PPE, Twitter, 2/26/2021 4:19:38 PM, 249632


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PPE_2021-02-26_01-17-49.xlsx
PPE_2021-02-26_01-17-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2021
Short Description:
PPE via NodeXL https://bit.ly/2O1nTde
@drrosena
@matthancock
@carolinelucas
@jujuliagrace
@nhsmillion
@guidofawkes
@doctor_oxford
@goodlawproject
@bylinetimes
@jonashworth

Top hashtags:
#ppe
#covid19
#kdppe
#perthtanapon
#covid
#covidisairborne
#isitok

Description:
Description
The graph represents a network of 7,594 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, 26 February 2021 at 09:24 UTC.

The requested start date was Friday, 26 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 2-day, 0-hour, 11-minute period from Tuesday, 23 February 2021 at 13:37 UTC to Thursday, 25 February 2021 at 13:48 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 : 7594
Unique Edges : 4918
Edges With Duplicates : 13307
Total Edges : 18225
Number of Edge Types : 5
Retweet : 6081
MentionsInRetweet : 8313
Replies to : 1084
Tweet : 872
Mentions : 1875
Self-Loops : 887
Reciprocated Vertex Pair Ratio : 0.0094476043574665
Reciprocated Edge Ratio : 0.0187183650081177
Connected Components : 779
Single-Vertex Connected Components : 255
Maximum Vertices in a Connected Component : 5457
Maximum Edges in a Connected Component : 15323
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.680884
Graph Density : 0.000181595117219293
Modularity : 0.488124
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,594 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, 26 February 2021 at 09:24 UTC.

The requested start date was Friday, 26 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 2-day, 0-hour, 11-minute period from Tuesday, 23 February 2021 at 13:37 UTC to Thursday, 25 February 2021 at 13:48 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:
[202] https://order-order.com/2021/02/25/shadow-health-ministers-fake-ppe-picture/
[37] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage
[30] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[15] https://www.youtube.com/watch?v=A5yP9bd4yD4&feature=youtu.be

[12] https://actionnetwork.org/forms/ppe-scandal-clean-up-your-act?source=twitter&
[11] https://www.breakingnewstoday.co.uk/nurses-forced-to-wear-bin-bags-as-ppe-test-positive-for-coronavirus/
[6] https://www.telegraph.co.uk/news/2020/04/08/exclusive-three-nurses-forced-wear-bin-bags-ppe-shortage-test/
[6] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage?CMP=share_btn_tw
[6] https://subscribe.bylinetimes.com/
[5] https://twitter.com/LICPartnership/status/1363957041744773126

Top URLs in Tweet in G1:
[12] https://actionnetwork.org/forms/ppe-scandal-clean-up-your-act?source=twitter&
[5] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[3] https://www.thelondoneconomic.com/news/categorically-not-true-hancock-under-fire-after-claiming-there-was-never-ppe-shortage-222064/amp/?utm_medium=social&utm_source=facebook&utm_campaign=sfeu#aoh=16142547876189&csi=0&referrer=https%3A%2F%2Fwww.google.com&_tf=From%20%251%24s
[3] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage?CMP=share_btn_tw
[3] https://bylinetimes.com/2020/10/23/uk-government-ppe-contracts-miami-fashion-brand/
[2] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[2] https://twitter.com/DrRosena/status/1364903837996302338
[2] https://www.telegraph.co.uk/news/2020/04/08/exclusive-three-nurses-forced-wear-bin-bags-ppe-shortage-test/
[1] https://fullfact.org/health/hancock-ppe-nao-shortages/
[1] https://www.mirror.co.uk/news/politics/matt-hancock-took-nearly-3-23552910

