PPE, Twitter, 5/29/2021 12:00:40 PM, 255791


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PPE_2021-05-29_01-12-01.xlsx
PPE_2021-05-29_01-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 29, 2021
Short Description:
PPE via NodeXL https://bit.ly/3fuPj6w
@matthancock
@doctor_oxford
@drrosena
@chrisre11371719
@goodlawproject
@krishgm
@beckettunite
@jujuliagrace
@lewis_goodall
@jthejeweller

Top hashtags:
#ppe
#bbcqt
#whatstheplanmatt
#covid19
#dominiccummnings
#perthtanapon
#kdppe

Description:
Description
The graph represents a network of 8,145 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 29 May 2021 at 08:19 UTC.

The requested start date was Saturday, 29 May 2021 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, 45-minute period from Wednesday, 26 May 2021 at 11:38 UTC to Friday, 28 May 2021 at 12:24 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 : 8145
Unique Edges : 5260
Edges With Duplicates : 12741
Total Edges : 18001
Number of Edge Types : 5
Retweet : 5835
MentionsInRetweet : 8187
Replies to : 1067
Mentions : 1752
Tweet : 1160
Self-Loops : 1184
Reciprocated Vertex Pair Ratio : 0.00965006335900185
Reciprocated Edge Ratio : 0.0191156593937053
Connected Components : 1013
Single-Vertex Connected Components : 304
Maximum Vertices in a Connected Component : 4151
Maximum Edges in a Connected Component : 11076
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.775563
Graph Density : 0.000156151820937068
Modularity : 0.531198
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,145 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 29 May 2021 at 08:19 UTC.

The requested start date was Saturday, 29 May 2021 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, 45-minute period from Wednesday, 26 May 2021 at 11:38 UTC to Friday, 28 May 2021 at 12:24 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:
[125] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[16] https://actions.goodlawproject.org/ppe_subscribe?recruiter_id=353486
[14] https://ndtv.in/videos/prime-time-with-ravish-ppe-kit-used-in-mp-s-satna-market-in-hot-water-wash-587820
[13] https://www.hsj.co.uk/coronavirus/cummings-hancock-lied-to-everybody-and-wrongly-accused-stevens-over-ppe/7030161.article?utm_source=t.co&utm_medium=Social&utm_campaign=newsfeed
[12] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%29307273%2Ffulltext&rc=0
[10] https://actions.goodlawproject.org/ppe_subscribe?recruiter_id=353777
[8] https://www.youtube.com/channel/UCc3jdB2npbrouQtl4VQcIeg
[8] https://www.thebetterindia.com/253262/iit-mandi-face-mask-covid19-virus-sars-cov2-filtering-self-cleaning-anti-bacterial-material-ppe-nanosheets-innovation-nor41/
[7] https://www.ctvnews.ca/politics/decades-long-issues-with-ppe-supply-sent-feds-scrambling-at-onset-of-pandemic-ag-1.5442899
[6] https://www.wired.co.uk/article/3d-printing-hype-covid-pandemic-ppe?utm_social-type=owned&utm_brand=wired&utm_medium=social&mbid=social_twitter&utm_source=twitter

Top URLs in Tweet in G1:
[11] https://www.hsj.co.uk/coronavirus/cummings-hancock-lied-to-everybody-and-wrongly-accused-stevens-over-ppe/7030161.article?utm_source=t.co&utm_medium=Social&utm_campaign=newsfeed
[10] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%29307273%2Ffulltext&rc=0
[3] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[3] https://courtcases.everydoctor.org.uk/timeline
[2] https://www.carehome.co.uk/news/article.cfm/id/1623590/Care-homes-PPE-stocks-requisitioned-for-NHS-says-Care-England
[2] https://actions.goodlawproject.org/ppe_subscribe?recruiter_id=353777
[2] https://www.standard.co.uk/news/uk/ayanda-ppe-high-court-pestfix-good-law-project-b935795.html
[1] https://twitter.com/ukiswitheu/status/1397893790271262721
[1] https://www.bbc.co.uk/news/health-52145140
[1] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage

