PPE, Twitter, 12/22/2021 1:05:24 PM, 268820


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PPE_2021-12-22_00-48-01.xlsx
PPE_2021-12-22_00-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 22, 2021
Short Description:
PPE via NodeXL https://bit.ly/3ySdBQc
@jolyonmaugham
@jujuliagrace
@dgurdasani1
@ppetoheros
@dominicraab
@goodlawproject
@fearnley_k
@linholden
@drericding
@writesbright

Top hashtags:
#อ้อนแม่ขอไอ้ดำคันใหม่
#kdppe
#perthtanapon
#ppe
#covid19
#wetvawards2021xperth

Description:
Description
The graph represents a network of 8,227 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 Wednesday, 22 December 2021 at 08:56 UTC.

The requested start date was Wednesday, 22 December 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 4-day, 3-hour, 4-minute period from Thursday, 16 December 2021 at 09:23 UTC to Monday, 20 December 2021 at 12:27 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 : 8227
Unique Edges : 5560
Edges With Duplicates : 12033
Total Edges : 17593
Number of Edge Types : 5
Retweet : 5307
MentionsInRetweet : 7416
Replies to : 1348
Mentions : 1988
Tweet : 1534
Self-Loops : 1563
Reciprocated Vertex Pair Ratio : 0.0112324814509481
Reciprocated Edge Ratio : 0.0222154285131968
Connected Components : 1257
Single-Vertex Connected Components : 397
Maximum Vertices in a Connected Component : 3492
Maximum Edges in a Connected Component : 8751
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.794732
Graph Density : 0.000145001199994645
Modularity : 0.54723
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,227 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 Wednesday, 22 December 2021 at 08:56 UTC.

The requested start date was Wednesday, 22 December 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 4-day, 3-hour, 4-minute period from Thursday, 16 December 2021 at 09:23 UTC to Monday, 20 December 2021 at 12:27 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:
[45] https://www.bbc.co.uk/news/uk-northern-ireland-59651994?fbclid=IwAR1VjS-hVTrc0SV8gU3k-vK62-YP22rztr1yqIMj5cgLAFfRIc8uXvsmWJE
[31] https://www.instagram.com/accounts/login/
[19] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[16] https://www.amazon.co.jp/dp/B09NBQKNHT/ref=cm_sw_r_awdo_navT_a_TQ0TG0HX8VYP73N870FZ
[15] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[15] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[8] https://youtu.be/BIoME2v7p34
[8] https://www.cbc.ca/news/canada/ottawa/canadian-ppe-manufacturers-betrayed-federal-government-1.6285473
[7] https://www.theguardian.com/society/2020/apr/20/coronavirus-doctor-ppe-protest-downing-street-london
[6] https://twitter.com/perthppe/status/1472831805648560136

Top URLs in Tweet in G1:
[1] https://www.bbc.co.uk/news/uk-politics-59539589.amp
[1] https://twitter.com/Tobias_Ellwood/status/1472855121042227203
[1] https://twitter.com/msm_monitor/status/1472851889444245505?s=21
[1] https://www.thetimes.co.uk/article/01442d30-4bc9-11ec-a89c-4bee41baeb9c?shareToken=ca5dc80971d2f70a6fa84ca61d01d724
[1] https://www.nytimes.com/2020/11/17/magazine/n95-masks-market-covid.html
[1] https://www.projectn95.org/ppe-for-public
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[1] https://goodlawproject.org/news/conservative-politicians-vip-lane/
[1] https://www.theguardian.com/world/2021/dec/17/hundreds-off-work-ill-at-leading-london-hospital-as-omicron-cases-surge?CMP=Share_AndroidApp_Other
[1] https://twitter.com/NHSActivistRN/status/1344536073104482305

Top URLs in Tweet in G2:
[2] https://twitter.com/TomTugendhat/status/1472852790259195908
[2] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[2] https://www.bbc.co.uk/news/uk-northern-ireland-59651994?fbclid=IwAR1VjS-hVTrc0SV8gU3k-vK62-YP22rztr1yqIMj5cgLAFfRIc8uXvsmWJE
[1] https://twitter.com/guardiannews/status/1472643984036085766
[1] https://twitter.com/JujuliaGrace/status/1472861760587800580
[1] https://twitter.com/NHAparty/status/1471778817496825858
[1] https://twitter.com/silkiecarlo/status/1472344269667065861
[1] https://twitter.com/peterjukes/status/1472729852222623752
[1] https://twitter.com/phat_natsAFC/status/1472846558442016772
[1] https://twitter.com/BritainElects/status/1471696091917783041

