220] nurses,hospital
[220] cheerfully,humbly
[220] eats,camel's
[220] hancock,eats

Top Word Pairs in Tweet in G8:
[137] michelle,mone
[136] peer,michelle
[135] tory,peer
[135] public,money
[134] 29m,public
[134] reportedly,pocketed
[134] pocketed,29m
[134] mone,reportedly
[134] money,unsafe
[133] unsafe,ppe

Top Word Pairs in Tweet in G9:
[224] michelle,mone
[209] ppe,medpro
[202] mone,ppe
[201] chance,read
[201] special,report
[201] read,private
[201] hit,headlines
[201] eye,special
[201] another,chance
[201] medpro,hit

Top Word Pairs in Tweet in G10:
[77] michelle,mone
[47] tory,peer
[41] peer,michelle
[34] ppe,contracts
[31] ppe,medpro
[30] public,money
[28] 29m,public
[28] lords,kick
[28] money,unsafe
[28] reportedly,pocketed

Top Replied-To
Top Replied-To in Entire Graph:
@realstephenkerr
@bbcnews
@angelarayner
@mrjamesob
@rishisunak
@format_ppe
@councillorsuzie
@michellemone
@bestforbritain
@tomhfh

Top Replied-To in G1:
@metpoliceevents
@bladeofthes
@supertanskiii
@britain_people
@michellemone
@mark_mclaughlin
@sydesjokes
@premnsikka
@mrjamesob
@hmrcgovuk

Top Replied-To in G2:
@angelarayner
@bestforbritain
@scottories
@david_conn
@pippacrerar
@deborahmeaden
@mikegalsworthy
@snb19692
@mcdowallrose
@premnsikka

Top Replied-To in G3:
@gov2uk
@sallymi83941850
@profsked
@mygineration
@skynews
@paulwhelan745
@eyeswideopen69
@ladyjules_cath
@suellabraverman
@gmck2012

Top Replied-To in G4:
@bbcscotlandnews
@lynn_taylor503

Top Replied-To in G5:
@danielgoyal
@johnredwood
@janewright17
@david_conn
@pippacrerar
@kevinbonnick
@i_nautilus
@stillteaches
@mikesmithm7
@0121_pedro

Top Replied-To in G6:
@david__osland
@mygineration
@lolwestinghouse
@qprever

Top Replied-To in G7:
@doctor_oxford
@back_the_bbc
@malandergeorge
@simongrant1

Top Replied-To in G9:
@matthew82069336
@del_ivered

Top Replied-To in G10:
@realstephenkerr
@michellemone
@bbcscotlandnews
@mgoldenmsp
@mike_blackley
@justbob111
@glasgow_times
@bbcandrewkerr
@tesswhite4ne
@heraldscotland

Top Mentioned
Top Mentioned in Entire Graph:
@phantompower14
@danielgoyal
@angelarayner
@doctor_oxford
@anthonyfstevens
@privateeyenews
@eyeswideopen69
@burning81970838
@david__osland
@lgalloway77

Top Mentioned in G1:
@anthonyfstevens
@burning81970838
@gerryhassan
@msm_monitor
@myarrse
@britain_people
@l_ronaldson
@pickardje
@clairebubblepop
@thelastpersont2

Top Mentioned in G2:
@angelarayner
@david_conn
@rachelsmethers
@gem_abbott
@guardian
@premnsikka
@pippacrerar
@bestforbritain
@goodlawproject
@direthoughts

Top Mentioned in G3:
@eyeswideopen69
@lgalloway77
@gov2uk
@paulwhelan745
@sallymi83941850
@yournhs2021
@naqvima
@burning81970838
@mprepuce
@davemacladd

Top Mentioned in G4:
@phantompower14
@angelarayner
@lgalloway77
@burning81970838
@marionmain3
@elaine_patten
@ibuntyedition
@sallymi83941850
@rachelsmethers
@gerryhassan

Top Mentioned in G5:
@danielgoyal
@anthonyfstevens
@steve_cureton
@eyeswideopen69
@angelarayner
@david_conn
@dianawilliams61
@lgalloway77
@j_andrew_evans
@nothingbutfiwwi

Top Mentioned in G6:
@david__osland
@torydemolition
@mygineration
@lucywoodslucy70
@benartycomputer
@sonofr
@angelarayner
@rachael_swindon
@danielgoyal
@phantompower14

Top Mentioned in G7:
@doctor_oxford
@danielgoyal
@soapachu
@camillalong
@rab_dickson1
@longcovidhell
@politicsastar
@lgalloway77
@myarrse
@angelarayner

Top Mentioned in G8:
@lizbow31
@psymdec
@semperflebilis

Top Mentioned in G9:
@privateeyenews
@hackedoffhugh
@vogonscout
@phantompower14
@angelarayner
@danielgoyal
@david__osland
@eyeswideopen69
@franksm42564539
@matthew82069336

Top Mentioned in G10:
@michellemone
@metpoliceuk
@realstephenkerr
@deelomas
@pete_nicoll
@bbcscotlandnews
@stfilansdream
@michaelgove
@matthancock
@gorgeousdutch

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@mos_burger
@nescafe_jp
@ichibankuji
@ume_bsfuji
@starbucks_j_cpg
@linemo_official
@roblwilson
@takenoko_meiji

Top Tweeters in G1:
@sandradunn1955
@margymayell
@tshep42
@jorichardskent
@aunty_shirley
@sydesjokes
@hawkins_carole
@loonylaura
@rogersurfacings
@caravaggio12

Top Tweeters in G2:
@adekleine
@lorettabower3
@guardian
@mikecoulson48
@awarding_women
@magapanthus
@hugorelly
@sashasimic
@samljpage
@fireytopaz

Top Tweeters in G3:
@roblwilson
@j_sutherland2
@caz5697
@june4th
@peterandann
@david96212152
@ladyjules_cath
@kevinpbreslin
@iloveautumn2
@starterpat

Top Tweeters in G4:
@k1482
@scouts_uk
@mjc_cook
@iantsaoir
@fcross1959
@jentoo44
@somethingvintag
@jackcdawes
@chrissiegrech
@woodwinecoolers

Top Tweeters in G5:
@kevthecheff
@saffiya_khan1
@sandrahalifax
@detemple
@phyl_jones
@karenkts11
@kingmark1st
@lostindisco
@amandafclark
@korstraw

Top Tweeters in G6:
@camz99
@wavetop
@meallyhen
@bernardmceldown
@knitagran
@martindvz
@fionn114
@rambo82ave
@longitude0
@katemcclelland7

Top Tweeters in G7:
@lesleygsmith3
@yllekonadnerb
@roger_xanth_day
@albapartytime
@susemgf
@jodihill01
@kim_harding
@aljola
@ribblevalleysue
@1georden

Top Tweeters in G8:
@lise_latulippe
@minimoojack
@cshislop
@bmassam
@psymdec
@annettescambler
@edinnews
@semperflebilis
@ikaalicharan
@aliy47

Top Tweeters in G9:
@kirkmurphy
@evolvedpeasant
@nexusdog_uk
@jymbudd
@lomelindi12
@patronsaintofca
@wicardossa1957
@jenkinsjacky
@peterintheswim
@westengland

Top Tweeters in G10:
@tartancobweb
@roadwarrior29
@mckinlay_liz
@xraypat
@markrowantree
@maureenpickeri5
@nigelheal
@janeygodley
@45albannach
@heraldscotland


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