Top URLs in Tweet in G2:
[14] https://actions.goodlawproject.org/ppe_subscribe?recruiter_id=353486
[8] https://actions.goodlawproject.org/ppe_subscribe?recruiter_id=353777
[3] https://www.dailymail.co.uk/wires/pa/article-9618087/This-just-beginning-says-Good-Law-Project-founder-ahead-PPE-ruling.html
[2] https://actionnetwork.org/petitions/whats-the-plan-matt-sign-our-open-letter?source=twitter-organic
[1] https://glplive.org/ppe-subscribe
[1] https://www.standard.co.uk/insider/good-law-project-jolyon-maugham-qc-ppe-sleaze-b932225.html
[1] https://bylinetimes.com/2021/05/26/rmatt-hancock-accused-of-repeatedly-lying-to-government-colleagues-confirming-health-worker-concerns/
[1] https://www.theneweuropean.co.uk/brexit-news/westminster-news/ppe-coronavirus-contract-court-case-8001346
[1] https://www.dailymail.co.uk/news/article-9613211/PPE-firm-boss-blasts-ministers-VIP-lane-large-contracts.html
[1] https://bylinetimes.com/2021/05/14/gaslit-by-government-nhs-staff-tell-of-mental-health-impact-of-ppe-shortages/

Top URLs in Tweet in G3:
[4] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[3] https://twitter.com/adamboultonSKY/status/1397516258770366472
[2] https://www.theguardian.com/world/2020/apr/22/revealed-private-firm-running-uk-ppe-stockpile-was-sold-in-middle-of-pandemic?CMP=Share_iOSApp_Other
[1] https://twitter.com/krishgm/status/1397497785524576262
[1] https://www.bbc.co.uk/news/uk-56667960
[1] https://www.standard.co.uk/news/uk/government-agreed-spending-substandard-masks-ppe-covid-b935860.html
[1] https://twitter.com/matthancock/status/1397891162371989506
[1] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.telegraph.co.uk/news/2020/03/28/exercise-cygnus-uncovered-pandemic-warnings-buried-government/amp/
[1] https://fullfact.org/health/hancock-ppe-nao-shortages/

Top URLs in Tweet in G4:
[3] https://www.ctvnews.ca/politics/decades-long-issues-with-ppe-supply-sent-feds-scrambling-at-onset-of-pandemic-ag-1.5442899
[3] https://twitter.com/dghisham/status/1398127595988738053
[2] https://www.cbc.ca/news/politics/auditor-general-2021-ppe-indigenous-covid-audits-1.6040213?__vfz=medium%3Dsharebar
[2] https://twitter.com/politicsforali/status/1397851693686079489
[2] https://twitter.com/DGHisham/status/1398127595988738053
[2] https://metlabppe.co.uk/
[2] https://torontosun.com/opinion/columnists/lilley-audit-shows-ppe-fail-for-trudeau-government
[1] https://www.cbc.ca/news/politics/auditor-general-2021-ppe-indigenous-covid-audits-1.6040213
[1] https://www.thelondoneconomic.com/news/ppe-vip-lane-good-law-project-founder-it-was-a-truly-tragic-waste-of-public-money-271217/#.YK40kqoJbcE.twitter
[1] https://simplebooklet.com/publish.php?wpKey=bFg4qn4rSpLE5V1y2Jpo1D

Top URLs in Tweet in G5:
[1] https://inews.co.uk/opinion/dominic-cummings-evidence-government-making-more-mistakes-on-covid-1023697
[1] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://twitter.com/denyertim/status/1398004289411366916
[1] https://twitter.com/Kevin_Maguire/status/1397525062614462468
[1] https://www.hsj.co.uk/coronavirus/cummings-hancock-lied-to-everybody-and-wrongly-accused-stevens-over-ppe/7030161.article?utm_source=t.co&utm_medium=Social&utm_campaign=newsfeed
[1] https://www.telegraph.co.uk/news/2021/04/21/uncompetitive-ppe-contracts-handed-pandemic-failed-transparency/
[1] https://www.telegraph.co.uk/politics/2021/05/26/dominic-cummings-matt-hancock-should-have-sacked-15-20-covid/?utm_content=telegraph&utm_medium=Social&utm_campaign=Echobox&utm_source=Twitter#Echobox=1622027658
[1] https://www.youtube.com/watch?v=0B2obmWfV-A&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://twitter.com/stefsimanowitz/status/1396390264797859840
[1] https://www.mouldmakinguk.com/
[1] https://twitter.com/guardian/status/1262477937384841221?s=19
[1] https://twitter.com/CocoonedPenguin/status/1398202244303142912