Top URLs in Tweet in G3:
[3] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[2] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[1] https://twitter.com/ianvward/status/1472509660477505544
[1] https://twitter.com/liamyoung/status/1472582535016292358
[1] https://twitter.com/jolyonmaugham/status/1471735196739379202

Top URLs in Tweet in G4:
[6] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[4] http://www.changeintomag.com/index.php/today/31162-2016-04-29-13-34-1887100610542043502
[4] https://changeintomagazineonline.blogspot.com/2021/12/ppe.html
[4] https://changeintomagazine.tumblr.com/
[4] https://www.blockdit.com/changeintomagazine
[4] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[3] https://twitter.com/BBCBreakfast/status/1472838884014841861
[3] https://twitter.com/bbcbreakfast/status/1472838884014841861
[2] https://twitter.com/jolyonmaugham/status/1471367144365563905
[2] https://thelincolnite.co.uk/2021/12/ppe-masks-trolley-and-more-removed-from-streets-in-latest-sincil-bank-cleanup/

Top URLs in Tweet in G5:
[13] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[9] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[4] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[2] https://www.bbc.co.uk/news/uk-northern-ireland-59651994
[2] https://twitter.com/educationgovuk/status/1472824123042766851
[1] https://twitter.com/BBCSpotlightNI/status/1470697620502986755
[1] https://twitter.com/educationgovuk/status/1472887579074875398
[1] https://twitter.com/jujuliagrace/status/1472861760587800580
[1] https://twitter.com/WritesBright/status/1471470536865816576
[1] https://twitter.com/bbcbreakfast/status/1472827198600097793

Top URLs in Tweet in G6:
[27] https://www.instagram.com/accounts/login/
[5] https://twitter.com/perthppe/status/1472831805648560136
[3] https://www.youtube.com/watch?v=KjbFCd3bg1U&feature=youtu.be

[2] https://twitter.com/thailandcoming/status/1472884492843032580?s=21
[2] https://www.youtube.com/watch?v=xVIb7Nf9a4w&feature=youtu.be

[2] https://www.youtube.com/watch?v=IeMWepWDBL4&feature=youtu.be

[2] https://twitter.com/sakuchanrock/status/1471659481037950979
[2] https://www.youtube.com/watch?v=hWrxeJd3N4k&feature=youtu.be

[2] https://smarturl.it:443/INTO1HitThePunchline
[2] https://m.weibo.cn/status/4716503356149881?

Top URLs in Tweet in G7:
[39] https://www.bbc.co.uk/news/uk-northern-ireland-59651994?fbclid=IwAR1VjS-hVTrc0SV8gU3k-vK62-YP22rztr1yqIMj5cgLAFfRIc8uXvsmWJE
[1] https://twitter.com/drraghibali/status/1471740859834331137

Top URLs in Tweet in G8:
[8] https://www.cbc.ca/news/canada/ottawa/canadian-ppe-manufacturers-betrayed-federal-government-1.6285473
[2] https://canadastrongmasks.ca
[1] https://www.health.gov.on.ca/en/pro/programs/publichealth/coronavirus/docs/contact_mngmt/management_cases_contacts_omicron.pdf
[1] https://www.thestar.com/news/gta/2021/12/18/rapid-tests-selling-online-for-inlfated-prices-highlights-covid-19-testing-equity-in-gta.html?utm_source=Twitter&utm_medium=SocialMedia&utm_campaign=GTA&utm_content=rapidtestsselling
[1] https://www.globenewswire.com/news-release/2021/12/17/2354747/0/en/Canadian-PPE-gets-Unanimous-Approval-in-the-House-of-Commons.html
[1] https://twitter.com/jasper_nuyens/status/1472548710236237834
[1] https://twitter.com/CBCWindsor/status/1387383598878052360
[1] https://twitter.com/vera_tenacious/status/1471661028031156231
[1] https://twitter.com/ColinDMello/status/1471519935272820738
[1] https://twitter.com/DFisman/status/1471256628674629632