Top URLs in Tweet in G2:
[197] https://order-order.com/2021/02/25/shadow-health-ministers-fake-ppe-picture/
[3] https://order-order.com/2020/04/22/rachel-reeves-sends-government-wild-ppe-goose-chase/
[3] https://www.telegraph.co.uk/news/2020/04/08/exclusive-three-nurses-forced-wear-bin-bags-ppe-shortage-test/
[3] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage
[2] https://www.bbc.co.uk/news/health-52145140
[2] https://www.telegraph.co.uk/news/2020/03/23/nhs-asks-diy-stores-donate-protective-equipment-staff-coronavirus/
[2] https://rcni.com/nursing-standard/newsroom/news/covid-19-staff-received-bin-bags-to-use-ppe-claims-gp-168981
[2] https://www.bmj.com/content/372/bmj.n438
[1] https://twitter.com/DrRosena/status/1364128596533641221
[1] https://twitter.com/GuidoFawkes/status/1364900596524998658

Top URLs in Tweet in G3:
[3] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage
[3] https://blogs.bmj.com/bmj/2021/02/23/the-uks-ppe-procurement-scandal-reminds-us-why-we-need-ways-to-hold-ministers-to-account/
[2] https://www.lawgazette.co.uk/news/campaigners-accuse-government-of-bullying-over-1m-ppe-case-costs/5107546.article#.YDYUelbihPU.twitter
[2] https://www.theguardian.com/politics/2020/nov/18/ppe-suppliers-with-political-ties-given-high-priority-status-report-reveals
[2] https://blogs.bmj.com/bmj/2021/02/23/the-uks-ppe-procurement-scandal-reminds-us-why-we-need-ways-to-hold-ministers-to-account/?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage
[2] https://threadreaderapp.com/thread/1364150712322707456.html
[1] https://twitter.com/nursingnotesuk/status/1363440937381281795
[1] https://actionnetwork.org/petitions/give-nhs-workers-adequate-protection/
[1] https://bylinetimes.com/2021/02/24/health-secretary-lying-about-doctors-lived-experience-is-horrifying/
[1] https://actionnetwork.org/petitions/give-nhs-workers-adequate-protection

Top URLs in Tweet in G4:
[4] https://twitter.com/mask_tekuk/status/1364138613450096641?s=20
[2] https://www.medilinkwm.co.uk/
[2] https://www.itv.com/news/2021-02-23/covid-matt-hancock-accused-of-barefaced-lie-after-denying-national-outage-of-ppe
[2] https://www.euronews.com/2021/02/25/ppe-is-the-new-plastic-waste-nightmare-threatening-the-environment?utm_source=flipboard.com&utm_campaign=feeds_news&utm_medium=referral
[1] https://twitter.com/GoodLawProject/status/1364273763391528961
[1] https://www.thebusinessdesk.com/
[1] https://fullfact.org/health/hancock-ppe-nao-shortages/
[1] https://www.pscp.tv/w/cwTttDEwNDY5MzV8MURYR3lScnZPYlBKTc_ejL4iPTAKsV8EG9zKEL_irllpIMG1uz0FbJhozA_x
[1] https://www.statista.com/statistics/1111357/availability-of-ppe-in-the-uk/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DqFi3SnSWJSw&q=EgS4SO-bGK-z2YEGIhkA8aeDSxOsUZylWvDglOmXVPbJ0NowjYkJMgFy

Top URLs in Tweet in G5:
[2] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage?CMP=share_btn_tw
[1] https://twitter.com/bbcpolitics/status/1363429305376768001
[1] https://twitter.com/piersmorgan/status/1364146486964084736
[1] https://twitter.com/IanLabour/status/1364503079639515136
[1] https://www.independent.co.uk/news/uk/politics/corbyn-matt-hancock-sack-covid-contracts-b1805772.html
[1] https://parliamentlive.tv/event/index/9d6f61b5-f1a8-4534-84dc-ffaec4b71053?in=12:51:50
[1] https://parliamentlive.tv/event/index/9d6f61b5-f1a8-4534-84dc-ffaec4b71053?in=12:49:40

Top URLs in Tweet in G6:
[2] https://www.theguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage
[2] https://www.youtube.com/watch?v=L3q3-jH9S9M&feature=youtu.be