Top URLs in Tweet in G7:
[107] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://bylinetimes.com/2021/05/25/one-third-of-billionaires-on-the-sunday-times-rich-list-have-donated-62-million-to-the-conservative-party/
[1] https://www.bbc.co.uk/news/uk-56667960
[1] https://www.bbc.co.uk/news/business-57243015
[1] https://bylinetimes.com/2021/03/29/mapping-the-pandemic-1-billion-in-contracts-awarded-to-conservative-donors/
[1] https://bylinetimes.com/2021/05/24/government-ignored-ppe-warnings-in-december-2019-supplier-tells-mps/
[1] https://twitter.com/nadinedorries/status/1397806097709383680
[1] https://www.thelondoneconomic.com/news/ppe-vip-lane-good-law-project-founder-it-was-a-truly-tragic-waste-of-public-money-271217/

Top URLs in Tweet in G8:
[1] https://twitter.com/lewis_goodall/status/1397516250063020036?s=20
[1] https://twitter.com/bbcnewsnight/status/1398041241300971523
[1] https://www.gov.uk/guidance/high-consequence-infectious-diseases-hcid
[1] https://www.theguardian.com/world/2020/mar/13/coronavirus-science-chief-defends-uk-measures-criticism-herd-immunity
[1] https://www.gov.uk/government/statistics/ppe-deliveries-england-8-february-to-14-february-2021/experimental-statistics-personal-protective-equipment-distributed-for-use-by-health-and-social-care-services-in-england-8-february-to-14-february-2
[1] https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/922273/Coronavirus__COVID-19__-_personal_protective_equipment__PPE__plan.pdf
[1] https://twitter.com/theipaper/status/1398241902579888131
[1] https://twitter.com/andrewhewat/status/1398142822256050179
[1] https://www.nao.org.uk/wp-content/uploads/2020/11/The-supply-of-personal-protective-equipment-PPE-during-the-COVID-19-pandemic.pdf
[1] https://www.hsj.co.uk/coronavirus/cummings-hancock-lied-to-everybody-and-wrongly-accused-stevens-over-ppe/7030161.article?utm_source=t.co&utm_medium=Social&utm_campaign=newsfeed

Top URLs in Tweet in G9:
[2] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://twitter.com/witandwhiz/status/1248937265230905344?s=19
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2820%29307273%2Ffulltext&rc=0
[1] https://twitter.com/ChaplainChloe/status/1397855148043558912
[1] https://www.theguardian.com/politics/2021/may/28/kwasi-kwarteng-defends-hancock-over-covid-care-home-claims
[1] https://www.mirror.co.uk/news/politics/care-home-testing-fiasco-linked-24203455?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.bmj.com/content/372/bmj.n639#:~:text=A%20Miami%20jewellery%20designer%2C%20awarded,Audit%20Office%20provides%20more%20examples
[1] https://www.independent.co.uk/news/uk/politics/boris-johnson-ppe-covid-pmqs-starmer-b1724895.html
[1] https://www.ft.com/content/ee4f2220-9b22-4a4d-87c2-85e8034f8e8c
[1] https://mobile.reuters.com/article/amp/idUSKBN2AJ1IA

Top URLs in Tweet in G10:
[3] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174
[1] https://twitter.com/shaycorri/status/1397304339245506564

Top Domains
Top Domains in Tweet in Entire Graph:
[210] co.uk
[203] twitter.com
[36] youtube.com
[27] goodlawproject.org
[23] theguardian.com
[16] bit.ly
[14] ndtv.in
[12] elsevierhealth.com
[11] org.uk
[11] ppe.pl

