PPE, Twitter, 2/23/2021 1:54:46 PM, 249444


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PPE_2021-02-23_00-51-25.xlsx
PPE_2021-02-23_00-51-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
PPE via NodeXL https://bit.ly/3aJZku5
@matthancock
@jolyonmaugham
@goodlawproject
@carolinelucas
@piersmorgan
@doctor_oxford
@labourdoorstep_
@davidschneider
@jujuliagrace
@richardburgon

Top hashtags:
#marr
#resign
#enoughisenough
#ppe
#kdppe
#covid19
#perthtanapon

Description:
Description
The graph represents a network of 7,250 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 Tuesday, 23 February 2021 at 08:58 UTC.

The requested start date was Tuesday, 23 February 2021 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 3-day, 1-hour, 9-minute period from Friday, 19 February 2021 at 12:39 UTC to Monday, 22 February 2021 at 13:49 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 : 7250
Unique Edges : 4979
Edges With Duplicates : 13615
Total Edges : 18594
Number of Edge Types : 5
Tweet : 837
Retweet : 6295
MentionsInRetweet : 9114
Mentions : 1422
Replies to : 926
Self-Loops : 860
Reciprocated Vertex Pair Ratio : 0.00428185795401657
Reciprocated Edge Ratio : 0.00852720363333024
Connected Components : 656
Single-Vertex Connected Components : 204
Maximum Vertices in a Connected Component : 5197
Maximum Edges in a Connected Component : 15449
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.881972
Graph Density : 0.000205288719966131
Modularity : 0.456948
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,250 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 Tuesday, 23 February 2021 at 08:58 UTC.

The requested start date was Tuesday, 23 February 2021 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 3-day, 1-hour, 9-minute period from Friday, 19 February 2021 at 12:39 UTC to Monday, 22 February 2021 at 13:49 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:
[97] https://dpglaw.co.uk/high-court-declares-government-acted-unlawfully-in-its-ppe-procurement/
[37] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[23] https://www.spectator.co.uk/article/No-Hancocks-PPE-contracts-havent-been-ruled--unlawful-
[20] https://www.express.co.uk/news/uk/1399858/nicola-sturgeon-news-coronavirus-pandemic-ppe-annie-wells-msp-snp-scotland-government
[8] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[8] https://twitter.com/NursingNotesUK/status/1363440937381281795
[7] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[7] https://twitter.com/nursingnotesuk/status/1363440937381281795
[7] https://bylinetimes.com/2020/10/23/uk-government-ppe-contracts-miami-fashion-brand/
[7] https://twitter.com/bbcpolitics/status/1363429305376768001

Top URLs in Tweet in G1:
[78] https://dpglaw.co.uk/high-court-declares-government-acted-unlawfully-in-its-ppe-procurement/
[8] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[6] https://bylinetimes.com/2020/10/23/uk-government-ppe-contracts-miami-fashion-brand/
[4] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[4] https://westcountrybylines.co.uk/government-acted-unlawfully-the-good-law-project-wins-ppe-procurement-case/
[3] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[3] https://twitter.com/nursingnotesuk/status/1363440937381281795
[2] https://inews.co.uk/opinion/matt-hancock-pandemic-ppe-contracts-good-law-project-881736
[2] https://bylinetimes.com/2020/09/02/government-awards-43-8-million-ppe-deal-to-dormant-firm/
[2] https://rcni.com/nursing-standard/newsroom/news/covid-19-staff-received-bin-bags-to-use-ppe-claims-gp-168981