Top URLs in Tweet in G9:
[1] https://wrp.org.uk/wp-content/uploads/2021/12/LEAD-NHS-0819.jpg
[1] https://twitter.com/grantshapps/status/1471141427971338246

Top URLs in Tweet in G10:
[1] https://www.expedienteroyuela.com/2021/12/el-fiscal-mena-planea-recientemente-en-2021-asesinar-a-don-alberto-royuela-y-dar-una-paliza-a-santiago/
[1] https://www.estrelladigital.es/articulo/espana/banco-santander-fue-casero-anos-empresa-villarejo/20181009185254355703.html
[1] https://ec.europa.eu/info/law/law-topic/data-protection/data-protection-eu_es
[1] https://twitter.com/jeanineanez/status/1471241957875744771

Top Domains
Top Domains in Tweet in Entire Graph:
[231] twitter.com
[90] co.uk
[39] co.jp
[38] goodlawproject.org
[31] instagram.com
[20] ppe.pl
[16] youtube.com
[15] bylinetimes.com
[14] ppe-for-usa.com
[13] co.za

Top Domains in Tweet in G1:
[4] twitter.com
[3] co.uk
[2] goodlawproject.org
[1] nytimes.com
[1] projectn95.org
[1] theguardian.com
[1] ac.uk

Top Domains in Tweet in G2:
[12] twitter.com
[3] goodlawproject.org
[2] co.uk

Top Domains in Tweet in G3:
[4] goodlawproject.org
[3] twitter.com
[2] bylinetimes.com

Top Domains in Tweet in G4:
[65] twitter.com
[23] co.uk
[8] adelbergmedical.com
[7] goodlawproject.org
[4] changeintomag.com
[4] blogspot.com
[4] tumblr.com
[4] blockdit.com
[4] dmm.com
[4] bylinetimes.com

Top Domains in Tweet in G5:
[17] goodlawproject.org
[10] twitter.com
[9] bylinetimes.com
[4] co.uk

Top Domains in Tweet in G6:
[27] instagram.com
[18] twitter.com
[9] youtube.com
[5] weibo.com
[2] komchadluek.net
[2] smarturl.it
[2] weibo.cn
[2] xiaohongshu.com
[1] facebook.com

Top Domains in Tweet in G7:
[39] co.uk
[1] twitter.com

Top Domains in Tweet in G8:
[8] cbc.ca
[5] twitter.com
[2] canadastrongmasks.ca
[1] on.ca
[1] thestar.com
[1] globenewswire.com

Top Domains in Tweet in G9:
[1] org.uk
[1] twitter.com

Top Domains in Tweet in G10:
[1] expedienteroyuela.com
[1] estrelladigital.es
[1] europa.eu
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[272] อ้อนแม่ขอไอ้ดำคันใหม่
[250] kdppe
[232] perthtanapon
[171] ppe
[75] covid19
[55] wetvawards2021xperth
[55] saint_sup
[51] มาม๊าครับเซ้นต์จบแล้วนะ
[51] congratstosaintsup
[46] kitajagakita



Top Hashtags in Tweet in G1:
[2] ppe
[1] edutwitter
[1] covidisairborne
[1] covid19
[1] freshairnhs
[1] omicron
[1] jeremyvine
[1] borisout
[1] downingstreetparty
[1] trackandtrace

Top Hashtags in Tweet in G2:
[3] ppe
[2] r4today
[2] goodlawproject
[1] johnsonout
[1] longcovid
[1] nightingale
[1] hospitals
[1] herdimmunity
[1] northshropshire
[1] tories

Top Hashtags in Tweet in G3:
[1] bbcnews
[1] northshropshire
[1] torysleaze
[1] ppe

Top Hashtags in Tweet in G4:
[76] ppe
[10] えなこ
[9] 伊織もえ
[9] 篠崎こころ
[8] 宮本彩希
[8] 吉田早希
[8] つんこ
[8] 茉夏
[8] ppesupplier
[7] covid19