Top Domains in Tweet in G1:
[28] co.uk
[21] twitter.com
[10] elsevierhealth.com
[4] goodlawproject.org
[4] org.uk
[2] theguardian.com
[1] sky.com
[1] itv.com
[1] threadreaderapp.com

Top Domains in Tweet in G2:
[22] goodlawproject.org
[11] twitter.com
[7] co.uk
[2] bylinetimes.com
[2] actionnetwork.org
[1] glplive.org
[1] bit.ly
[1] theguardian.com
[1] opendemocracy.net

Top Domains in Tweet in G3:
[8] co.uk
[6] twitter.com
[2] theguardian.com
[1] fullfact.org
[1] org.uk

Top Domains in Tweet in G4:
[50] twitter.com
[14] co.uk
[4] cbc.ca
[3] ctvnews.ca
[3] theguardian.com
[3] org.uk
[2] instagram.com
[2] radian6.com
[2] youtube.com
[2] jantakiawaz.org

Top Domains in Tweet in G5:
[5] co.uk
[2] twitter.com
[1] youtube.com

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

Top Domains in Tweet in G7:
[109] co.uk
[3] bylinetimes.com
[1] twitter.com
[1] thelondoneconomic.com

Top Domains in Tweet in G8:
[9] twitter.com
[3] gov.uk
[2] co.uk
[1] theguardian.com
[1] org.uk
[1] goodlawproject.org
[1] elsevierhealth.com

Top Domains in Tweet in G9:
[4] co.uk
[2] twitter.com
[1] elsevierhealth.com
[1] theguardian.com
[1] bmj.com
[1] ft.com
[1] reuters.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[166] ppe
[133] bbcqt
[91] whatstheplanmatt
[77] covid19
[65] dominiccummnings
[56] perthtanapon
[50] kdppe
[42] myssyoubounprem
[31] nhs
[26] kenyanisisi



Top Hashtags in Tweet in G1:
[53] dominiccummnings
[15] whatstheplanmatt
[13] ppe
[5] bbcqt
[5] covid19
[4] torycorruption
[3] resign
[2] wato
[2] ukaid
[2] boris

Top Hashtags in Tweet in G2:
[57] whatstheplanmatt
[5] dominiccummings
[5] torybrexit
[3] ppe
[3] covid
[2] dominiccummnings
[2] tegnell
[2] barringtondeclaration
[2] r4today
[1] torycriminals

Top Hashtags in Tweet in G3:
[9] bbcqt
[6] ppe
[3] socialcare
[3] exercisecygnus
[2] dnr
[2] tories
[2] thefallguy
[2] whatstheplanmatt
[2] ournhs
[1] r4today

Top Hashtags in Tweet in G4:
[24] ppe
[22] bs2021
[8] covid19
[4] safety
[4] ppekit
[4] nhs
[3] covid
[3] dominiccummings
[3] cdnpoli
[3] gloves

Top Hashtags in Tweet in G5:
[12] downingstreetbriefing
[2] dominiccummings
[2] ppe
[1] pmqs
[1] bbcqt
[1] herdimmunity
[1] whatstheplanmatt
[1] dominiccummnings

Top Hashtags in Tweet in G6:
[3] whatstheplanmatt
[2] borisjohnson
[2] bbcqt
[2] dominiccummnings
[1] covid19
[1] dominicummimgs
[1] covidshambles
[1] downingstreetbriefing

Top Hashtags in Tweet in G7:
[107] bbcqt
[3] ppe
[2] nhs
[1] shitstaines
[1] dominiccummnings
[1] whatstheplanmatt

Top Hashtags in Tweet in G8:
[27] ppe
[25] testing
[3] agpalliance
[1] toryliescostlives
[1] covid19
[1] bbcqt
[1] wato
[1] whatstheplanmatt
[1] dominiccummnings
[1] covidisairborne

Top Hashtags in Tweet in G9:
[20] nhs
[3] ppe
[3] newsnight
[2] cummings
[2] bbcqt
[1] starmerout
[1] doiniccummings
[1] whatstheplanmatt

