PPE, Twitter, 12/23/2022 9:18:10 AM, 286815


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PPE_2022-12-23_01-04-28.xlsx
PPE_2022-12-23_01-04-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2022
Short Description:
PPE via NodeXL https://bit.ly/3hTjk3T
@carolvorders
@dailymirror
@paultempleman6
@jolyonmaugham
@writesbright
@angelarayner
@trackntracer
@stevebarclay
@lktranslator
@yatesco

Top hashtags:
#ppe
#perthtanapon
#kdppe
#torycorruption
#destinyclinicperthchimon

Description:
Description
The graph represents a network of 7,387 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 Friday, 23 December 2022 at 09:11 UTC.

The requested start date was Friday, 23 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, 1-hour, 23-minute period from Tuesday, 20 December 2022 at 10:57 UTC to Thursday, 22 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 : 7387
Unique Edges : 4556
Edges With Duplicates : 13185
Total Edges : 17741
Number of Edge Types : 5
Retweet : 6216
MentionsInRetweet : 8548
Replies to : 1019
Mentions : 1035
Tweet : 923
Self-Loops : 944
Reciprocated Vertex Pair Ratio : 0.00534812320491235
Reciprocated Edge Ratio : 0.0106393458772535
Connected Components : 563
Single-Vertex Connected Components : 193
Maximum Vertices in a Connected Component : 5369
Maximum Edges in a Connected Component : 14463
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.572575
Graph Density : 0.000186050750157871
Modularity : 0.49624
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,387 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 Friday, 23 December 2022 at 09:11 UTC.

The requested start date was Friday, 23 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, 1-hour, 23-minute period from Tuesday, 20 December 2022 at 10:57 UTC to Thursday, 22 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:
[48] https://www.bbc.co.uk/news/uk-politics-64029040
[20] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[16] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=share_btn_tw
[16] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1671618429
[15] https://www.dailymail.co.uk/news/article-11550377/amp/Prisoners-paid-3-50-day-government-dismantle-surplus-Covid-PPE-dumped.html
[14] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone
[9] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800
[9] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[9] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[7] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=Share_iOSApp_Other

Top URLs in Tweet in G1:
[2] 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.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[2] https://twitter.com/iridisalpha/status/1541051775792418816
[2] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=share_btn_tw
[1] https://twitter.com/BBCRosAtkins/status/1603105703799189505
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw
[1] https://www.standard.co.uk/news/who-is-michelle-mone-tory-peer-received-29-million-ppe-contracts-lingerie-b1042671.html
[1] https://twitter.com/elinlowri/status/1605298314383183899
[1] https://www.bbc.co.uk/news/uk-politics-64029040?at_campaign=Social_Flow&at_link_origin=BBCBreaking&at_campaign_type=owned&at_format=link&at_bbc_team=editorial&at_ptr_name=twitter&at_medium=social&at_link_id=03C05CFC-7FB5-11ED-BF07-F9D72052A482&at_link_type=web_link
[1] https://twitter.com/bobrmitchell/status/1605499178678886402

Top URLs in Tweet in G2:
[3] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_iOSApp_Other
[3] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.dailymail.co.uk/sport/gary-neville/article-11559867/Gary-Neville-accused-hypocrisy-staff-luxury-hotel-paid-minimum-wage.html
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[2] https://kilfoyleonpolitics.wordpress.com/2020/07/14/people-in-denial/
[1] https://www.hulldailymail.co.uk/news/hull-east-yorkshire-news/inside-story-how-arco-snubbed-7906386?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://glplive.org/uyj
[1] https://goodlawproject.org/revealed-the-names-of-those-who-referred-covid-testing-firms-into-the-vip-lane/?utm_source=Twitter&utm_campaign=VIPTestandTrace211222&utm_medium=social%20media
[1] https://twitter.com/haggis_uk/status/1605471553205960705

Top URLs in Tweet in G3:
[5] https://www.bbc.co.uk/news/uk-politics-64029040
[3] https://twitter.com/msm_monitor/status/1605120012368240640
[3] https://www.itv.com/news/2022-12-20/brexit-costs-government-40-billion-a-year-in-lost-tax-revenue
[3] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[2] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800
[2] https://news.sky.com/story/government-starts-legal-proceedings-against-firm-at-centre-of-ppe-supply-row-12771483
[1] https://twitter.com/ScotNational/status/1604866965943746562
[1] https://twitter.com/PaulHig55170875/status/1605861870711103488
[1] https://twitter.com/BrugesGroup/status/1605470099305005056
[1] https://twitter.com/tomhfh/status/1605650917948276737

