PPE, Twitter, 1/10/2022 8:47:10 PM, 269824


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PPE_2022-01-10_01-37-47.xlsx
PPE_2022-01-10_01-37-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 10, 2022
Short Description:
PPE via NodeXL https://bit.ly/3Ggjpps
@davidschneider
@paullewis
@bbclaurakt
@goodlawproject
@angelarayner
@adilray
@ronruggiero105
@npars01
@johnlbellblog
@doctor_oxford

Top hashtags:
#เบบี้เพิร์ธฉัมขวบ
#ppe
#torycorruption
#torysleaze
#michellemone
#kdppe

Description:
Description
The graph represents a network of 7,703 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 Monday, 10 January 2022 at 09:46 UTC.

The requested start date was Monday, 10 January 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, 8-minute period from Friday, 07 January 2022 at 11:13 UTC to Sunday, 09 January 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 : 7703
Unique Edges : 3015
Edges With Duplicates : 13310
Total Edges : 16325
Number of Edge Types : 5
Retweet : 6353
MentionsInRetweet : 7064
Replies to : 775
Mentions : 1125
Tweet : 1008
Self-Loops : 1032
Reciprocated Vertex Pair Ratio : 0.00408639813193228
Reciprocated Edge Ratio : 0.00813953488372093
Connected Components : 788
Single-Vertex Connected Components : 247
Maximum Vertices in a Connected Component : 5176
Maximum Edges in a Connected Component : 12192
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.843329
Graph Density : 0.000144955613748305
Modularity : 0.49349
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,703 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 Monday, 10 January 2022 at 09:46 UTC.

The requested start date was Monday, 10 January 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, 8-minute period from Friday, 07 January 2022 at 11:13 UTC to Sunday, 09 January 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:
[155] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[101] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[57] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier?CMP=Share_iOSApp_Other
[20] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other
[16] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_iOSApp_Other
[12] https://www.dailymail.co.uk/news/article-10376905/Baroness-Bra-Michelle-Mone-facing-new-questions-203m-Covid-PPE-contract.html
[12] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1641582745
[12] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_AndroidApp_Other
[11] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_AndroidApp_Other
[8] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier

Top URLs in Tweet in G1:
[4] https://www.theguardian.com/world/2022/jan/07/military-deployed-at-london-hospitals-due-to-omicron-staff-shortages?CMP=Share_AndroidApp_Other
[3] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_iOSApp_Other
[3] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://twitter.com/acgrayling/status/1480094815593320449
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other

Top URLs in Tweet in G2:
[8] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[6] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[2] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other
[2] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[1] https://www.thetimes.co.uk/article/michelle-mone-may-face-lords-investigation-over-ppe-medpro-contract-cwkmsvz8j?shareToken=ce4a8b4e8b4eac04d7344a3a7f7c39e3
[1] https://twitter.com/AngelaRayner/status/1479875554740477953
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1641582745

Top URLs in Tweet in G3:
[3] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[2] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[1] https://twitter.com/cyclingkev/status/1479128582924521474

Top URLs in Tweet in G4:
[4] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://twitter.com/thesundaytimes/status/1479878745741791235
[1] https://www.civilserviceworld.com/professions/article/tory-peer-secretly-involved-with-ppe-firm-which-won-200m-in-government-contracts-through-vip-lane#.YdjSE0cKQZM.twitter
[1] https://www.nhsconfed.org/news/we-owe-it-150000-never-be-situation-again
[1] https://twitter.com/PickardJE/status/1480127263924490240
[1] https://twitter.com/drdmacaskill/status/1479903003289296901

Top URLs in Tweet in G5:
[3] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[1] https://www.civilserviceworld.com/professions/article/tory-peer-secretly-involved-with-ppe-firm-which-won-200m-in-government-contracts-through-vip-lane
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?utm_term=61d7c8d365f1f8ddb23d84cb76fb72c9&utm_campaign=GuardianTodayUK&utm_source=esp&utm_medium=Email&CMP=GTUK_email
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_AndroidApp_Other
[1] https://apple.news/AzfJCMPi4RTGeSx4s0cxCUQ

Top URLs in Tweet in G6:
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1641582745
[1] https://twitter.com/skynews/status/1479361001959137282
[1] https://twitter.com/michellemone/status/1479126770670522374