Top URLs in Tweet in G2:
[24] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[19] https://dpglaw.co.uk/high-court-declares-government-acted-unlawfully-in-its-ppe-procurement/
[5] https://twitter.com/NursingNotesUK/status/1363440937381281795
[5] https://www.telegraph.co.uk/news/2020/04/08/exclusive-three-nurses-forced-wear-bin-bags-ppe-shortage-test/
[4] https://www.reuters.com/article/uk-health-coronavirus-britain-procuremen/uk-government-broke-the-law-by-failing-to-disclose-ppe-contracts-court-rules-idUSKBN2AJ1IA
[3] https://metro.co.uk/2020/04/21/ppe-shipped-uk-europe-despite-severe-nhs-shortage-12586592/
[3] https://www.itv.com/goodmorningbritain/articles/vaccines-minister-nadhim-zahawi-clashes-with-piers-morgan-over-matt-hancocks
[3] https://www.bbc.co.uk/news/av/uk-52340461
[3] https://www.businesstelegraph.co.uk/timeline-of-uks-coronavirus-ppe-shortage/
[2] https://www.aljazeera.com/news/2020/4/19/uk-admits-ppe-shortage-amid-coronavirus-criticism

Top URLs in Tweet in G3:
[2] https://twitter.com/bbcpolitics/status/1363429305376768001
[2] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[1] https://www.ft.com/content/ee4f2220-9b22-4a4d-87c2-85e8034f8e8c
[1] https://www.independent.co.uk/voices/covid-ppe-contract-johnson-audit-report-b1749301.html
[1] https://twitter.com/bbcnews/status/1363095829880446976
[1] https://www.bbc.com/news/health-52145140
[1] https://twitter.com/PeterStefanovi2/status/1363427603277881344
[1] https://twitter.com/jolyonmaugham/status/1362751068900368394
[1] https://twitter.com/withorpe/status/1362488330114519042
[1] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is

Top URLs in Tweet in G4:
[5] https://www.independent.co.uk/voices/coronavirus-uk-government-cygnus-operation-results-court-case-a9592081.html?amp
[2] https://www.bbc.co.uk/news/health-56112615
[1] https://www.bbc.co.uk/news/uk-56127673
[1] https://metro.co.uk/2020/04/23/dozens-uk-firms-ppe-offers-ignored-supplies-set-sold-abroad-12599401/
[1] https://www.channel4.com/news/investigation-claims-ppe-contracts-went-to-companies-with-links-to-tory-party
[1] https://www.whistleblower.co.uk/success-stories/ppe-contracts-whistleblower
[1] https://twitter.com/drrosena/status/1328673756173242368
[1] https://twitter.com/gmb/status/1363772027593752576
[1] https://twitter.com/Haggis_UK/status/1363412582892249088
[1] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/

Top URLs in Tweet in G5:
[5] https://www.bbc.com/news/newsbeat-52440641
[3] https://twitter.com/JolyonMaugham/status/1363785135603212294
[2] https://www.theguardian.com/world/2020/apr/22/revealed-private-firm-running-uk-ppe-stockpile-was-sold-in-middle-of-pandemic
[2] https://www.crowdfunder.co.uk/new-development-of-reusable-ppe-for-nhs-staff
[2] https://twitter.com/nursingnotesuk/status/1363440937381281795
[1] https://twitter.com/BBCPolitics/status/1363429305376768001
[1] https://www.dailymail.co.uk/news/article-8515905/UK-Covid-19-healthcare-worker-deaths-highest-Amnesty-International.html?ito=amp_twitter_share-top
[1] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[1] https://twitter.com/Douglas4Moray/status/1363802094877224964
[1] https://actionnetwork.org/petitions/give-nhs-workers-adequate-protection?link_id=3&can_id=f9778840f38e7cb613a5a3045ca4d9e0&source=email-dr-megan-smith-is-here-to-help-3&email_referrer=email_1076985___body_1451080&email_subject=give-all-nhs-workers-access-to-ffp3-masks

Top URLs in Tweet in G6:
[3] https://www.liverpoolecho.co.uk/news/uk-world-news/matt-hancock-offers-no-apology-19882801
[2] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[1] https://www.theguardian.com/society/2021/feb/19/matt-hancock-acted-unlawfully-failing-publish-covid-contracts-high-court
[1] https://www.youtube.com/watch?v=liAR6-DSHRg&feature=youtu.be

[1] https://www.carehomeprofessional.com/recall-notice-issued-for-faulty-ppe-masks-sent-to-care-homes/
[1] https://www.bbc.co.uk/news/uk-politics-56145490