[2] https://www.euronews.com/2021/02/25/ppe-is-the-new-plastic-waste-nightmare-threatening-the-environment?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/haggis_uk/status/1364891300458356738
[2] https://twitter.com/DrRosena/status/1364903837996302338
[2] https://www.instagram.com/accounts/login/
[2] https://order-order.com/2021/02/25/shadow-health-ministers-fake-ppe-picture/
[2] https://17.live/profile/u/da29c1c8-dbb3-4198-9d02-59c8dccf33c9?lang=ja&pid=InappShare&af_c_id=profilepage
[1] https://rpssolutions.net/rps-direct/
[1] https://www.amazon.com/gp/product/B08HT31TWH/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=B08HT31TWH&linkCode=as2&tag=l03f9-20&linkId=bd43e3900fed2129e6a05f4eafffe251

Top URLs in Tweet in G7:
[1] https://twitter.com/RichardBurgon/status/1364572583241396224
[1] https://twitter.com/marykfoy/status/1364197987631697921
[1] https://www.dumptheguardian.com/world/2021/feb/23/hancock-criticised-for-claim-there-was-no-national-covid-ppe-shortage?CMP=Share_AndroidApp_Other
[1] https://blogs.bmj.com/bmj/2021/02/23/the-uks-ppe-procurement-scandal-reminds-us-why-we-need-ways-to-hold-ministers-to-account/
[1] https://twitter.com/g_gosden/status/1364296560847290371

Top URLs in Tweet in G8:
[24] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[9] https://www.breakingnewstoday.co.uk/nurses-forced-to-wear-bin-bags-as-ppe-test-positive-for-coronavirus/
[6] https://subscribe.bylinetimes.com/
[4] https://bylinetimes.com/2021/02/24/health-secretary-lying-about-doctors-lived-experience-is-horrifying/
[3] https://twitter.com/DrDomPimenta/status/1364150712322707456
[2] https://bylinetimes.com/2021/02/25/matt-hancock-ppe-legacy-mad-scramble-left-supplies-stranded-at-ports-and-air-sites/
[2] https://labourlist.org/2021/02/ashworth-demands-hancock-apologise-over-claim-there-was-no-ppe-shortage/
[1] https://bylinetimes.com/2020/11/18/procurement-uk-government-report-coronavirus-national-audit-office-ppe
[1] https://shows.acast.com/byline-times-podcast/episodes/the-privatised-pandemic
[1] https://twitter.com/meenalsworld/status/1344370139756711938

Top URLs in Tweet in G10:
[2] https://ir.shareaholic.com/e?a=1&u=https://blogs.bmj.com/bmj/2021/02/23/the-uks-ppe-procurement-scandal-reminds-us-why-we-need-ways-to-hold-ministers-to-account/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://bbc.in/2P0M4sJ
[1] https://morningstaronline.co.uk/article/b/biggest-ever-anti-cronyism-conference-pile-political-heat-government#.YDegSxA5yJQ.twitter
[1] https://www.mirror.co.uk/news/politics/housing-minister-robert-jenrick-repays-23553183
[1] https://twitter.com/Ekklesia_co_uk/status/1364535378653413380

Top Domains
Top Domains in Tweet in Entire Graph:
[225] twitter.com
[206] order-order.com
[99] co.uk
[62] theguardian.com
[53] bylinetimes.com
[31] youtube.com
[14] actionnetwork.org
[12] marketserengeti.com
[10] bmj.com
[9] co.za

Top Domains in Tweet in G1:
[18] twitter.com
[13] co.uk
[12] actionnetwork.org
[6] bylinetimes.com
[4] theguardian.com
[3] thelondoneconomic.com
[1] fullfact.org
[1] itv.com
[1] youtube.com
[1] org.uk

Top Domains in Tweet in G2:
[200] order-order.com
[10] twitter.com
[7] co.uk
[4] theguardian.com
[2] rcni.com
[2] bmj.com
[2] co.nz
[1] org.uk
[1] you.you