Top URLs in Tweet in G8:
[49] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[2] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier
[2] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_AndroidApp_Other
[1] https://www.thetimes.co.uk/article/michelle-mone-may-face-lords-investigation-over-ppe-medpro-contract-cwkmsvz8j?shareToken=ce4a8b4e8b4eac04d7344a3a7f7c39e3
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[1] https://www.crowdfunder.co.uk/p/scrutinise-government-contracts?experiment=c

Top URLs in Tweet in G9:
[24] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[10] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[4] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier
[4] https://amp.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[3] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=Share_iOSApp_Other
[3] https://www.tgcom24.mediaset.it/politica/il-segretario-del-ppe-lopez-berlusconi-al-colle-una-vittoria-per-italia-e-ue_44114483-202202k.shtml
[2] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other
[2] https://twitter.com/HiraethResists/status/1479117715558191104
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?utm_term=61d7c8d365f1f8ddb23d84cb76fb72c9&utm_campaign=GuardianTodayUK&utm_source=esp&utm_medium=Email&CMP=GTUK_email

Top URLs in Tweet in G10:
[26] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[22] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[12] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other
[10] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1641582745
[8] https://www.dailymail.co.uk/news/article-10376905/Baroness-Bra-Michelle-Mone-facing-new-questions-203m-Covid-PPE-contract.html
[7] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.thetimes.co.uk/article/michelle-mone-may-face-lords-investigation-over-ppe-medpro-contract-cwkmsvz8j?shareToken=ce4a8b4e8b4eac04d7344a3a7f7c39e3
[3] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1641584100
[2] https://twitter.com/loanchargevoice/status/1480122250128932869
[2] https://www.theguardian.com/global-development/2022/jan/06/uk-faces-legal-action-for-approving-firm-accused-of-using-forced-labour-as-ppe-supplier

Top Domains
Top Domains in Tweet in Entire Graph:
[433] theguardian.com
[162] twitter.com
[47] co.uk
[9] co.jp
[8] com.au
[8] ppe-for-usa.com
[6] youtube.com
[5] moneyyy.me
[5] cdc.gov
[5] msn.com

Top Domains in Tweet in G1:
[11] theguardian.com
[1] twitter.com

Top Domains in Tweet in G2:
[17] theguardian.com
[2] ft.com
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G3:
[6] theguardian.com
[1] twitter.com

Top Domains in Tweet in G4:
[4] theguardian.com
[3] twitter.com
[1] civilserviceworld.com
[1] nhsconfed.org

Top Domains in Tweet in G5:
[6] theguardian.com
[1] civilserviceworld.com
[1] goodlawproject.org
[1] apple.news

Top Domains in Tweet in G6:
[2] theguardian.com
[2] twitter.com

Top Domains in Tweet in G8:
[56] theguardian.com
[2] co.uk

Top Domains in Tweet in G9:
[52] theguardian.com
[49] twitter.com
[8] co.uk
[3] ppe.pl
[3] peing.net
[3] mediaset.it
[1] stylistinpocket.com
[1] tv9gujarati.com
[1] wsj.com
[1] tifnews.com

Top Domains in Tweet in G10:
[86] theguardian.com
[15] co.uk
[11] twitter.com
[1] goodlawproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[197] เบบี้เพิร์ธฉัมขวบ
[148] ppe
[108] torycorruption
[74] torysleaze
[70] michellemone
[60] kdppe
[57] perthtanapon
[46] sundaymorning
[35] r4today
[35] bbcbreakfast



Top Hashtags in Tweet in G1:
[2] torycorruption
[1] partygate
[1] pleb
[1] ppe
[1] favoursforfriends
[1] filltheirpockets
[1] secondjobs
[1] bbcbreakfast
[1] torycoviddisaster

Top Hashtags in Tweet in G2:
[8] michellemone
[5] tomorrowspaperstoday
[4] dougbarrowmam
[1] torycorruption
[1] torysleaze
[1] nhs

Top Hashtags in Tweet in G4:
[3] socialcare
[2] covid19
[2] ppe
[2] nhs
[1] chumocracy
[1] lfts
[1] omicron
[1] johnson
[1] longcovid
[1] army