Top URLs in Tweet in G7:
[4] https://www.express.co.uk/news/uk/1399858/nicola-sturgeon-news-coronavirus-pandemic-ppe-annie-wells-msp-snp-scotland-government
[3] https://17.live/profile/u/da29c1c8-dbb3-4198-9d02-59c8dccf33c9?lang=ja&pid=InappShare&af_c_id=profilepage
[2] https://goodlawproject.org/update/the-judgment-is-in/
[2] https://www.bbc.co.uk/news/uk-politics-56145490
[2] https://westcountrybylines.co.uk/government-acted-unlawfully-the-good-law-project-wins-ppe-procurement-case/
[2] http://ws-jp.co.jp/2021/01/12/world-9/
[2] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolajobjobs&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=Bobby+Shmurda&utm_content=JOBS+JOBS%21+Join+our+Earn+A+Good+Living+Refferring+PPE+Leads+Programme.+Learn+more+click+here%3A
[2] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolajobjobs&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23TshegofatsoPule&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[2] https://ppe-for-usa.com/Made-In-USA-N95-Box-of-25-Face-Masks-for-Consumers-p266110077
[1] https://goodlawproject.org/update/the-judgment-is-in/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=uc%20win%20tw%201902

Top URLs in Tweet in G8:
[7] https://www.crowdjustice.com/case/the-nhs-continuing-healthcare-scandal/
[7] https://www.nhschcscandal.co.uk/
[2] https://sputniknews.com/amp/uk/202102211082143374-uk-opposition-leader-backs-health-secretary-after-ppe-contract-ruling/?__twitter_impression=true
[2] https://twitter.com/bbcpolitics/status/1363429305376768001
[2] https://www.theguardian.com/politics/2020/apr/13/timeline-of-uks-coronavirus-ppe-shortage
[1] https://apple.news/ATrID9OgAQ4SICZd7oO9Rww
[1] https://twitter.com/oakroyd/status/1363826064666079237
[1] https://twitter.com/piersmorgan/status/1363774257055031297
[1] https://www.thecanary.co/trending/2021/02/21/keir-starmer-just-rallied-to-protect-snivelling-matt-hancock/
[1] https://twitter.com/CarolineLucas/status/1363441170962132992

Top URLs in Tweet in G9:
[1] https://twitter.com/nursingnotesuk/status/1363440937381281795
[1] https://twitter.com/jolyonmaugham/status/1363410935210213378
[1] https://www.theguardian.com/world/2021/feb/22/covid-it-feels-like-theres-no-end-in-sight-nhs-staff-on-battling-through-exhaustion?CMP=Share_iOSApp_Other
[1] https://twitter.com/zarahsultana/status/1363467600672522243
[1] https://nursingnotes.co.uk/news/we-did-not-have-a-national-shortage-of-ppe-says-hancock/
[1] https://twitter.com/jujuliagrace/status/1363413137681244160

Top URLs in Tweet in G10:
[1] https://twitter.com/pookleblinky/status/1362511358097563652
[1] https://www.theguardian.com/world/2021/feb/19/uk-health-workers-risk-airborne-transmission-covid-boris-johnson
[1] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[1] https://bylinetimes.com/2020/10/23/uk-government-ppe-contracts-miami-fashion-brand/
[1] https://twitter.com/cononeilluk/status/1362859127769346053

Top Domains
Top Domains in Tweet in Entire Graph:
[273] co.uk
[193] twitter.com
[23] theguardian.com
[20] bylinetimes.com
[14] goodlawproject.org
[10] bbc.com
[9] crowdjustice.com
[8] org.uk
[7] co.za
[7] bmj.com

Top Domains in Tweet in G1:
[98] co.uk
[18] twitter.com
[16] bylinetimes.com
[6] goodlawproject.org
[4] bmj.com
[2] theguardian.com
[2] tortoisemedia.com
[2] rcni.com
[2] crowdjustice.com
[1] sputniknews.com

