PPE, Twitter, 3/31/2022 12:04:17 PM, 274040


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PPE_2022-03-31_02-51-21.xlsx
PPE_2022-03-31_02-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2022
Short Description:
PPE via NodeXL https://bit.ly/3IOrHoY
@goodlawproject
@kennyaberdeen
@quentinbudworth
@jonjonessnr
@david__osland
@drphilhammond
@carolinelucas
@stfilansdream
@angusrobertson
@bbcgaryr

Top hashtags:
#ppe
#kdppe
#ミーミューズ
#mimuse
#homecare
#perthtanapon
#torycorruption

Description:
Description
The graph represents a network of 7,194 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 Thursday, 31 March 2022 at 09:57 UTC.

The requested start date was Thursday, 31 March 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 40-minute period from Monday, 28 March 2022 at 11:40 UTC to Wednesday, 30 March 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 : 7194
Unique Edges : 3688
Edges With Duplicates : 13321
Total Edges : 17009
Number of Edge Types : 5
Retweet : 6204
MentionsInRetweet : 7536
Tweet : 897
Replies to : 889
Mentions : 1483
Self-Loops : 919
Reciprocated Vertex Pair Ratio : 0.00610867002464902
Reciprocated Edge Ratio : 0.0121431614827439
Connected Components : 663
Single-Vertex Connected Components : 273
Maximum Vertices in a Connected Component : 4914
Maximum Edges in a Connected Component : 13226
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.451868
Graph Density : 0.000181423101514883
Modularity : 0.484082
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,194 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 Thursday, 31 March 2022 at 09:57 UTC.

The requested start date was Thursday, 31 March 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 40-minute period from Monday, 28 March 2022 at 11:40 UTC to Wednesday, 30 March 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:
[388] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[131] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[38] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office
[23] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser
[22] https://www.civilserviceworld.com/professions/article/government-bought-122m-ppe-from-tory-peerlinked-firm-for-almost-three-times-manufacturing-fee
[20] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=Share_AndroidApp_Other
[19] https://www.thenational.scot/news/20024584.michelle-mone-linked-ppe-firm-made-76m-ppe-nhs-sale/
[17] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=Share_iOSApp_Other
[11] https://bylinetimes.com/2022/03/30/very-inefficient-process-watchdog-exposes-governments-ppe-failures/
[11] https://hansard.parliament.uk/commons/2020-12-09/debates/ED6D1DDB-BCC8-4682-B7FD-DCF0B6B5799C/Covid-19NAOReportOnGovernmentProcurement

Top URLs in Tweet in G1:
[19] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[14] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[11] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=Share_AndroidApp_Other
[11] https://www.civilserviceworld.com/professions/article/government-bought-122m-ppe-from-tory-peerlinked-firm-for-almost-three-times-manufacturing-fee
[3] https://www.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[3] https://twitter.com/bbcgaryr/status/1509054809684516866
[3] https://www.thenational.scot/politics/20029908.ppe-contract-linked-michelle-mone-not-getting-enough-media-scrutiny/
[3] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m#amp_tf=From%20%251%24s&aoh=16484944202430&referrer=https%3A%2F%2Fwww.google.com&share=https%3A%2F%2Fwww.theguardian.com%2Fpolitics%2F2022%2Fmar%2F27%2Fgovernment-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[3] https://www.thenational.scot/news/20024584.michelle-mone-linked-ppe-firm-made-76m-ppe-nhs-sale/?ref=twtrec
[2] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser

Top URLs in Tweet in G2:
[4] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[2] https://www.independent.co.uk/news/uk/home-news/covid-uk-ppe-containers-suffolk-nhs-b1760678.html?amp
[1] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=Share_iOSApp_Other
[1] https://bylinetimes.com/2022/03/30/very-inefficient-process-watchdog-exposes-governments-ppe-failures/
[1] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office
[1] https://goodlawproject.org
[1] https://twitter.com/drphilhammond/status/1508408581766455296

Top URLs in Tweet in G3:
[8] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[2] https://www.thetimes.co.uk/article/adviser-in-150m-ppe-scandal-is-axed-5nw2mnct3
[1] https://twitter.com/arisefdn/status/1508489877544910853
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[1] https://www.thenational.scot/news/20024584.michelle-mone-linked-ppe-firm-made-76m-ppe-nhs-sale/
[1] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[1] https://www.thetimes.co.uk/article/lords-investigates-michelle-mone-200m-ppe-contracts-2dzhhmdw3
[1] https://twitter.com/JasonGroves1/status/1508442934768766976
[1] https://www.standard.co.uk/news/uk/ppe-procurement-scandal-uk-2021-b935842.html