Top Hashtags in Tweet in G5:
[2] covid19
[2] muppets
[2] vaccination
[1] kermit
[1] ppe
[1] doingourpart
[1] kermitthefrog
[1] rainbow
[1] torysleaze
[1] torycriminals

Top Hashtags in Tweet in G6:
[16] bounceback
[4] nnn
[2] covidkillingmasks
[2] ppe
[1] fraud
[1] cifas
[1] corrupttothecore
[1] saveournhs
[1] covid
[1] omicron

Top Hashtags in Tweet in G7:
[1] yesscots

Top Hashtags in Tweet in G8:
[7] ournhs
[7] ourschools
[6] torycorruption
[4] brexit
[2] tomorrowspaperstoday
[2] r4today
[2] bbcbreakfast
[2] gmb
[1] ourchildren
[1] torysleaze

Top Hashtags in Tweet in G9:
[20] ppe
[11] 鎌倉殿の13人
[10] covid19
[9] johnsonout
[4] torycorruption
[3] masks
[3] 質問箱
[3] 匿名質問募集中
[2] ppekit
[2] pandemic

Top Hashtags in Tweet in G10:
[18] ppe
[15] torycorruption
[10] loanchargescandal
[10] tory
[8] tax
[8] avoidance
[4] liarjohnson
[4] downingstreetflat
[2] loanchargesuicides
[2] johnsonout

Top Words
Top Words in Tweet in Entire Graph:
[4520] ppe
[2395] mone
[2391] michelle
[1765] peer
[1448] tory
[1335] days
[1285] referred
[1273] five
[1244] medpro
[1152] public

Top Words in Tweet in G1:
[708] davidschneider
[525] test
[510] care
[508] 150
[508] 000
[508] covid
[508] deaths
[508] delaying
[508] lockdowns
[508] missed

Top Words in Tweet in G2:
[598] ppe
[537] mone
[536] michelle
[517] referred
[501] paullewis
[492] days
[483] five
[446] medpro
[439] story
[438] turns

Top Words in Tweet in G3:
[512] ppe
[500] medpro
[469] breaking
[469] fast
[469] tracked
[469] vip
[469] lane
[468] bbclaurakt
[462] michelle
[462] mone

Top Words in Tweet in G4:
[626] millions
[315] keep
[315] safe
[313] re
[313] more
[312] adilray
[312] funny
[312] concerned
[312] costs
[312] public

Top Words in Tweet in G5:
[353] ppe
[305] goodlawproject
[291] mone
[290] michelle
[268] peer
[263] referred
[260] cabinet
[260] office
[238] conservative
[237] business

Top Words in Tweet in G6:
[595] public
[322] michelle
[322] mone
[304] peer
[300] angelarayner
[297] tory
[296] sums
[294] money
[293] right
[293] know

Top Words in Tweet in G7:
[604] pandemic
[317] ppe
[304] work
[302] unvaccinated
[302] working
[302] class
[302] laid
[301] ronruggiero105
[6] uk
[6] wealth

Top Words in Tweet in G8:
[120] omicron
[117] team
[117] send
[116] healthcare
[115] workers
[114] light
[114] legal
[114] drafted
[114] proforma
[114] letter

Top Words in Tweet in G9:
[195] ppe
[37] contracts
[33] mone
[32] michelle
[30] covid
[27] referred
[23] tory
[22] company
[21] days
[20] #ppe

Top Words in Tweet in G10:
[234] ppe
[134] mone
[127] michelle
[97] referred
[81] contracts
[78] peer
[76] company
[65] tory
[64] michellemone
[60] five

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2356] michelle,mone
[1530] peer,michelle
[1271] five,days
[1269] tory,peer
[889] cabinet,office
[749] days,before
[679] vip,lane
[661] 150,000
[655] ppe,medpro
[633] covid,deaths

Top Word Pairs in Tweet in G1:
[508] 150,000
[508] 000,covid
[508] covid,deaths
[508] deaths,delaying
[508] delaying,lockdowns
[508] lockdowns,missed
[508] missed,cobra
[508] cobra,meetings
[508] meetings,care
[508] care,homes

Top Word Pairs in Tweet in G2:
[536] michelle,mone
[483] five,days
[441] ppe,medpro
[436] cabinet,office
[434] referred,ppe
[433] plot,thickens
[433] thickens,michelle
[433] mone,story
[433] story,turns
[433] turns,referred