Top Domains in Tweet in G2:
[65] co.uk
[23] twitter.com
[4] reuters.com
[3] itv.com
[3] theguardian.com
[2] aljazeera.com
[1] channel4.com
[1] msn.com
[1] parliament.uk
[1] bbc.com

Top Domains in Tweet in G3:
[6] twitter.com
[3] co.uk
[1] ft.com
[1] bbc.com
[1] theguardian.com

Top Domains in Tweet in G4:
[11] co.uk
[5] twitter.com
[1] channel4.com
[1] goodlawproject.org
[1] bbc.com
[1] pslhub.org

Top Domains in Tweet in G5:
[8] twitter.com
[5] co.uk
[5] bbc.com
[2] theguardian.com
[1] actionnetwork.org
[1] thecanary.co
[1] healthcareworkersfoundation.org

Top Domains in Tweet in G6:
[6] co.uk
[1] theguardian.com
[1] youtube.com
[1] carehomeprofessional.com

Top Domains in Tweet in G7:
[37] twitter.com
[17] co.uk
[6] marketserengeti.com
[4] goodlawproject.org
[4] theguardian.com
[3] 17.live
[2] linkedin.com
[2] bmj.com
[2] blogspot.com
[2] co.jp

Top Domains in Tweet in G8:
[14] twitter.com
[8] co.uk
[7] crowdjustice.com
[2] sputniknews.com
[2] theguardian.com
[1] apple.news
[1] thecanary.co
[1] bloomberg.com
[1] bylinetimes.com
[1] fullfact.org

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[492] marr
[213] resign
[201] enoughisenough
[140] ppe
[92] kdppe
[86] covid19
[68] perthtanapon
[55] piersmorgan
[40] ridge
[36] torycorruption



Top Hashtags in Tweet in G1:
[24] ppe
[21] marr
[14] torylawbreakers
[14] torycriminals
[13] cornwall
[13] devon
[11] torycorruption
[10] gov
[9] covid19
[9] covid_19

Top Hashtags in Tweet in G2:
[47] piersmorgan
[38] marr
[12] ppe
[9] torycorruption
[6] resign
[5] gmb
[4] r4today
[4] politicslive
[4] covid
[3] eu

Top Hashtags in Tweet in G3:
[336] marr
[1] torycorruption

Top Hashtags in Tweet in G4:
[46] covid19
[21] marr
[15] ppe
[1] piersmorgan
[1] resign
[1] enoughisenough
[1] torycorruption
[1] covid19uk
[1] saveournhs
[1] toriesout

Top Hashtags in Tweet in G5:
[6] r4today
[5] marr
[4] ppe
[3] covid19
[2] nhs
[2] piersmorgan
[2] torycorruption
[2] covidisairborne
[2] freshairnhs
[2] lambstotheslaughter

Top Hashtags in Tweet in G6:
[184] resign
[181] enoughisenough
[8] marr
[2] torycorruption
[1] ridge
[1] resignnow
[1] ppecontracts
[1] corruption
[1] torycronies

Top Hashtags in Tweet in G7:
[31] ppe
[9] politicslive
[7] covid19
[7] sales
[7] masks
[7] business
[6] mba
[6] course
[6] salescourse
[6] jobs

Top Hashtags in Tweet in G8:
[11] marr
[8] politicslive
[7] ppe
[5] gmb
[3] covid
[3] covid19
[3] starmer
[3] contracts
[2] nhs
[2] toryliescostlives

Top Hashtags in Tweet in G9:
[8] marr
[4] resign
[4] enoughisenough
[2] ppe
[1] covidー19
[1] covid19
[1] gov
[1] torycorruption
[1] torylawbreakers
[1] toryshambles

Top Hashtags in Tweet in G10:
[31] ridge
[10] marr
[3] resign
[3] enoughisenough
[1] ppe
[1] shapeshiftingcreeps
[1] torylawbreakers
[1] torycorruption
[1] torycriminals

Top Words
Top Words in Tweet in Entire Graph:
[4920] ppe
[2065] law
[1970] hancock
[1544] contracts
[1510] matthancock
[1190] jolyonmaugham
[1086] breaking
[1033] matt
[960] piersmorgan
[932] government