Top Hashtags in Tweet in G5:
[9] edutwitter
[3] covid19
[3] ppe
[2] schools
[2] nhs
[2] goggles
[2] bullyboytories
[1] liarjohnson
[1] criminals
[1] children

Top Hashtags in Tweet in G6:
[272] อ้อนแม่ขอไอ้ดำคันใหม่
[247] kdppe
[229] perthtanapon
[55] saint_sup
[53] wetvawards2021xperth
[51] congratstosaintsup
[51] มาม๊าครับเซ้นต์จบแล้วนะ
[42] spnv2021xinto1
[38] บอกโลกให้รู้ว่ากูรักมึง
[38] telltheworldiloveyou

Top Hashtags in Tweet in G7:
[6] economy
[2] brexit
[2] ppe
[2] nhs
[1] omicron

Top Hashtags in Tweet in G8:
[5] ppe
[4] covidisairborne
[3] votefordout2022
[2] protectmb
[2] covid19
[2] notanad
[2] covid_19
[2] freetherats
[2] rickleary
[2] socialdistancing

Top Hashtags in Tweet in G9:
[1] torycorruption
[1] torysout
[1] ppe
[1] ventilation
[1] shameful
[1] torycovidcatastrophe
[1] nhsheroes
[1] johnsonouttoday

Top Hashtags in Tweet in G10:
[17] cuba
[2] varsovie
[2] espana
[2] expedienteroyuela
[1] belarus
[1] sanchezdimision
[1] bolivia

Top Words
Top Words in Tweet in Entire Graph:
[4333] ppe
[1113] covid
[867] workers
[790] staff
[765] contracts
[761] nhs
[748] over
[694] government
[612] vip
[603] masks

Top Words in Tweet in G1:
[448] workers
[442] healthcare
[254] covid
[240] masks
[236] ffp3
[231] over
[222] uk
[220] died
[219] jujuliagrace
[218] immediately

Top Words in Tweet in G2:
[263] staff
[258] nhs
[249] dominicraab
[244] gruelling
[243] bbcr4today
[241] st
[240] conditions
[238] working
[230] under
[230] thousands

Top Words in Tweet in G3:
[387] jolyonmaugham
[378] ppe
[374] contracts
[317] government
[312] regulator
[301] over
[300] vip
[300] bullied
[298] really
[298] quite

Top Words in Tweet in G4:
[337] ppe
[76] #ppe
[62] covid
[32] workers
[29] staff
[29] being
[27] full
[26] work
[25] more
[24] health

Top Words in Tweet in G5:
[385] ppe
[247] goodlawproject
[246] vip
[230] supplied
[211] lane
[209] companies
[209] use
[209] overruling
[209] concerns
[208] repeatedly

Top Words in Tweet in G6:
[326] นใหม
[323] ดำค
[301] อนแม
[285] #อ
[281] ขอไอ
[256] ร
[247] #kdppe
[229] #perthtanapon
[215] น
[185] perth

Top Words in Tweet in G7:
[77] paid
[76] ppe
[57] allowed
[56] contracts
[55] sturdyalex
[54] government
[48] billions
[47] fucking
[46] scandal
[45] beany_1

Top Words in Tweet in G8:
[72] ppe
[38] masks
[33] cappem2
[32] cheap
[31] barry
[31] hunt
[31] president
[31] domestic
[31] market
[31] saturated

Top Words in Tweet in G9:
[123] dgurdasani1
[120] shortages
[119] nhs
[119] please
[118] staff
[117] hcws
[116] today
[116] chris
[116] whitty
[116] many

Top Words in Tweet in G10:
[82] reneweurope
[74] cuba
[71] hermanntertsch
[69] tienen
[67] interesados
[67] enmienda
[67] presenté
[67] resolución
[67] exigir
[67] garantías

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[547] healthcare,workers
[375] really,quite
[375] quite,grim
[375] grim,government
[375] government,sued
[375] sued,over
[375] over,vip
[375] vip,contracts
[375] contracts,bullied
[375] bullied,regulator