Top URLs in Tweet in G5:
[8] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone
[4] https://www.bbc.co.uk/news/uk-politics-64029040
[4] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1671619735
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1671467399
[1] https://twitter.com/writesbright/status/1605514733871841281
[1] https://eastangliabylines.co.uk/baroness-mone-incompetence-and-inaction/
[1] https://twitter.com/BrugesGroup/status/1605470099305005056
[1] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800#amp_tf=From%20%251%24s&aoh=16716126547166&csi=0&referrer=https%3A%2F%2Fwww.google.com&share=https%3A%2F%2Fwww.mirror.co.uk%2Fnews%2Fpolitics%2Fppe-scandal-baroness-michelle-mone-28782800
[1] https://twitter.com/ennui365/status/1604776102345539584
[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

Top URLs in Tweet in G6:
[3] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[1] https://twitter.com/snb19692/status/1604943964376895488
[1] https://www.youtube.com/watch?v=zzbfDfpCSng&feature=youtu.be

[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800
[1] https://twitter.com/drmeenalviz/status/1602410409289519111?s=20&t=FRMw6hObzLS4PF1STK2F3g
[1] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=Share_iOSApp_Other
[1] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=share_btn_tw

Top URLs in Tweet in G7:
[20] https://www.bbc.co.uk/news/uk-politics-64029040
[2] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800
[1] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=share_btn_tw
[1] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[1] https://twitter.com/haggis_uk/status/1605492287571726336
[1] https://bbc.in/3PBomi6
[1] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://twitter.com/yatesco/status/1604968341151420418
[1] https://twitter.com/SteveBarclay/status/1605563026228355076

Top URLs in Tweet in G8:
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings?CMP=Share_AndroidApp_Other
[1] https://www.itv.com/news/2022-12-20/brexit-costs-government-40-billion-a-year-in-lost-tax-revenue
[1] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/ScotTories/status/1605862998379315200
[1] https://twitter.com/SteveBarclay/status/1603016134730682377
[1] https://twitter.com/jonlis1/status/1605515346349158401
[1] https://twitter.com/JonathanPieNews/status/1605512985501241344
[1] https://www.thelondoneconomic.com/politics/government-sues-ppe-medpro-over-gowns-contract-340812/?utm_medium=onesignal&utm_source=onesignalwp&utm_campaign=sitepush
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm

Top URLs in Tweet in G9:
[5] https://www.mirror.co.uk/news/politics/ppe-scandal-baroness-michelle-mone-28782800?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=share_btn_tw
[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_btn_tw
[2] https://www.thetimes.co.uk/article/the-ppe-rich-list-covid-firms-unmasked-6270fk8xw
[1] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone
[1] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[1] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[1] https://www.pmp-magazine.com/2022/12/14/tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-a-mountain-of-unusable-ppe-waste/
[1] https://twitter.com/higginscartoons/status/1605350480397619200
[1] https://www.bbc.co.uk/news/uk-politics-64029040

Top URLs in Tweet in G10:
[6] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[4] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=share_btn_tw
[3] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone
[3] https://www.theguardian.com/uk-news/2022/dec/21/ppe-medpro-ministers-warned-not-delay-releasing-documents-michelle-mone?CMP=Share_iOSApp_Other
[3] https://supplyshop.co.za/
[2] https://www.theguardian.com/politics/2022/dec/19/ppe-medpro-uk-government-issues-breach-of-contract-proceedings
[2] https://twitter.com/GoodLawProject/status/1605583447195631618
[2] https://twitter.com/pow_rebecca/status/1605239119269199872
[2] https://twitter.com/1990_retro/status/1605568780536610816

Top Domains
Top Domains in Tweet in Entire Graph:
[174] twitter.com
[155] co.uk
[126] theguardian.com
[20] youtube.com
[11] dmm.com
[6] sky.com
[6] onl.tw
[6] goodlawproject.org
[5] itv.com
[5] thenational.scot