Top URLs in Tweet in G4:
[284] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[3] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser
[3] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[1] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser?CMP=Share_iOSApp_Other
[1] https://twitter.com/Helen91155348/status/1509123943067799555
[1] https://www.mirror.co.uk/news/politics/government-told-get-grip-over-26587706?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.civilserviceworld.com/professions/article/government-bought-122m-ppe-from-tory-peerlinked-firm-for-almost-three-times-manufacturing-fee
[1] https://twitter.com/domjoly/status/1508393545220210690
[1] https://twitter.com/charlotteukcity/status/1508865599253979141
[1] https://twitter.com/bbcquestiontime/status/1507123854778503170

Top URLs in Tweet in G5:
[18] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[2] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office?CMP=Share_AndroidApp_Other
[1] https://www.independent.co.uk/news/uk/politics/ppe-contracts-covid-audit-office-b2046582.html
[1] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office?CMP=Share_iOSApp_Other
[1] https://news.sky.com/story/covid-19-billions-of-pounds-of-taxpayers-money-still-at-risk-as-a-result-of-governments-handling-of-ppe-contracts-spending-watchdog-warns-12577377
[1] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[1] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[1] https://twitter.com/thelastpersont2/status/1508942164553834505
[1] https://apple.news/AWsSMDWTjSJKsnobON28PVg

Top URLs in Tweet in G6:
[21] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office
[16] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser
[8] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[5] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser?CMP=Share_AndroidApp_Other
[4] https://bylinetimes.com/2022/03/30/very-inefficient-process-watchdog-exposes-governments-ppe-failures/
[3] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?fbclid=IwAR3okFUv7864X_r-ZSjOA20cf3EOvxa5ictQmm0H0_5_U1OUYf92p26NL4k
[3] https://www.theguardian.com/society/2022/mar/30/15bn-unused-ppe-items-in-england-have-passed-expiry-date-says-audit-office?CMP=Share_AndroidApp_Other
[3] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[3] https://www.thestar.com/politics/provincial/2022/03/29/ontario-unveils-plan-for-future-pandemics-stiff-penalties-for-those-who-resell-government-ppe.html
[3] https://www.theguardian.com/world/2022/mar/30/profiteering-over-covid-ppe-disgraceful-says-uk-government-adviser?CMP=Share_iOSApp_Other

Top URLs in Tweet in G7:
[4] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[3] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[2] https://www.theguardian.com/politics/2022/feb/01/department-of-health-writes-off-9bn-spent-in-uk-covid-ppe-drive
[2] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=Share_iOSApp_Other
[1] https://twitter.com/RichardJMurphy/status/1337737620001071105
[1] https://twitter.com/councillorsuzie/status/1508704792901828615
[1] https://twitter.com/itvnewspolitics/status/1508458873891471364
[1] https://twitter.com/JasonGroves1/status/1508442934768766976
[1] https://www.nytimes.com/interactive/2020/12/17/world/europe/britain-covid-contracts.html
[1] https://static.guim.co.uk/images/favicon-32x32.ico

Top URLs in Tweet in G8:
[3] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[1] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m

Top URLs in Tweet in G10:
[8] https://www.independent.co.uk/news/uk/politics/lords-michelle-mone-ppe-contracts-b1994877.html
[1] https://twitter.com/finalstrawcorn/status/1507749604330291210

Top Domains
Top Domains in Tweet in Entire Graph:
[458] co.uk
[296] theguardian.com
[169] twitter.com
[27] thenational.scot
[23] civilserviceworld.com
[14] youtube.com
[14] bylinetimes.com
[12] co.jp
[12] ppe.pl
[12] parliament.uk

Top Domains in Tweet in G1:
[37] theguardian.com
[21] co.uk
[18] twitter.com
[11] civilserviceworld.com
[7] thenational.scot
[1] gov.uk
[1] itv.com
[1] heraldscotland.com
[1] scotsman.com

Top Domains in Tweet in G2:
[6] co.uk
[2] theguardian.com
[1] bylinetimes.com
[1] goodlawproject.org
[1] twitter.com

Top Domains in Tweet in G3:
[9] theguardian.com
[5] co.uk
[2] twitter.com
[1] thenational.scot

Top Domains in Tweet in G4:
[285] co.uk
[7] theguardian.com
[6] twitter.com
[1] civilserviceworld.com

Top Domains in Tweet in G5:
[19] co.uk
[5] theguardian.com
[1] sky.com
[1] twitter.com
[1] apple.news