Top Words in Tweet in G1:
[987] jolyonmaugham
[502] ppe
[491] government
[465] contracts
[424] court
[416] high
[411] goodlawproject
[373] permission
[361] judicial
[361] costs

Top Words in Tweet in G2:
[1061] ppe
[866] matthancock
[751] piersmorgan
[744] law
[609] breaking
[499] shortage
[426] saying
[402] first
[395] wave
[394] heard

Top Words in Tweet in G3:
[491] ppe
[410] hancock
[409] carolinelucas
[384] law
[336] #marr
[333] again
[333] makes
[332] angry
[332] broke
[331] listening

Top Words in Tweet in G4:
[243] doctor_oxford
[238] law
[197] fact
[180] major
[180] way
[178] still
[178] re
[177] job
[177] possible
[177] break

Top Words in Tweet in G5:
[332] ppe
[148] hancock
[136] matt
[86] saying
[81] workers
[73] never
[69] country
[64] shortage
[63] petersturdgess
[62] ran

Top Words in Tweet in G6:
[242] ppe
[222] hancock
[215] matt
[213] law
[202] broke
[193] contracts
[184] #resign
[182] labourdoorstep_
[181] share
[181] think

Top Words in Tweet in G7:
[182] ppe
[31] #ppe
[24] contracts
[24] government
[24] hancock
[21] people
[20] more
[19] covid
[18] uk
[16] time

Top Words in Tweet in G8:
[210] ppe
[91] contracts
[53] matt
[50] hancock
[50] bbcpolitics
[35] matthancock
[33] keir_starmer
[29] peterstefanovi2
[27] law
[27] companies

Top Words in Tweet in G9:
[203] ppe
[145] jujuliagrace
[106] died
[106] covid
[105] safe
[105] went
[104] hundreds
[104] friends
[104] colleagues
[104] due

Top Words in Tweet in G10:
[350] hancock
[206] ppe
[156] davidschneider
[142] matt
[102] court
[100] right
[98] thing
[96] unlawfully
[95] latest
[95] finds

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[950] matt,hancock
[816] broke,law
[804] breaking,law
[729] ppe,contracts
[649] shortage,ppe
[586] high,court
[546] first,wave
[526] ppe,first
[514] stopped,shortage
[512] heard,matthancock

Top Word Pairs in Tweet in G1:
[415] high,court
[360] government,admitted
[360] admitted,judicial
[360] judicial,reviews
[360] reviews,permission
[360] permission,costs
[360] costs,exceed
[360] exceed,100k
[359] jolyonmaugham,government
[328] tomorrow,high

Top Word Pairs in Tweet in G2:
[595] breaking,law
[470] shortage,ppe
[397] ppe,first
[393] heard,matthancock
[393] stopped,shortage
[393] first,wave
[392] matthancock,justify
[392] justify,breaking
[392] law,saying
[392] saying,stopped

Top Word Pairs in Tweet in G3:
[332] makes,angry
[332] broke,law
[331] listening,again
[331] again,#marr
[331] #marr,makes
[331] angry,dare
[331] dare,hancock
[331] hancock,suggest
[331] suggest,broke
[331] law,prevent

Top Word Pairs in Tweet in G4:
[177] fact,job
[177] job,possible
[177] possible,break
[177] break,law
[177] law,major
[177] major,way
[177] way,still
[177] still,dismissed
[176] doctor_oxford,fact
[176] dismissed,re

Top Word Pairs in Tweet in G5:
[114] matt,hancock
[73] hancock,never
[63] saying,ppe
[62] never,ran
[62] ran,ppe
[62] ppe,country
[62] country,partner
[62] partner,pile
[62] pile,mails
[62] mails,mp

Top Word Pairs in Tweet in G6:
[215] matt,hancock
[202] broke,law
[187] ppe,contracts
[181] hancock,broke
[181] law,ppe
[181] contracts,share
[181] share,think
[181] think,#resign
[181] #resign,#enoughisenough
[180] labourdoorstep_,matt