Top Word Pairs in Tweet in G1:
[441] healthcare,workers
[234] ffp3,masks
[217] masks,healthcare
[217] workers,immediately
[217] immediately,over
[217] over,1500
[217] 1500,healthcare
[217] workers,already
[217] already,died
[217] died,covid

Top Word Pairs in Tweet in G2:
[226] gruelling,conditions
[225] dominicraab,bbcr4today
[225] working,under
[225] under,gruelling
[224] paulwaugh,dominicraab
[224] bbcr4today,those
[224] those,staff
[224] staff,working
[224] conditions,suspect
[224] suspect,thousands

Top Word Pairs in Tweet in G3:
[298] really,quite
[298] quite,grim
[298] grim,government
[298] government,sued
[298] sued,over
[298] over,vip
[298] vip,contracts
[298] contracts,bullied
[298] bullied,regulator
[298] regulator,allow

Top Word Pairs in Tweet in G4:
[20] full,ppe
[15] health,care
[15] care,workers
[15] workers,against
[15] passports,mandates
[15] mandates,throw
[14] austrian,health
[14] against,covid
[14] covid,passports
[14] throw,ppe

Top Word Pairs in Tweet in G5:
[230] ppe,supplied
[210] vip,lane
[208] repeatedly,cleared
[208] cleared,use
[206] supplied,vip
[206] lane,companies
[206] companies,repeatedly
[206] use,dhscgovuk
[206] dhscgovuk,overruling
[206] overruling,h_s_e's

Top Word Pairs in Tweet in G6:
[295] ดำค,นใหม
[282] #อ,อนแม
[281] อนแม,ขอไอ
[278] ขอไอ,ดำค
[148] black,car
[144] perth,black
[139] #kdppe,#perthtanapon
[91] car,#อ
[81] #perthtanapon,#kdppe
[62] ร,ธ

Top Word Pairs in Tweet in G7:
[45] fucking,nerve
[45] nerve,minister
[45] minister,government
[45] government,mired
[45] mired,scandal
[45] scandal,awarding
[45] awarding,billions
[45] billions,dodgy
[45] dodgy,contracts
[45] contracts,unusable

Top Word Pairs in Tweet in G8:
[31] barry,hunt
[31] hunt,president
[31] president,cappem2
[31] cappem2,domestic
[31] domestic,market
[31] market,saturated
[31] saturated,cheap
[31] cheap,imports
[31] imports,masks
[31] masks,protective

Top Word Pairs in Tweet in G9:
[117] nhs,staff
[116] today,chris
[116] chris,whitty
[116] whitty,many
[116] many,nhs
[116] staff,ill
[116] ill,shortages
[116] shortages,please
[116] please,protect
[116] protect,hcws

Top Word Pairs in Tweet in G10:
[67] tienen,interesados
[67] interesados,enmienda
[67] enmienda,presenté
[67] presenté,resolución
[67] resolución,cuba
[67] cuba,exigir
[67] exigir,garantías
[67] garantías,llegue
[66] hermanntertsch,tienen
[55] reneweurope,ppe

Top Replied-To
Top Replied-To in Entire Graph:
@zaidecuba
@saydegusano
@monyo_ppe
@moe_ppe
@bbcbreakfast
@john_ppe
@fai_ppe
@dgurdasani1
@perthplangun
@finanzru

Top Replied-To in G1:
@drraghibali
@richardburgon
@nadhimzahawi
@nhsmillion
@bbcpolitics
@sandyboots2020
@gnev2
@angelarayner
@jujuliagrace
@gmb

Top Replied-To in G2:
@bbcbreakfast
@number10cat
@bbcr4today
@bellamackie
@miss_mcinerney
@tobias_ellwood
@longwordmonthly
@peterwalker99
@daveressex
@paulwaugh

Top Replied-To in G3:
@deborahmeaden
@jobrannon1
@jolyonmaugham

Top Replied-To in G4:

Top Replied-To in G5:
@goodlawproject
@tobias_ellwood
@strickomaster
@jjcymru1
@helen_barnowl
@adsquires
@imranuk7
@hitchikerspie
@bobusthesausage
@hubertelski

Top Replied-To in G6:
@moe_ppe
@perthplangun
@perthppe
@mayppe65640849
@forhui_ppe
@ing_ppe
@arttlizz
@bundanyappe
@perth_200190
@mystouruss