Top Domains in Tweet in G6:
[66] theguardian.com
[43] twitter.com
[20] co.uk
[6] bylinetimes.com
[5] co.jp
[4] org.uk
[3] youtube.com
[3] thestar.com
[2] danganstationerysupplies.ie
[2] peing.net

Top Domains in Tweet in G7:
[11] twitter.com
[8] theguardian.com
[5] co.uk
[1] nytimes.com
[1] itv.com

Top Domains in Tweet in G8:
[3] co.uk
[1] theguardian.com

Top Domains in Tweet in G10:
[8] co.uk
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[182] ppe
[48] kdppe
[46] ミーミューズ
[46] mimuse
[45] homecare
[44] perthtanapon
[34] torycorruption
[28] johnsonout64
[21] 篠崎こころ
[18] toriespartiedwhilepeopledied



Top Hashtags in Tweet in G1:
[9] douglasross
[9] alisterjack
[9] indyref2
[8] michellemone
[7] tories
[5] corruption
[5] ppe
[4] bbcgms
[4] uk
[3] toryscum

Top Hashtags in Tweet in G2:
[2] windfalltax
[2] ppe

Top Hashtags in Tweet in G3:
[2] mone

Top Hashtags in Tweet in G4:
[5] ppe
[2] tory
[2] covid19uk
[1] gmb
[1] politicslive

Top Hashtags in Tweet in G5:
[4] ppe
[4] borisjohnson
[3] scandal
[3] covid
[3] tories
[1] pmqs
[1] liarjohnson
[1] corrupt
[1] incompetent
[1] primeminister

Top Hashtags in Tweet in G6:
[39] ppe
[6] torycorruption
[5] safety
[5] pmqs
[4] workwear
[4] safetyfirst
[3] business
[3] nhs
[3] healthandsafety
[3] gloves

Top Hashtags in Tweet in G7:
[5] brexitdisaster
[4] johnsonout62
[4] scottishindependence
[4] brexit
[4] brexitwastreason
[4] brexithasfailed
[4] brexitbenefit
[3] wheresmyevgeny
[3] arisesirgav
[3] ppe

Top Hashtags in Tweet in G10:
[1] spreadlovenotgerms
[1] gbspringclean

Top Words
Top Words in Tweet in Entire Graph:
[5756] ppe
[1925] michelle
[1856] mone
[1615] tory
[1407] peer
[1206] bought
[1126] government
[1096] contracts
[935] nhs
[926] 122m

Top Words in Tweet in G1:
[888] ppe
[343] mone
[314] tory
[310] jonjonessnr
[301] michelle
[299] burning
[293] 000
[293] pallets
[293] month
[290] unused

Top Words in Tweet in G2:
[374] ppe
[335] government
[310] goodlawproject
[292] contracts
[290] vip
[287] lane
[280] turns
[280] unlawful
[280] colossal
[280] waste

Top Words in Tweet in G3:
[363] ppe
[306] quentinbudworth
[305] tory
[300] peer
[297] 122m
[273] bought
[270] 46m
[269] nhs
[268] mone
[268] none

Top Words in Tweet in G4:
[400] ppe
[323] contracts
[303] mone
[298] michelle
[297] kennyaberdeen
[296] over
[286] lords
[285] investigation
[284] watchdog
[284] launches

Top Words in Tweet in G5:
[282] carolinelucas
[274] ppe
[211] lane
[196] unsuitable
[195] half
[195] provided
[194] surprise
[194] nao
[194] called
[194] 'vip'

Top Words in Tweet in G6:
[207] ppe
[52] government
[41] covid
[39] #ppe
[33] uk
[31] over
[25] money
[24] office
[23] tory
[22] items

Top Words in Tweet in G7:
[150] ppe
[59] track
[57] trace
[41] tory
[38] money
[34] contracts
[27] michelle
[27] mone
[26] failed
[25] spent

Top Words in Tweet in G8:
[296] ppe
[260] unused
[253] tax
[253] drphilhammond
[251] profiteers
[250] windfall
[250] millions
[249] trousered
[249] equipment
[248] unusa

Top Words in Tweet in G9:
[250] ว
[249] ต
[249] งแต
[249] โรคน
[249] ระบาดมาสองป
[249] ผบห
[249] เคยบอกซ
[249] กหนไหมนะว
[249] าม
[249] อะไรบ

Top Words in Tweet in G10:
[300] ppe
[256] michelle
[231] david__osland
[190] over
[173] tory
[165] mone
[160] peer
[157] 122m
[147] bought
[145] 46m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1767] michelle,mone
[1208] tory,peer
[1066] peer,michelle
[911] bought,ppe
[897] ppe,contracts
[761] mone,bought
[724] sold,nhs
[706] ppe,china
[610] 46m,sold
[581] vip,lane