Top Hashtags in Tweet in G10:
[3] bbcqt
[1] dominiccummnings

Top Words
Top Words in Tweet in Entire Graph:
[4790] ppe
[2248] क
[1091] matthancock
[1074] र
[1045] care
[903] hancock
[852] म
[833] doctor_oxford
[829] nhs
[791] प

Top Words in Tweet in G1:
[993] ppe
[912] matthancock
[710] doctor_oxford
[436] today
[425] nhs
[381] shortages
[380] lie
[372] try
[372] mps
[371] convince

Top Words in Tweet in G2:
[274] ppe
[128] goodlawproject
[116] jujuliagrace
[85] everydoctoruk
[81] nhs
[76] thank
[75] day
[74] public
[68] ve
[66] over

Top Words in Tweet in G3:
[301] ppe
[199] pandemic
[197] grant
[194] start
[150] saying
[148] didn
[145] schapps
[144] chrisre11371719
[143] make
[142] capacity

Top Words in Tweet in G4:
[264] ppe
[95] क
[65] म
[49] covid
[49] प
[47] ल
[45] स
[44] र
[40] ब
[38] ज

Top Words in Tweet in G5:
[206] johnson
[206] pandemic
[204] boris
[202] start
[199] drrosena
[188] flu
[187] complacent
[187] summary
[187] compared
[187] swine

Top Words in Tweet in G6:
[108] hancock
[100] end
[99] things
[99] criminal
[99] investigation
[99] ppe
[98] quit
[98] sacked
[98] face
[97] clivewismayer

Top Words in Tweet in G7:
[220] ppe
[126] lied
[122] grant
[118] schapps
[109] jthejeweller
[107] #bbcqt
[107] produce
[107] country
[68] hancock
[46] care

Top Words in Tweet in G8:
[129] ppe
[118] lewis_goodall
[83] hancock
[62] chief
[62] adviser
[54] care
[44] homes
[34] over
[34] government
[33] lying

Top Words in Tweet in G9:
[261] workers
[176] ppe
[148] zero
[132] nhs
[132] end
[130] beckettunite
[130] worked
[130] 2020
[128] coronavirus
[128] hot

Top Words in Tweet in G10:
[105] govt
[103] wrong
[100] testimony
[99] juicy
[99] gossip
[99] cummings
[99] useless
[99] everyone
[99] politics
[99] delightfully

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[580] care,homes
[491] start,pandemic
[439] ppe,shortages
[426] lie,ppe
[423] today,matthancock
[423] matthancock,try
[423] try,convince
[423] convince,mps
[423] mps,brave
[423] brave,nhs

Top Word Pairs in Tweet in G1:
[375] ppe,shortages
[372] lie,ppe
[371] today,matthancock
[371] matthancock,try
[371] try,convince
[371] convince,mps
[371] mps,brave
[371] brave,nhs
[371] nhs,hero
[371] hero,lie

Top Word Pairs in Tweet in G2:
[51] right,wrong
[51] asking,#whatstheplanmatt
[49] office,right
[49] wrong,afraid
[49] afraid,present
[49] present,crop
[49] crop,don
[49] don,seem
[48] good,law
[48] law,project

Top Word Pairs in Tweet in G3:
[194] start,pandemic
[144] grant,schapps
[142] make,ppe
[140] schapps,keeps
[140] keeps,saying
[140] saying,didn
[140] didn,capacity
[140] capacity,make
[140] ppe,ukat
[140] ukat,start

Top Word Pairs in Tweet in G4:
[18] क,ट
[14] ppe,क
[14] pakai,ppe
[13] र,म
[13] full,ppe
[12] care,homes
[12] ट,क
[12] ध,कर
[12] ब,ज
[12] ज,र

Top Word Pairs in Tweet in G5:
[204] boris,johnson
[202] start,pandemic
[187] johnson,complacent
[187] complacent,start
[187] pandemic,summary
[187] summary,compared
[187] compared,swine
[187] swine,flu
[187] flu,two
[187] two,week

Top Word Pairs in Tweet in G6:
[99] criminal,investigation
[98] hancock,quit
[98] quit,sacked
[98] sacked,things
[98] things,end
[98] end,face
[98] face,criminal
[97] clivewismayer,hancock
[46] care,homes
[18] jenny,harries