Top Word Pairs in Tweet in G7:
[13] ppe,contracts
[12] matt,hancock
[9] ppe,contract
[7] acted,unlawfully
[7] personal,protective
[7] protective,equipment
[6] covid,19
[6] click,#sales
[6] #sales,#mba
[6] #mba,#course

Top Word Pairs in Tweet in G8:
[50] ppe,contracts
[31] matt,hancock
[14] ppe,scandal
[14] over,ppe
[12] sholamos1,matt
[12] hancock,corrupt
[12] public,office
[11] shortage,ppe
[11] corrupt,liar
[11] liar,fired

Top Word Pairs in Tweet in G9:
[104] hundreds,friends
[104] friends,colleagues
[104] colleagues,died
[104] died,due
[104] due,lack
[104] lack,safe
[104] safe,ppe
[104] ppe,went
[104] went,work
[104] work,caught

Top Word Pairs in Tweet in G10:
[142] matt,hancock
[124] davidschneider,matt
[98] right,thing
[95] hancock,latest
[95] latest,court
[95] court,finds
[95] finds,hancock
[95] hancock,acted
[95] acted,unlawfully
[95] unlawfully,hancock

Top Replied-To
Top Replied-To in Entire Graph:
@piersmorgan
@matthancock
@bbcpolitics
@carolinelucas
@jolyonmaugham
@peterstefanovi2
@nursingnotesuk
@davidschneider
@doctor_oxford
@thattimwalker

Top Replied-To in G1:
@jolyonmaugham
@mojos55
@simonmlewis
@goodlawproject
@carryonkeith
@pascalr57
@joelbaccas
@rte
@thomasevans1984
@b1ld3rb3rg

Top Replied-To in G2:
@piersmorgan
@matthancock
@nursingnotesuk
@debbie_abrahams
@gmb
@katecommonsense
@darrylmcgarvey
@campbellclaret
@kwasikwarteng
@borisjohnson

Top Replied-To in G3:
@carolinelucas
@andymlloyd
@anniewellsmsp
@goodlawproject
@geritvp
@sock_monster
@timpoglesby
@justinmadders

Top Replied-To in G4:
@doctor_oxford
@mcpete
@jackmullion
@wickedmickeyb
@exasperatedtory
@theotherbond
@jolyonmaugham
@emma__wallis
@piersmorgan
@pete3291

Top Replied-To in G5:
@angelarayner
@b1emw
@petersturdgess
@lukercolin
@johnwest_jaws

Top Replied-To in G6:
@jimmy_1975
@labourdoorstep_
@cymbal_martin
@jwin81jonathan
@pwildebest
@catherinem567
@4hopeandhealth
@mpblackman1
@13sarahmurphy
@livechonews

Top Replied-To in G8:
@bbcpolitics
@peterstefanovi2
@keir_starmer
@jolyonmaugham
@zarahsultana
@mikegove12
@britishalba
@temuka1286
@haggis_uk
@davidos31814060

Top Replied-To in G9:
@byrnejudith1
@carolinelucas
@kayburley
@madsan10

Top Replied-To in G10:
@davidschneider
@mark_a_norris
@frasersteen
@bickerkes
@petersturdgess
@sjk415
@joshuajpe
@mattyt339
@themonts1

Top Mentioned
Top Mentioned in Entire Graph:
@matthancock
@jolyonmaugham
@goodlawproject
@piersmorgan
@carolinelucas
@doctor_oxford
@robertcpalmer13
@labourdoorstep_
@davidschneider
@jujuliagrace

Top Mentioned in G1:
@jolyonmaugham
@goodlawproject
@matthancock
@robertcpalmer13
@dpg_law
@piersmorgan
@mojos55
@nyeannebevan
@nigel_revell
@antoniosteve

Top Mentioned in G2:
@matthancock
@piersmorgan
@gmb
@jolyonmaugham
@goodlawproject
@nursingnotesuk
@femi_sorry
@sillyshib
@haggis_uk
@debbie_abrahams