Top Word Pairs in Tweet in G1:
[291] michelle,mone
[289] 15,000
[289] 000,pallets
[283] plans,dispose
[283] dispose,15
[283] pallets,unused
[283] unused,ppe
[283] ppe,month
[283] month,burning
[283] burning,fuel

Top Word Pairs in Tweet in G2:
[289] ppe,contracts
[287] vip,lane
[281] lane,ppe
[280] turns,government
[280] government,vip
[280] contracts,unlawful
[280] unlawful,colossal
[280] colossal,waste
[279] goodlawproject,turns
[40] michelle,mone

Top Word Pairs in Tweet in G3:
[300] tory,peer
[268] bought,ppe
[267] peer,michelle
[267] michelle,mone
[266] mone,bought
[266] 46m,sold
[266] sold,nhs
[265] ppe,china
[265] china,46m
[265] nhs,122m

Top Word Pairs in Tweet in G4:
[309] ppe,contracts
[296] michelle,mone
[284] lords,watchdog
[284] watchdog,launches
[284] launches,investigation
[284] investigation,michelle
[284] mone,over
[284] over,ppe
[283] kennyaberdeen,lords
[30] vip,lane

Top Word Pairs in Tweet in G5:
[194] surprise,nao
[194] nao,half
[194] half,called
[194] called,'vip'
[194] 'vip',lane
[194] lane,suppliers
[194] suppliers,provided
[194] provided,ppe
[194] ppe,dhsc
[194] dhsc,considers

Top Word Pairs in Tweet in G6:
[22] uk,government
[21] covid,ppe
[21] audit,office
[20] over,covid
[20] government,adviser
[19] ppe,disgraceful
[19] disgraceful,uk
[18] unused,ppe
[18] 5bn,unused
[18] ppe,items

Top Word Pairs in Tweet in G7:
[52] track,trace
[25] michelle,mone
[19] tory,peer
[18] ppe,contracts
[17] paulwaugh,jacob_rees_mogg
[17] linked,tory
[16] peer,michelle
[15] dodgy,ppe
[12] jacob_rees_mogg,reveals
[12] reveals,cabinet

Top Word Pairs in Tweet in G8:
[250] windfall,tax
[250] ppe,profiteers
[249] tax,ppe
[249] profiteers,trousered
[249] trousered,millions
[249] millions,equipment
[249] equipment,unused
[248] drphilhammond,windfall
[248] unused,unusa
[12] 15,000

Top Word Pairs in Tweet in G9:
[249] ต,งแต
[249] งแต,โรคน
[249] โรคน,ระบาดมาสองป
[249] ระบาดมาสองป,ผบห
[249] ผบห,เคยบอกซ
[249] เคยบอกซ,กหนไหมนะว
[249] กหนไหมนะว,าม
[249] าม,อะไรบ
[249] อะไรบ,างท
[249] างท,ขาดหร

Top Word Pairs in Tweet in G10:
[165] michelle,mone
[160] tory,peer
[157] peer,michelle
[144] mone,bought
[144] bought,ppe
[144] 46m,sold
[144] sold,nhs
[143] ppe,china
[143] china,46m
[143] nhs,122m

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@jasongroves1
@bbcgaryr
@michellemone
@craigwhoy1
@angusrobertson
@kennyaberdeen
@bbclaurakt
@quentinbudworth
@jonjonessnr

Top Replied-To in G1:
@bbcgaryr
@craigwhoy1
@jonjonessnr
@realstephenkerr
@msm_monitor
@bbcnews
@glennbbc
@mike_blackley
@magnusllewellin
@mal_dubois

Top Replied-To in G2:
@bbmorg

Top Replied-To in G3:
@quentinbudworth
@agcolehamilton
@johnedwards33
@lgalloway77
@jgerrings
@suesuezep
@987_charles
@lostinfens1
@johnbroadhead15
@scobienz1

Top Replied-To in G4:
@kennyaberdeen
@bbcgaryr
@jhalcrojohnston
@sam_arkim

Top Replied-To in G5:
@davidni61157349
@simonwood2k5
@yournhs2021

Top Replied-To in G7:
@bertnodules
@seasylvia2005
@murdo_fraser
@councillorsuzie
@martinslewis
@paulwaugh
@gilliooo
@truemagic68
@adilray
@nigelbull6

Top Replied-To in G8:
@drphilhammond
@hubertlaneite
@louisebentley10

Top Replied-To in G10:
@david__osland
@01garlicmonster
@dominicraab
@angry_voice
@barnaclebum6