Top Word Pairs in Tweet in G3:
[469] fast,tracked
[469] vip,lane
[467] bbclaurakt,breaking
[462] michelle,mone
[457] five,days
[430] peer,michelle
[428] tory,peer
[427] days,before
[424] breaking,tory
[424] mone,ppe

Top Word Pairs in Tweet in G4:
[312] funny,re
[312] re,more
[312] more,concerned
[312] concerned,millions
[312] millions,costs
[312] costs,keep
[312] keep,public
[312] public,safe
[312] safe,killer
[312] killer,virus

Top Word Pairs in Tweet in G5:
[290] michelle,mone
[267] peer,michelle
[260] cabinet,office
[238] conservative,peer
[237] mone,referred
[237] referred,business
[237] business,cabinet
[237] office,potential
[237] potential,multimillion
[237] multimillion,pound

Top Word Pairs in Tweet in G6:
[322] michelle,mone
[304] peer,michelle
[297] tory,peer
[293] public,right
[293] right,know
[293] know,role
[293] role,tory
[293] mone,award
[293] award,significant
[293] significant,sums

Top Word Pairs in Tweet in G7:
[302] pandemic,unvaccinated
[302] unvaccinated,pandemic
[302] pandemic,working
[302] working,class
[302] class,work
[302] work,ppe
[302] ppe,laid
[301] ronruggiero105,pandemic
[6] again,vaccines
[6] vaccines,reduce

Top Word Pairs in Tweet in G8:
[114] light,omicron
[114] legal,team
[114] team,drafted
[114] drafted,proforma
[114] proforma,letter
[114] letter,healthcare
[114] healthcare,workers
[114] workers,send
[109] michelle,mone
[96] peer,michelle

Top Word Pairs in Tweet in G9:
[32] michelle,mone
[28] ppe,contracts
[19] days,before
[19] before,incorporated
[18] referred,company
[18] contracts,five
[18] five,days
[17] mone,referred
[17] company,ppe
[12] tory,peer

Top Word Pairs in Tweet in G10:
[126] michelle,mone
[69] ppe,contracts
[60] five,days
[58] mone,referred
[57] peer,michelle
[51] days,before
[49] referred,company
[49] company,ppe
[49] tory,peer
[47] before,incorporated

Top Replied-To
Top Replied-To in Entire Graph:
@michellemone
@monyo_ppe
@ilgiornale
@pimr_ppe
@paullewis
@borisjohnson
@geoffroydidier
@thesundaytimes
@sajidjavid
@gbnews

Top Replied-To in G1:
@supertanskiii
@lbcnews
@davidschneider

Top Replied-To in G2:
@paullewis
@noble_nobby
@ian_fraser

Top Replied-To in G3:
@bbclaurakt
@diverchelle

Top Replied-To in G4:
@michaelrosenyes
@nhsconfed
@doctor_oxford
@sarahrosemary3
@adilray
@campbellclaret
@swen_2017
@ros_hutchinson

Top Replied-To in G5:
@dreamer10384678
@nbathard
@jolyonmaugham
@dualit89
@amainsight

Top Replied-To in G6:
@mrharrycole
@angelarayner
@welshmopar
@colinmeikle1

Top Replied-To in G8:
@dpjhodges
@thattimwalker
@mattzarb
@fastcaz88
@jonwensley
@politicabot
@daniela84612544
@coaimpaul
@scum_sky

Top Replied-To in G9:

Top Replied-To in G10:
@michellemone
@thesundaytimes
@jakeykev1
@paullewismoney
@coldwar_steve
@sindalott
@redhawkwinter
@arthur81288011
@jolyonmaugham
@wishfullthinki9

Top Mentioned
Top Mentioned in Entire Graph:
@davidschneider
@paullewis
@bbclaurakt
@goodlawproject
@adilray
@angelarayner
@ronruggiero105
@everydoctoruk
@doctor_oxford
@coaimpaul

Top Mentioned in G1:
@davidschneider
@cpass12david
@sgriffin_lab
@rebeccaboden4
@bbclaurakt
@hewitson10
@adilray
@paullewis
@dianehain
@polyphloisbic