Top Domains in Tweet in G3:
[8] twitter.com
[8] theguardian.com
[5] co.uk
[5] bmj.com
[3] healthcareworkersfoundation.org
[2] actionnetwork.org
[2] crowdjustice.com
[2] threadreaderapp.com
[1] bylinetimes.com
[1] channel4.com

Top Domains in Tweet in G4:
[9] twitter.com
[3] co.uk
[2] itv.com
[2] euronews.com
[1] thebusinessdesk.com
[1] fullfact.org
[1] pscp.tv
[1] statista.com
[1] google.com
[1] sky.com

Top Domains in Tweet in G5:
[3] twitter.com
[2] theguardian.com
[2] parliamentlive.tv
[1] co.uk

Top Domains in Tweet in G6:
[53] twitter.com
[21] co.uk
[6] theguardian.com
[5] youtube.com
[3] 17.live
[2] linkedin.com
[2] gov.uk
[2] euronews.com
[2] instagram.com
[2] order-order.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] dumptheguardian.com
[1] bmj.com

Top Domains in Tweet in G8:
[38] bylinetimes.com
[9] co.uk
[6] twitter.com
[2] labourlist.org
[1] acast.com
[1] sky.com
[1] theguardian.com

Top Domains in Tweet in G10:
[2] co.uk
[2] shareaholic.com
[1] bbc.in
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[208] ppe
[71] covid19
[52] kdppe
[45] perthtanapon
[36] covid
[35] covidisairborne
[33] isitok
[27] torycorruption
[24] nhs
[22] pmqs



Top Hashtags in Tweet in G1:
[13] torycorruption
[11] covid19
[8] nhs
[7] ppe
[5] journorequest
[4] isitok
[3] pmqs
[2] bbcbreakfast
[2] gmb
[2] ridge

Top Hashtags in Tweet in G2:
[4] ppe
[3] ppescandal
[2] pmqs
[2] labour
[2] covid19
[1] cronyservativeparty
[1] covid
[1] coronavirus
[1] gmb
[1] corruption

Top Hashtags in Tweet in G3:
[22] ppe
[16] procurement
[2] bmjopinion
[2] accountability
[1] covid19
[1] r4today
[1] westharrow
[1] torycorruption
[1] mask4life
[1] torylies

Top Hashtags in Tweet in G4:
[25] isitok
[10] ppe
[4] sky
[4] bbcbreakfast
[4] nhspay15
[3] torycorruption
[3] uk
[2] procurement
[1] marr
[1] ppescandal

Top Hashtags in Tweet in G5:
[8] ppe
[4] covid
[2] resign
[2] enoughisenough
[2] marr
[1] torycorruption
[1] torylies
[1] toryscandal
[1] ppecontracts
[1] cygnusreport

Top Hashtags in Tweet in G6:
[56] ppe
[15] covid19
[5] covid
[4] masks
[4] safety
[4] vaccine
[4] coronavirus
[3] facemask
[3] supplychain
[2] aviator

Top Hashtags in Tweet in G7:
[3] torycorruption
[2] gmb
[2] isitok
[1] pmqs
[1] r4today
[1] nhs
[1] ppe
[1] torycronyism

Top Hashtags in Tweet in G8:
[5] ppe
[5] westharrow
[2] covid19
[2] isitok
[2] brexit
[1] lockdown
[1] peoplescovidinquiry
[1] cronyism

Top Hashtags in Tweet in G10:
[8] nhs
[5] ppe
[2] pmqs
[2] solidarity
[2] keepnhspublic
[1] bbcgms
[1] politicslive
[1] accountability
[1] westharrow

Top Words
Top Words in Tweet in Entire Graph:
[6489] ppe
[1556] shortage
[1395] hancock
[1301] health
[1194] matt
[1067] never
[1011] nurses
[957] secretary
[899] drrosena
[828] matthancock

Top Words in Tweet in G1:
[958] ppe
[559] matthancock
[407] hancock
[377] matt
[332] nurses
[315] bags
[294] shortage
[284] national
[271] doctor_oxford
[268] never