Top Word Pairs in Tweet in G7:
[118] grant,schapps
[107] schapps,#bbcqt
[107] #bbcqt,produce
[107] produce,ppe
[107] ppe,country
[106] jthejeweller,grant
[37] care,homes
[26] lied,ppe
[25] know,hancock
[25] hancock,lied

Top Word Pairs in Tweet in G8:
[62] chief,adviser
[36] care,homes
[31] extraordinary,pm's
[31] pm's,former
[31] former,chief
[31] adviser,chief
[31] adviser,hancock
[31] hancock,defended
[31] defended,telling
[31] telling,truth

Top Word Pairs in Tweet in G9:
[130] workers,worked
[128] nhs,workers
[128] worked,coronavirus
[128] coronavirus,hot
[128] hot,spots
[128] spots,zero
[128] zero,ppe
[128] ppe,protection
[128] protection,months
[128] months,end

Top Word Pairs in Tweet in G10:
[99] juicy,gossip
[99] gossip,cummings
[99] cummings,testimony
[99] testimony,useless
[99] useless,everyone
[99] everyone,wrong
[99] wrong,politics
[99] politics,govt
[99] govt,delightfully
[98] krishgm,juicy

Top Replied-To
Top Replied-To in Entire Graph:
@babyho_ppe
@matthancock
@doctor_oxford
@ppe_ppo
@kon_ppe
@tomhfh
@lbc
@pooyakazemi1983
@bethrigby
@bbclaurak

Top Replied-To in G1:
@matthancock
@doctor_oxford
@tomhfh
@jessphillips
@bethrigby
@skynews
@bbclaurak
@dpjhodges
@bbcpolitics
@thattimwalker

Top Replied-To in G2:
@jujuliagrace
@mandoline_blue
@jonjonessnr
@leylahannbeck
@dottieindubai
@badidas1984
@politicsjoe_uk
@elisled2
@matthancock
@leckymac

Top Replied-To in G3:
@femi_sorry
@chrisre11371719
@thealiceroberts
@michaelrosenyes
@nazirafzal
@bbcquestiontime
@zero_4
@standardnews
@davejmartindal
@doul_uther

Top Replied-To in G5:
@shaftoflame
@kevin_maguire
@jonashworth
@bloise_da_59
@stephenkb
@shelaghfogarty
@org_scp
@steven_swinford
@drrosena
@janewmediaart

Top Replied-To in G6:
@lbc
@mrjamesob
@isnttony105
@stefsimanowitz
@ub5simon
@karenlovecheese
@amg_kent
@danwhite1972
@andrewgodsell
@mistywoman1

Top Replied-To in G7:
@peterjukes
@jthejeweller
@obornetweets
@harrietsergeant
@jimmfelton
@conkysdad
@zarahsultana
@writesbright
@allengrove15
@bencsmoke

Top Replied-To in G8:
@lewis_goodall
@987_charles
@therealraythomp
@careydp1
@trishgreenhalgh
@paulbranditv
@doctordoolittl6
@bydonkeys
@goosepimple1
@sharonhearne11

Top Replied-To in G9:
@stigabell
@philippullman
@pippacrerar
@labouroutlook
@beckettunite
@johngerard5
@scousejayne
@mikedaviesnow
@ranger_samy
@damcou

Top Replied-To in G10:
@iandunt
@msm_monitor

Top Mentioned
Top Mentioned in Entire Graph:
@matthancock
@doctor_oxford
@drrosena
@goodlawproject
@chrisre11371719
@beckettunite
@jujuliagrace
@lewis_goodall
@jthejeweller
@coaimpaul

Top Mentioned in G1:
@matthancock
@doctor_oxford
@iandonald_psych
@jessphillips
@dianaharding7
@borisjohnson
@hsjnews
@matthewlesh
@skynews
@channel4news

Top Mentioned in G2:
@goodlawproject
@jujuliagrace
@everydoctoruk
@jolyonmaugham
@matthancock
@paullewismoney
@dancardenmp
@putneyfleur
@doctor_oxford
@melbournecarrie