Top Mentioned in G3:
@carolinelucas
@matthancock
@piersmorgan
@goodlawproject
@jolyonmaugham
@debbie_abrahams
@laylamoran
@keepnhspublic
@suemcangel
@nursediane2020

Top Mentioned in G4:
@doctor_oxford
@matthancock
@bbcnews
@piersmorgan
@carolinelucas
@drrosena
@jolyonmaugham
@heldineu
@russincheshire
@colincoulthard

Top Mentioned in G5:
@petersturdgess
@tinysunbird
@jolyonmaugham
@matthancock
@goodlawproject
@angelarayner
@johnwest_jaws
@mmaher70
@piersmorgan
@redjohnbounds

Top Mentioned in G6:
@labourdoorstep_
@strongerstabler
@matthancock
@jolyonmaugham
@goodlawproject
@carolinelucas
@piersmorgan
@ceri221
@hewitson10
@4hopeandhealth

Top Mentioned in G7:
@ideagov
@presentations
@dogevangelism
@wsjp_insight

Top Mentioned in G8:
@matthancock
@bbcpolitics
@keir_starmer
@zarahsultana
@peterstefanovi2
@goodlawproject
@sholamos1
@andrewmarr9
@mimij9
@piersmorgan

Top Mentioned in G9:
@jujuliagrace
@matthancock
@goodlawproject
@jolyonmaugham
@everydoctoruk
@carolinelucas
@piersmorgan
@mcash
@davidschneider
@robertcpalmer13

Top Mentioned in G10:
@davidschneider
@matthancock
@piersmorgan
@carolinelucas
@peterjukes
@jolyonmaugham
@goodlawproject
@doctor_oxford
@mysweetlandlord
@bob05685802

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@711sej
@amazonhelp
@mrdjones
@s9tmt
@edinburghwatch
@leratomannya
@serendipitysays
@crweworld
@flight_refunds

Top Tweeters in G1:
@mrdjones
@s9tmt
@fleming77
@profsunnysingh
@mojos55
@lorettabower3
@xraypat
@christinejameis
@pingachoo
@shirleymcbrinn

Top Tweeters in G2:
@flight_refunds
@sandradunn1955
@roadwarrior29
@curiocat13
@tartancobweb
@suegray834
@spanishdan1
@davidjewood
@aspiemum
@alanlsg

Top Tweeters in G3:
@catherinemginn
@sound_of_sirens
@senseichanning
@rebetikowalrus
@samillian1968
@merman1974
@rrmpinero
@cawsandfleur
@jeannebatchelde
@micheal_olainn

Top Tweeters in G4:
@bbcnews
@philipjtaylor1
@justthevax
@hugh_canning
@lighthealing
@dianaeverington
@georgebernhard
@webberc5webber
@theotherbond
@labgrassroots

Top Tweeters in G5:
@scott1984fp
@starsparkle_uk
@caravaggio12
@cleggy261
@mailonline
@sharpeleven
@jackalsbynight
@kingking3107
@heather_c_c
@dorothy90237074

Top Tweeters in G6:
@sandssims
@carolehope2
@csibike1
@livechonews
@kingmark1st
@mrichalan
@andreww66619812
@dallo100
@enviroman57
@jc4pmtomski

Top Tweeters in G7:
@crweworld
@dev_discourse
@tolajobjobs
@melonhead999
@peperologue
@ideagov
@xbliss2
@ohmygouldness
@sesiegler
@itiddly

Top Tweeters in G8:
@johnjoechad
@skynews
@shambles151
@jfjabbo
@chiclanagirl
@davidwcummins
@h1llbillies
@illi4141
@michael_fisher_
@lynxxiv

Top Tweeters in G9:
@pennytindall
@dbashby
@wairarapajane
@annekni38953689
@jeffreyjdean
@quondamoptimist
@carriecakes80
@nazimdikbas
@lizad0little
@loubec6

Top Tweeters in G10:
@avonan
@peterjukes
@smallypaula
@sheilam19534814
@dangusset
@domhnall_iain
@martinremains
@dianefirestoker
@jameskaarcher
@labcold