Top Domains in Tweet in G1:
[5] twitter.com
[5] theguardian.com
[5] co.uk
[1] tweetedtimes.com

Top Domains in Tweet in G2:
[11] co.uk
[11] twitter.com
[8] theguardian.com
[2] sky.com
[2] wordpress.com
[1] glplive.org
[1] goodlawproject.org
[1] irishnews.com
[1] whatdotheyknow.com
[1] org.uk

Top Domains in Tweet in G3:
[15] twitter.com
[10] co.uk
[6] theguardian.com
[3] itv.com
[3] bylinetimes.com
[2] sky.com
[1] goodlawproject.org

Top Domains in Tweet in G5:
[17] theguardian.com
[7] co.uk
[4] twitter.com
[1] thenational.scot

Top Domains in Tweet in G6:
[5] co.uk
[3] theguardian.com
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G7:
[23] co.uk
[4] theguardian.com
[4] twitter.com
[1] bbc.in

Top Domains in Tweet in G8:
[4] twitter.com
[2] theguardian.com
[1] itv.com
[1] co.uk
[1] thelondoneconomic.com

Top Domains in Tweet in G9:
[9] co.uk
[6] theguardian.com
[4] twitter.com
[1] goodlawproject.org
[1] pmp-magazine.com

Top Domains in Tweet in G10:
[44] twitter.com
[23] theguardian.com
[17] co.uk
[10] dmm.com
[3] amazon.com
[3] co.za
[3] edu.sa
[2] youtube.com
[2] wataugademocrat.com
[2] seu.pa

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[137] ppe
[68] perthtanapon
[68] kdppe
[50] torycorruption
[40] destinyclinicperthchimon
[40] costoflivingcrisis
[36] amazonギフト券
[35] michellemone
[34] enoughlsenough
[33] rwandaplan



Top Hashtags in Tweet in G1:
[10] wherehasallthemoneygone
[3] grantshapps
[3] gmb
[2] torycorruption
[1] defraudingthedying
[1] toryfinancialincompetence
[1] rwandaplan
[1] solidaritywithstrikes
[1] enoughlsenough
[1] talkpaynow

Top Hashtags in Tweet in G2:
[5] ppe
[4] nhs
[2] poll
[2] nhsstrikes
[2] nhsstrike
[2] micklynch
[2] haringeyltns
[2] toryscum
[2] torycorruption
[1] greed

Top Hashtags in Tweet in G3:
[17] ppe
[11] nurses
[4] bbcbreakfast
[4] nhs
[4] lie
[4] brexit
[3] nursesstrike
[3] kayburley
[3] gmb
[3] torycorruption

Top Hashtags in Tweet in G5:
[15] nursesstrike
[15] nhsstrikes
[14] ambulancestrikes
[14] ambulancestrike
[14] costoflivingcrisis
[14] ppe
[14] michellemone
[6] torybrokenbritain
[2] followbackfriday
[2] nhs

Top Hashtags in Tweet in G6:
[3] ppe
[2] michellemone
[1] nursesstrike
[1] ambulancestrikes
[1] ambulancestrike
[1] nhsstrikes
[1] costoflivingcrisis
[1] nhs
[1] brexit
[1] covid

Top Hashtags in Tweet in G7:
[3] generalelectionnow
[2] michellemone
[2] toriesout166
[2] sunakout57
[2] toriesout167
[1] rishisunak
[1] tories
[1] torysleaze
[1] brexitrecession
[1] toriescostlives

Top Hashtags in Tweet in G8:
[5] torycorruption
[5] enoughlsenough
[4] rwandaplan
[4] solidaritywithstrikes
[2] toriescostlives
[2] nursesstrike
[2] ambulancestrikes
[2] ambulancestrike
[2] nhsstrikes
[2] costoflivingcrisis

Top Hashtags in Tweet in G9:
[2] ukgovernment
[2] conservativeparty
[2] ppe
[1] tomorrowspaperstoday
[1] frontpages
[1] cronyism
[1] tories
[1] covid19
[1] nhsstrikes
[1] testandtrace

Top Hashtags in Tweet in G10:
[30] ppe
[8] workwear
[5] safety
[4] michellemone
[4] torycorruption
[3] medicalppe
[3] generalppe
[3] industrialppe
[3] supplysa
[3] nebosh