Top Mentioned in G3:
@chrisre11371719
@nazirafzal
@femi_sorry
@russellscott1
@phill_kemp
@unpubwrites
@leannewood
@bbcquestiontime
@matthancock
@sillyshib

Top Mentioned in G4:
@phil_free_
@ohrhealy
@akaalki
@bastard_bot87

Top Mentioned in G5:
@drrosena
@privateeyenews
@jonashworth
@bebejax
@matthancock
@doctor_oxford
@goodlawproject
@telegraph
@theipaper
@joe_1408_leeds

Top Mentioned in G6:
@clivewismayer
@stefsimanowitz
@lbc
@higgledygarden
@matthancock
@mrjamesob
@isnttony105
@doctor_oxford
@iaindale
@chrisre11371719

Top Mentioned in G7:
@jthejeweller
@beany_1
@peterjukes
@matthancock
@premnsikka
@doctor_oxford
@chrisre11371719
@writesbright
@suecartwright
@paulwaugh

Top Mentioned in G8:
@lewis_goodall
@vicrayner
@paulbranditv
@nmsonline
@bakerstherald
@matthancock
@dougbannatyne
@jennyfurfuls
@doctor_oxford
@doctordoolittl6

Top Mentioned in G9:
@beckettunite
@timesradio
@seicilop
@christinejameis
@stigabell
@matthancock
@doctor_oxford
@fisherandrew79
@chrisre11371719
@jeremycorbyn

Top Mentioned in G10:
@krishgm
@matthancock
@doctor_oxford
@iandunt
@profman60
@barthornwood
@jthejeweller
@drrosena
@childofalba
@glennbbc

Top Tweeters
Top Tweeters in Entire Graph:
@s9tmt
@chidambara09
@56perumal
@nobby15
@billm9
@pavan_sethi
@_dammyb_
@bliadhnaichean
@jeena203
@allstocknews

Top Tweeters in G1:
@nobby15
@mojos55
@curiocat13
@dingabelle
@spanishdan1
@margymayell
@skynews
@bbcnews
@gabe55gabe
@ks_1968

Top Tweeters in G2:
@alanlsg
@uncleprober
@marciaj64
@shirleyyoung2
@christoclifford
@jackalsbynight
@eutopean
@andypeacock999
@chiclanagirl
@cmwheatley56

Top Tweeters in G3:
@scott1984fp
@thefabledaesop
@camz99
@jbwhitesnake
@ferguson2811
@spsot
@standardnews
@imoanalothutchy
@beamabeorg
@willshome

Top Tweeters in G4:
@billm9
@allstocknews
@atlantanewsfeed
@mthigo_
@hindustantimes
@julietmevans
@phil_free_
@michael33495998
@rogerablackwell
@happychanx_

Top Tweeters in G5:
@hazelglasgow
@telegraph
@ht4ecosocialism
@glynis_fisher
@gwinniejones
@orwell4ever
@ciabaudo
@trevorw1953
@guse_guse
@art2u2

Top Tweeters in G6:
@stop1984
@cleggy261
@littlemore20
@vespasian91
@annetteashley61
@wible1
@hawkins_carole
@jwahjwah
@saured6
@kean1s

Top Tweeters in G7:
@allchanges
@tartancobweb
@kingsmeadmrt
@photolawn
@johnrentoul
@peterjukes
@timewalkproject
@jagxjr40
@patrickandrews
@rachelmann123

Top Tweeters in G8:
@s9tmt
@lopcute
@markrowantree
@chunkymark
@philipjtaylor1
@eileenvn
@atey0
@vesperuk
@tristramwyatt
@babsbear

Top Tweeters in G9:
@christinejameis
@justmebeingme4
@golwgymor
@magapanthus
@drumeshprabhu
@flomoll
@joandevizes
@davieboy0906
@robinpaulinman
@dance_daffodil

Top Tweeters in G10:
@roadwarrior29
@childofalba
@fiona_fionnagal
@paul1singh
@shoolyboo
@lindawaters_t
@jenemm3
@ameliaaber
@bbcscotlandnews
@garrylloydthom2


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