Top Words in Tweet in G2:
[929] ppe
[699] drrosena
[449] health
[404] picture
[277] secretary
[270] bags
[267] frontline
[267] nurses
[250] tweet
[235] uk

Top Words in Tweet in G3:
[589] ppe
[237] jujuliagrace
[174] everydoctoruk
[156] goodlawproject
[142] hancock
[141] 000
[140] court
[130] matt
[124] shortage
[123] government

Top Words in Tweet in G4:
[356] ppe
[123] piersmorgan
[114] hancock
[84] gmb
[83] matt
[76] shortage
[67] contracts
[61] matthancock
[53] health
[50] law

Top Words in Tweet in G5:
[321] ppe
[252] carolinelucas
[150] shortage
[129] health
[113] govt
[113] secretary
[103] apology
[103] insulting
[102] shameless
[102] comments

Top Words in Tweet in G6:
[212] ppe
[56] #ppe
[39] covid
[31] more
[24] 19
[24] contracts
[18] people
[16] mask
[15] masks
[15] #covid19

Top Words in Tweet in G7:
[281] ppe
[106] jonjonessnr
[103] work
[102] teacher
[102] one
[102] heroes
[102] doing
[101] vaccinations
[101] vilified
[101] minute

Top Words in Tweet in G8:
[253] ppe
[135] matt
[128] bylinetimes
[99] hancock
[61] supplies
[59] lying
[57] matthancock
[55] health
[53] jujuliagrace
[53] interview

Top Words in Tweet in G9:
[244] ppe
[231] shortage
[230] nurses
[229] health
[229] secretary
[226] never
[224] hearing
[224] insult
[224] doctors
[223] nhsmillion

Top Words in Tweet in G10:
[145] ppe
[116] nhs
[110] nazirafzal
[94] staff
[93] self
[91] support
[90] 70
[90] applications
[90] isolation
[90] payments

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1118] matt,hancock
[939] health,secretary
[902] shortage,ppe
[590] ppe,shortage
[437] ppe,contract
[426] bags,ppe
[418] never,shortage
[413] use,bags
[390] ppe,contracts
[361] nhs,staff

Top Word Pairs in Tweet in G1:
[371] matt,hancock
[163] pub,landlord
[148] ppe,shortage
[144] hedge,fund
[144] fund,mauritius
[141] use,bags
[141] bags,ppe
[139] matthancock,handed
[138] whilst,nurses
[138] nurses,worked

Top Word Pairs in Tweet in G2:
[276] health,secretary
[272] drrosena,health
[220] bags,ppe
[219] ppe,contract
[219] previous,tweet
[219] use,bags
[218] tweet,wrong
[218] wrong,picture
[218] picture,incredible
[218] incredible,uk

Top Word Pairs in Tweet in G3:
[126] matt,hancock
[118] court,today
[85] went,court
[79] nhs,staff
[75] ppe,cases
[73] shortage,ppe
[72] cases,against
[66] hi,julia
[64] julia,chief
[64] chief,exec

Top Word Pairs in Tweet in G4:
[79] matt,hancock
[49] shortage,ppe
[40] health,secretary
[33] ppe,contracts
[30] peterstefanovi2,piersmorgan
[28] gmb,piersmorgan
[27] piersmorgan,gmb
[26] gmb,watched
[26] watched,interview
[26] interview,matt

Top Word Pairs in Tweet in G5:
[113] health,secretary
[106] ppe,shortage
[102] govt,shameless
[102] shameless,apology
[102] apology,health
[102] secretary,insulting
[102] insulting,comments
[102] comments,ppe
[101] carolinelucas,govt
[76] ppe,contract

Top Word Pairs in Tweet in G6:
[20] covid,19
[12] ppe,contracts
[7] matt,hancock
[6] face,masks
[6] full,ppe
[6] personal,protective
[6] protective,equipment
[5] edward,argar
[5] supply,chain
[5] social,distancing