Top Words
Top Words in Tweet in Entire Graph:
[4040] ppe
[3857] mone
[2068] michelle
[2009] nurses
[1619] carolvorders
[1551] time
[1540] strike
[1524] first
[1503] husband
[1501] dailymirror

Top Words in Tweet in G1:
[2720] mone
[1389] carolvorders
[1376] michelle
[1341] dailymirror
[1329] nurses
[1328] husband
[1319] strike
[1318] time
[1316] reports
[1316] today

Top Words in Tweet in G2:
[398] ppe
[291] jolyonmaugham
[249] tory
[243] vip
[220] given
[215] ministers
[213] lane
[203] politicians
[201] political
[199] referred

Top Words in Tweet in G3:
[547] ppe
[264] mone
[138] michelle
[106] nurses
[99] tory
[99] contracts
[91] goodlawproject
[88] money
[86] nhs
[80] stevebarclay

Top Words in Tweet in G4:
[427] ppeに包まれてサウナ同然で汗まみれ
[427] 看護師は
[427] です
[427] 私生活も制限
[427] 昨日東京は陽性者21000人超え
[427] 最も過酷な状態
[427] 今が看護師史上
[427] まともに休憩もとれない
[427] 一般人よりも抑圧されて過ごさなければならない
[427] 倒れそう

Top Words in Tweet in G5:
[361] ppe
[253] nhs
[252] vip
[251] lane
[247] more
[246] supplied
[205] writesbright
[204] frontline
[204] 50
[204] firms

Top Words in Tweet in G6:
[415] ppe
[369] paultempleman6
[367] medpro
[183] assets
[182] company
[181] companies
[178] 12
[178] put
[178] great
[177] one

Top Words in Tweet in G7:
[287] ppe
[173] government
[156] mone
[142] going
[122] michelle
[116] raggedtp
[97] company
[86] written
[73] sue
[68] aren

Top Words in Tweet in G8:
[137] ppe
[121] uk
[120] brexit
[119] lktranslator
[118] mone
[118] shows
[118] breaking
[118] data
[118] polling
[118] business

Top Words in Tweet in G9:
[185] ministers
[181] angelarayner
[151] nothing
[149] documents
[148] voted
[148] release
[147] force
[147] parliament
[147] hide
[146] re

Top Words in Tweet in G10:
[140] ppe
[30] #ppe
[25] money
[22] tory
[20] medpro
[18] government
[17] क
[15] nhs
[15] delay
[15] covid

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2004] michelle,mone
[1541] carolvorders,michelle
[1484] mone,husband
[1471] nurses,strike
[1470] first,time
[1468] history,dailymirror
[1468] strike,first
[1468] mone,today
[1468] reports,mone
[1468] today,nurses

Top Word Pairs in Tweet in G1:
[1373] michelle,mone
[1358] carolvorders,michelle
[1326] mone,husband
[1316] mone,today
[1316] reports,mone
[1316] strike,first
[1316] first,time
[1316] history,dailymirror
[1316] today,nurses
[1316] time,history

Top Word Pairs in Tweet in G2:
[209] vip,lane
[199] tory,politicians
[199] politicians,referred
[198] lane,political
[198] influence,tory
[198] assert,vip
[198] amazing,given
[198] ministers,assert
[198] political,influence
[198] given,ministers

Top Word Pairs in Tweet in G3:
[101] michelle,mone
[61] mone,ppe
[59] ppe,contracts
[57] ppe,story
[56] useless,ppe
[56] ppe,medpro
[55] bbc,scotland
[46] politicising,mone
[44] vip,lane
[43] millions,pounds

Top Word Pairs in Tweet in G4:
[427] 今が看護師史上,最も過酷な状態
[427] 一般人よりも抑圧されて過ごさなければならない,まともに休憩もとれない
[427] 昨日東京は陽性者21000人超え,今が看護師史上
[427] です,昨日東京は陽性者21000人超え
[427] 最も過酷な状態,ppeに包まれてサウナ同然で汗まみれ
[427] ppeに包まれてサウナ同然で汗まみれ,私生活も制限
[427] 看護師は,倒れそう
[427] 私生活も制限,一般人よりも抑圧されて過ごさなければならない
[427] 倒れそう,です
[426] kangonooujisama,看護師は