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@quentinbudworth
@kennyaberdeen
@jonjonessnr
@carolinelucas
@drphilhammond
@david__osland
@manopsi
@stfilansdream
@bbcgaryr

Top Mentioned in G1:
@jonjonessnr
@stfilansdream
@bbcgaryr
@bbcscotlandnews
@phantompower14
@jolyonmaugham
@beith123
@tara61711
@goodlawproject
@michaelgove

Top Mentioned in G2:
@goodlawproject
@bbmorg
@frogyuk
@matthiasmuell15
@jonjonessnr
@kennyaberdeen
@bbcgaryr
@quentinbudworth
@jolyonmaugham
@eire353

Top Mentioned in G3:
@quentinbudworth
@kevin_maguire
@goodlawproject
@trussliz
@lostinfens1
@jonjonessnr
@cardinalbiggle2
@independanista
@agcolehamilton
@jeremycorbyn

Top Mentioned in G4:
@kennyaberdeen
@goodlawproject
@rachael_swindon
@quentinbudworth
@jonjonessnr
@bbcgaryr
@colwillstephen
@phantompower14
@stfilansdream
@mmaher70

Top Mentioned in G5:
@carolinelucas
@kennyaberdeen
@goodlawproject
@yournhs2021
@jonjonessnr
@receiptkeepers
@momomclean
@hawkred7
@allthecitizens
@flimsradar

Top Mentioned in G6:
@wsjp_insight
@nao_ppe_

Top Mentioned in G7:
@jacob_rees_mogg
@paulwaugh
@rishisunak
@seasylvia2005
@angelarayner
@murdo_fraser
@adilray
@gem_abbott
@martinslewis
@commonstreasury

Top Mentioned in G8:
@drphilhammond
@jonjonessnr
@berniespofforth
@david__osland
@quentinbudworth
@kennyaberdeen
@goodlawproject
@phantompower14
@beith123
@stfilansdream

Top Mentioned in G9:
@manopsi

Top Mentioned in G10:
@david__osland
@jonjonessnr
@quentinbudworth
@kennyaberdeen
@angry_voice
@barnaclebum6
@goodlawproject
@keepbritaintidy
@withorpe
@stfilansdream

Top Tweeters
Top Tweeters in Entire Graph:
@suntory
@kfc_jp
@hottomotto_com
@kirin_company
@ayatakajp
@mrdjones
@s9tmt
@roblwilson
@saibrabra
@serendipitysays

Top Tweeters in G1:
@roblwilson
@lesleygsmith3
@allchanges
@hazelglasgow
@isthisab0t
@camz99
@mckinlay_liz
@childofalba
@ferguson2811
@jbwhitesnake

Top Tweeters in G2:
@hackneywick
@fiona_fionnagal
@eire353
@thecranecraney
@maurlind
@davidheadviews
@amongstwits
@lindahurrell
@bickypeg
@rosiecat2

Top Tweeters in G3:
@littlemore20
@bernardmceldown
@starterpat
@rubycooper007
@2_wheeled_wolf
@simon_brooke
@catethetwaate
@trangpang
@kestrel7141
@iceman_cometh1

Top Tweeters in G4:
@vmbritsch
@ana_captures
@stop1984
@paulrogers002
@sharpeleven
@realdavidcarter
@lauramarsh70
@gemandmoll
@_ben_franklin1
@yrotitna

Top Tweeters in G5:
@catherinemginn
@mstkindeed
@vespasian91
@hugorelly
@tsunami65
@marypgkeating
@lareynedepee
@psreklaw_p
@joa_becker
@susiemichele

Top Tweeters in G6:
@mrdjones
@den_fabrizi
@sashasimic
@molulkowski
@piyakhanna
@lance63
@natty4bumpo
@bloggerheads
@mrsverypicky
@pawyai1

Top Tweeters in G7:
@serendipitysays
@imoanalothutchy
@daphne_miles
@natalie91231732
@trackntracer
@thescotsman
@jeffgazzard
@roger_xanth_day
@frisesally
@iromg

Top Tweeters in G8:
@hacketttom
@peterandann
@guse_guse
@davieboy0906
@politicswatch15
@helensalmon2
@liveotherwise
@robinhadley1
@rtaylor_libdem
@evelyns51868235

Top Tweeters in G9:
@saibrabra
@mysunpilwer_
@destinylinekm
@stnpz
@wmelon0319
@sirtoger_
@fuqkin
@pairrylland
@parn_houseghost
@sophiajee

Top Tweeters in G10:
@sandssims
@kernow4corbyn
@micksterl_1
@sweetie_tweeter
@longitude0
@drwintadd
@anbealach
@garrylloydthom2
@limidoh38
@samcro1882


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