Top Word Pairs in Tweet in G7:
[101] teacher,ppe
[101] ppe,vaccinations
[101] vaccinations,vilified
[101] vilified,one
[101] one,minute
[101] minute,heroes
[101] heroes,next
[101] next,accused
[101] accused,doing
[101] doing,work

Top Word Pairs in Tweet in G8:
[90] matt,hancock
[53] bylinetimes,matthancock
[51] jujuliagrace,ve
[51] ve,done
[51] done,interview
[51] interview,bylinetimes
[51] matthancock,lying
[51] lying,ppe
[51] ppe,supplies
[51] supplies,during

Top Word Pairs in Tweet in G9:
[229] health,secretary
[226] shortage,ppe
[224] hearing,health
[224] secretary,never
[224] never,shortage
[224] ppe,insult
[224] insult,doctors
[224] doctors,nurses
[223] nhsmillion,hearing
[5] angelarayner,whilst

Top Word Pairs in Tweet in G10:
[92] nhs,staff
[90] 70,applications
[90] applications,self
[90] self,isolation
[90] isolation,payments
[90] payments,rejected
[90] rejected,poorest
[90] poorest,3m
[90] 3m,excluded
[90] excluded,financial

Top Replied-To
Top Replied-To in Entire Graph:
@drrosena
@matthancock
@doctor_oxford
@goodlawproject
@ko___ppe
@haggis_uk
@piersmorgan
@carolinelucas
@ppe_ppo
@gmb

Top Replied-To in G1:
@doctor_oxford
@matthancock
@jonashworth
@angelarayner
@bbcnews
@davidschneider
@thattimwalker
@drrosena
@mimij9
@mojos55

Top Replied-To in G2:
@drrosena
@chrispincher
@andy_gez_
@nichola_lashmar
@thomasevans1984
@mydaftmind
@grahamb42214021
@guidofawkes
@antipolluters
@amanwy

Top Replied-To in G3:
@goodlawproject
@jujuliagrace
@richardburgon
@independentsage
@matthancock
@heidis9lives
@thehwf
@gem_abbott
@drnancyolivieri
@drdompimenta

Top Replied-To in G4:
@piersmorgan
@gmb
@davidlammy
@borisjohnson
@danbloom1
@peterstefanovi2
@carolinelucas
@doctor_oxford
@drrosena
@goodlawproject

Top Replied-To in G5:
@carolinelucas
@sathnam
@jacob_rees_mogg
@rachelreeves
@acgrayling

Top Replied-To in G7:
@carryonkeith
@silverrich39
@karamballes
@unmademan
@nikpet1
@danbloom1
@matthancock
@drrosena

Top Replied-To in G8:
@meenalsworld
@goodlawproject
@writesbright
@ladyblues666
@richard12590733
@haveigotnews
@maturefinancier
@dawnbutlerbrent
@jujuliagrace
@rebetikowalrus

Top Replied-To in G10:
@bbcpolitics
@bbclaurak
@matthancock
@britishfinest21
@brianmac168
@elliottwvr
@pjcf1fan
@nadinedorries
@indyscot1888
@nazirafzal

Top Mentioned
Top Mentioned in Entire Graph:
@drrosena
@matthancock
@jujuliagrace
@carolinelucas
@doctor_oxford
@nhsmillion
@angelarayner
@guidofawkes
@goodlawproject
@everydoctoruk

Top Mentioned in G1:
@matthancock
@doctor_oxford
@angelarayner
@jonashworth
@bbcradio4
@swanswan0307
@davidschneider
@drrosena
@jimmfelton
@jujuliagrace

Top Mentioned in G2:
@drrosena
@guidofawkes
@keir_starmer
@daveatherton20
@uklabour
@chrispincher
@thomasevans1984
@matthancock
@carlwilldurham
@yvette_cleland

Top Mentioned in G3:
@jujuliagrace
@everydoctoruk
@goodlawproject
@drdompimenta
@richardburgon
@matthancock
@drrosena
@bmj_latest
@martinmckee
@doctor_oxford