Top Word Pairs in Tweet in G5:
[250] vip,lane
[204] nhs,frontline
[204] politically,connected
[204] connected,vip
[204] firms,supplied
[204] more,50
[204] frontline,case
[204] lane,firms
[204] unusable,nhs
[204] ppe,unusable

Top Word Pairs in Tweet in G6:
[367] ppe,medpro
[176] assets,computer
[176] set,100
[176] 804,companies
[176] 85,great
[176] great,portland
[176] 12,804
[176] street,12
[176] simply,ppe
[176] medpro,shares

Top Word Pairs in Tweet in G7:
[120] michelle,mone
[116] raggedtp,government
[73] going,sue
[73] sue,ppe
[73] government,going
[68] linked,michelle
[68] going,scores
[68] mone,aren
[68] aren,going
[68] ppe,company

Top Word Pairs in Tweet in G8:
[118] uk,agrees
[118] boosted,business
[118] business,remaining
[118] data,shows
[118] brexit,boosted
[118] polling,data
[118] breaking,polling
[118] agrees,brexit
[118] shows,uk
[117] remaining,award

Top Word Pairs in Tweet in G9:
[147] voted,parliament
[147] nothing,hide
[147] documents,nothing
[147] ministers,release
[147] release,documents
[147] force,ministers
[147] parliament,force
[146] angelarayner,voted
[146] hide,re
[32] michelle,mone

Top Word Pairs in Tweet in G10:
[16] ppe,medpro
[14] medpro,documents
[14] releasing,ppe
[14] warned,delay
[14] delay,releasing
[13] ministers,warned
[8] never,ending
[8] michelle,mone
[8] dmm,ppe
[8] ppe,contracts

Top Replied-To
Top Replied-To in Entire Graph:
@tomhfh
@stevebarclay
@darrengrimes_
@gbnews
@carolvorders
@johnredwood
@jeremyvineon5
@brugesgroup
@toryboypierce
@ppe___ppe

Top Replied-To in G1:
@carolvorders
@nicklucas69
@saccaguru
@andy11760353
@drmeenalviz
@suv678
@martyn_thornber
@rigger46
@omgrotb
@percyblakeney63

Top Replied-To in G2:
@jeremyvineon5
@brugesgroup
@bbcnews
@dajcameron
@mike_fabricant
@rec777777
@kelvmackenzie
@richardjmurphy
@paddybarclay
@dave43law

Top Replied-To in G3:
@tomhfh
@stevebarclay
@darrengrimes_
@goodlawproject
@scottories
@jacob_rees_mogg
@conservatives
@jolyonmaugham
@implausibleblog
@realstephenkerr

Top Replied-To in G5:
@dvatw
@brugesgroup
@uksfo
@doodf72
@scottories
@sturaga93
@stevechalke
@mirrorpolitics
@writesbright
@pippacrerar

Top Replied-To in G6:
@paultempleman6
@nadhimzahawi
@msjanebond007
@80_mcswan
@bohemianatmosp1
@borisjohnson
@councillorsuzie
@maryriddell
@chriscu10106064
@bbcworld

Top Replied-To in G7:
@goodwinmj
@mikeysmith
@premnsikka
@gov2uk
@sen_j59
@bbcbreaking
@normanjam671
@snb19692
@5h4k35p34r31
@peteratcmc

Top Replied-To in G8:
@lgalloway77
@kevin_maguire
@paullewismoney
@drcaz_1000
@littlet53633491
@warwickbartlett
@thercn
@glasgowegian

Top Replied-To in G9:
@angelarayner
@skynews
@peterstefanovi2
@nursesayno
@mattchorley
@barking_madbark
@jonmacspoon
@envio1234
@inconvenientyo1
@bazza73617427

Top Mentioned
Top Mentioned in Entire Graph:
@carolvorders
@dailymirror
@paultempleman6
@kangonooujisama
@jolyonmaugham
@writesbright
@angelarayner
@raggedtp
@lktranslator
@yatesco

Top Mentioned in G1:
@carolvorders
@dailymirror
@jolyonmaugham
@sibby_gav
@jerrykoolkeogh
@msm_monitor
@goodlawproject
@saccaguru
@bydonkeys