Top Mentioned in G2:
@paullewis
@david_conn
@harleyshah
@davidschneider
@ian_fraser
@harryfoxdavies
@kathviner
@hendopolis
@jefitz76
@simonubsdell

Top Mentioned in G3:
@bbclaurakt
@paullewis
@davidschneider
@david_conn
@diverchelle
@caroldj5
@keithgreaves2
@mickleatherlodz
@googlenews

Top Mentioned in G4:
@adilray
@michaelrosenyes
@nhsconfed
@davidschneider
@rachael_swindon
@bbclaurakt
@paullewis
@benkentish
@moronic110
@campbellclaret

Top Mentioned in G5:
@goodlawproject
@jolyonmaugham
@bbclaurakt
@paullewis
@davidschneider
@doctor_oxford
@adilray
@cjsnowdon
@angelarayner
@somearedead

Top Mentioned in G6:
@angelarayner
@davidschneider
@paullewis
@jeremyasher14
@goodlawproject
@adilray
@bbclaurakt
@pro_larva
@pharm2farm_org
@nanosynthplc

Top Mentioned in G7:
@ronruggiero105
@willplut
@scotpesky
@paullewis

Top Mentioned in G8:
@everydoctoruk
@jujuliagrace
@coaimpaul
@marinapurkiss
@bbclaurakt
@davidschneider
@allthecitizens
@wilsonslondon
@goodlawproject
@sandradunn1955

Top Mentioned in G9:
@cultrhack
@skullyalt
@bastard_bot87
@no_ri_ppe_

Top Mentioned in G10:
@michellemone
@guardian
@paullewismoney
@mrjohnnicolson
@vbritishcoup
@theneospace
@paullewis
@goodlawproject
@bbclaurakt
@davids35202866

Top Tweeters
Top Tweeters in Entire Graph:
@downloaderbot
@jurylady5
@collegemenfess
@roblwilson
@sosorasora3
@citrus_kyoto
@flight_refunds
@fusasippona
@sandradunn1955
@saragomezaranci

Top Tweeters in G1:
@scott1984fp
@gallimaufrey777
@davidlance3
@christinejameis
@hausofrushdi
@jackalsbynight
@zidanesboots
@londonyc
@2_wheeled_wolf
@robinpaulinman

Top Tweeters in G2:
@roblwilson
@mit1953
@paladine
@vespasian91
@rogersurfacings
@wavetop
@dorothy90237074
@heather63262308
@zoompad
@rubycooper007

Top Tweeters in G3:
@bprophetable
@imoanalothutchy
@micksterl_1
@60sleigh
@jazzysid
@papajoe1407
@neutralbrit
@wangenstein
@markhillary
@seonaidsnail

Top Tweeters in G4:
@allchanges
@johnjoechad
@jpjanson
@curiocat13
@margymayell
@childofalba
@catherinemginn
@jbwhitesnake
@mconway70
@ks_1968

Top Tweeters in G5:
@libbyliberalnyc
@ana_captures
@fiona_fionnagal
@innerfury4k
@monibhachu
@guylongworth
@sound_of_sirens
@claracampostor1
@ciluna27
@peterbrownbarra

Top Tweeters in G6:
@hscampoy
@eutopean
@starterpat
@andyc2311
@ft
@minxymartin
@sylv_taylor
@jamdodger4
@barneyhen
@edwards72sue

Top Tweeters in G7:
@thepowerofmeow
@hpfulcanadian
@jaykelly26
@alasdairstuart
@summerasana
@socueme
@dalypolitics
@billhog15360397
@urbanwitch9
@mr_smithsonian

Top Tweeters in G8:
@sandradunn1955
@cleggy261
@magapanthus
@robertgedge
@hacketttom
@david96212152
@redflag3rd
@kingking3107
@jkldnmad
@jagxjr40

Top Tweeters in G9:
@collegemenfess
@paulpaul49
@paulrogers002
@news24_it
@drtommartinphd
@aymanfadel
@mhsconsultancy
@mediasettgcom24
@einpresswirepr
@patc63316307

Top Tweeters in G10:
@guardian
@telegraph
@terryelaineh1
@cmwheatley56
@paddy_mckeanefc
@davidheadviews
@clarknat
@pro4tlzz
@roshbeth
@peterjukes


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