Top Mentioned in G4:
@piersmorgan
@gmb
@matthancock
@peterstefanovi2
@mask_tekuk
@doctor_oxford
@borisjohnson
@justinmadders
@bill_esterson
@itvnews

Top Mentioned in G5:
@carolinelucas
@drrosena
@jujuliagrace
@billneelynbc
@matthancock
@alexisconran
@bylinetimes
@goodlawproject
@simonbarrow
@iamlistening666

Top Mentioned in G6:
@nausicalibre
@neheadlines
@zimgospel
@americatowne
@speechtommy

Top Mentioned in G7:
@jonjonessnr
@unojen_wood
@nikpet1
@drjawalsh
@carryonkeith
@drrosena
@kailashchandobe
@matthancock
@jujuliagrace
@carolinelucas

Top Mentioned in G8:
@bylinetimes
@matthancock
@jujuliagrace
@meenalsworld
@writesbright
@peterjukes
@goldbergradio
@sianushka
@goodlawproject
@dawnbutlerbrent

Top Mentioned in G9:
@nhsmillion
@matthancock
@angelarayner
@carolinelucas
@drrosena
@doctor_oxford
@jujuliagrace
@davidschneider
@bylinetimes
@goodlawproject

Top Mentioned in G10:
@nazirafzal
@ub5simon
@bbcpolitics
@bbclaurak
@matthancock
@drrosena
@d_raval
@brianmac168
@carolinelucas
@nhsmillion

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@virginmedia
@tomthunkitsmind
@mrdjones
@threadreaderapp
@s9tmt
@ez4u2say_janis
@chuddles11
@joannecangal
@allchanges

Top Tweeters in G1:
@mojos55
@bbcnews
@60sparkle
@alanlsg
@gabe55gabe
@sheronwilkie
@iloveautumn2
@hawkins_carole
@matilda_w_
@blondiesa

Top Tweeters in G2:
@chuddles11
@magicdmw
@kulganofcrydee
@tyrannywatch
@scorpiotiger77
@thomasevans1984
@cnn
@horshamgardener
@petuniasforever
@wisteriawitch

Top Tweeters in G3:
@threadreaderapp
@thestephenralph
@hackneywick
@skynews
@theroigner
@kimbru49
@davelawson35
@carlsl
@kernow4corbyn
@tsunami65

Top Tweeters in G4:
@sandradunn1955
@roadwarrior29
@spanishdan1
@jorichardskent
@boogwinchester
@sharpeleven
@raindrops0115
@kingking3107
@lunaperla
@strongerunited1

Top Tweeters in G5:
@sinemetuvivere
@natalie91231732
@marionpfallon
@hugorelly
@peternimmo1
@havantacluotmp
@nicolajames007
@carbonisedpleb
@zuluzim909
@cristinacalgary

Top Tweeters in G6:
@nausicalibre
@worldnewstweet_
@fredwalton216
@juscallmewill
@crazyrichjason
@abc11_wtvd
@faii2sbf
@toledonews
@dasvee
@educatormaguk

Top Tweeters in G7:
@xraypat
@mauraleelang
@otivar55
@cleggy261
@unojen_wood
@carolehope2
@vespasian91
@cristinaprkr
@peradventur3
@shambles151

Top Tweeters in G8:
@mrdjones
@s9tmt
@allchanges
@jpjanson
@sandssims
@j_sutherland2
@lewtonserena5
@stolensweeties
@ht4ecosocialism
@davidwcummins

Top Tweeters in G9:
@msvanillarose
@gilliangn
@merman1974
@denzpdp
@allenow83890817
@lanibeno
@ianjohnston63
@mrs_sb
@tomcarr89143229
@mkdanaher2

Top Tweeters in G10:
@norbet
@d_raval
@jeromethegnome
@countryskills
@ronague
@rcpwells
@ancientgleek
@grannywils
@geol_uk
@donaldjudge


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