Top Mentioned in G2:
@jolyonmaugham
@yorksbylines
@richardjmurphy
@bbcnews
@martinbell6
@renzelen
@supertanskiii
@jeremyvineon5
@terrychristian
@gnev2

Top Mentioned in G3:
@goodlawproject
@msm_monitor
@carolvorders
@stevebarclay
@bydonkeys
@tomhfh
@bladeofthes
@conservatives
@dailymailuk

Top Mentioned in G4:
@kangonooujisama
@rnayqzng

Top Mentioned in G5:
@writesbright
@rachelsmethers
@cockertonmark
@david__osland
@carolvorders
@dailymirror
@centralbylines
@krishnakolidoc
@paultempleman6
@kmacraeplockton

Top Mentioned in G6:
@paultempleman6
@carolvorders
@dailymirror
@councillorsuzie
@michaelgove
@borisjohnson
@drtim46898179
@raggedtp
@drmeenalviz
@iain_reynolds

Top Mentioned in G7:
@raggedtp
@marinapurkiss
@premnsikka
@carolvorders
@stuzipants
@dailymirror
@snb19692
@paultempleman6
@bbcbreaking
@gov2uk

Top Mentioned in G8:
@lktranslator
@kevin_maguire
@counsellingsam
@dailymirror
@carolvorders
@lgalloway77
@jolyonmaugham
@drstevetaylor
@paultempleman6
@writesbright

Top Mentioned in G9:
@angelarayner
@carolvorders
@dailymirror
@skynews
@firstedition
@jolyonmaugham
@higginscartoons
@paultempleman6
@stevebarclay
@gullssinceaboy

Top Mentioned in G10:
@sasswashere
@declinefall_gb
@acorn_ic
@martinwager2

Top Tweeters
Top Tweeters in Entire Graph:
@suntory
@hokkahokkap
@dennys_pr
@kadokawa_san
@sanyobussan
@udonmarugame
@pepsi_jpn
@p_bandai
@macha_oji
@falconhamada_90

Top Tweeters in G1:
@dailymirror
@gracemurphy2
@firsttmaster
@mckinlay_liz
@sandoly
@evilbluebird
@caz5697
@jeannebartram
@ht4ecosocialism
@kevthecheff

Top Tweeters in G2:
@_redfrog
@curiocat13
@walker8701
@catwoman1979
@paulpaul49
@glynmoody
@telegraph
@bbcnews
@mailonline
@opa1420

Top Tweeters in G3:
@s9tmt
@lesleygsmith3
@allchanges
@cleggy261
@uncleprober
@hugorelly
@philmorandi
@dorothy90237074
@susanchubb1
@dailymailuk

Top Tweeters in G4:
@macha_oji
@sosorasora3
@kurokamikoyuri
@fearless_taisho
@machiboni
@tsubataroh
@lovemana0505
@minami27love
@sea_otter1
@korumono

Top Tweeters in G5:
@dingabelle
@mae_carson2
@shirleyyoung2
@j_sutherland2
@argyllseaglass
@safarisara
@robertgedge
@shambles151
@zidanesboots
@maelysdervenn

Top Tweeters in G6:
@suegray834
@david96212152
@hacketttom
@realdavidcarter
@vonkarama
@keewa
@jagxjr40
@ellih53
@bbcworld
@terrytmcgookin

Top Tweeters in G7:
@thestephenralph
@awarding_women
@ticgran
@think_blue_sky
@suspended_acct
@malkyc01
@jimmytabuk
@1georden
@eyejosh
@wizepenguin

Top Tweeters in G8:
@terryelaineh1
@wavetop
@starterpat
@tsunami65
@dbashby
@jkldnmad
@knitagran
@45albannach
@amacdonald866
@largewlarge63

Top Tweeters in G9:
@xraypat
@skynews
@sarah07909750
@iloveautumn2
@kevinrns
@60sleigh
@enfieldforeu
@paul68958640
@jenkinsjacky
@juanincognito

Top Tweeters in G10:
@ceresterri
@natty4bumpo
@elijahedwards_1
@mlvalentino1
@sleestak
@privateofficer
@meimei881
@torysmasher
@debsf319
@thepsychicseer


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