Top Replied-To in G7:
@sturdyalex
@beany_1
@richardjmurphy
@rksve
@katiegr37959419
@spacema80683078

Top Replied-To in G8:
@fordnation
@dramirpakdel
@eveexamines
@sgeekfemale
@efox70
@joshpascoe
@imperfectajames
@crofter1798
@gosiagasperophd
@richardzussman

Top Replied-To in G9:
@dgurdasani1
@bwallarthur
@chithanh_
@kprather88
@bbc5live
@drgregkelly

Top Replied-To in G10:
@zaidecuba
@saydegusano
@ncolin_oesterle
@cubandefenders
@hermanntertsch

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@dominicraab
@goodlawproject
@bbcr4today
@jujuliagrace
@paulwaugh
@h_s_e
@dhscgovuk
@dgurdasani1
@trump_123456

Top Mentioned in G1:
@jujuliagrace
@nadhimzahawi
@drraghibali
@gnev2
@gmb
@sgriffin_lab
@borisjohnson
@nhsactivistrn
@kevreah1
@richardburgon

Top Mentioned in G2:
@dominicraab
@bbcr4today
@paulwaugh
@philmyers53
@crowsaoralba1
@jolyonmaugham
@sewingsoooo
@bbcnickrobinson
@marcuschown
@conservatives

Top Mentioned in G3:
@jolyonmaugham
@ukiswitheu
@goodlawproject
@curiosity7709
@deborahmeaden
@writesbright
@jujuliagrace
@lukemcgee
@philmyers53
@graham_boe

Top Mentioned in G4:
@nursingbentley
@river_care
@ftpzq4cj0zqt00l
@belts_zippers
@0nsgckcp6wf49dj
@trainorhelen
@prativajena18

Top Mentioned in G5:
@goodlawproject
@h_s_e
@dhscgovuk
@jolyonmaugham
@writesbright
@neesh_bloggs
@bylinetimes
@jujuliagrace
@dgurdasani1
@elizebiermann

Top Mentioned in G6:
@perthppe
@perthplangun
@ppetrends
@telltheworldilu
@loveinppe
@ppe2003perth
@yinyin_anw
@into1_official_
@perthgalaxy_
@saint_sup

Top Mentioned in G7:
@sturdyalex
@beany_1
@graham_boe
@rachael_swindon
@timolarch
@jolyonmaugham
@mrjunkerbarlow
@richardjmurphy
@philmyers53
@frankie61h

Top Mentioned in G8:
@cappem2
@vera_tenacious
@fordnation
@sarah_colero
@therealelaschuk
@barryhunt008
@globalbc
@dramirpakdel
@rdumont99
@richardzussman

Top Mentioned in G9:
@dgurdasani1
@goodlawproject
@jolyonmaugham
@kit_yates_maths
@kegel7
@g_gosden
@ride4truth
@melpomenemel
@berniedogs4
@sealsniper_urt

Top Mentioned in G10:
@reneweurope
@hermanntertsch
@ppe
@unioneuropea
@ecreurope
@ppe_es
@ecrgroup
@greensefa
@theprogressives
@idgroupep

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@kirin_brewery
@711sej
@hokkahokkap
@aquaclara_info
@nescafe_jp
@ichibankuji
@mrdjones

Top Tweeters in G1:
@americanair
@southwestair
@dingabelle
@christinejameis
@cleggy261
@natalie91231732
@neric16
@pennytindall
@trackntracer
@guse_guse

Top Tweeters in G2:
@roadwarrior29
@tartancobweb
@mckinlay_liz
@catherinemginn
@xraypat
@jbwhitesnake
@dr_shibley
@jorichardskent
@logansteven
@markrowantree

Top Tweeters in G3:
@camz99
@tighnacoille
@uncleprober
@theroigner
@magapanthus
@glynis_fisher
@hacketttom
@sandrahalifax
@peterandann
@zidanesboots

Top Tweeters in G4:
@dev_discourse
@hikiliner0627
@girl_fanfic
@cageyratfish
@bamboogi210
@dinathanthi
@trainorhelen
@blackdouglas
@ayannaimani13
@galattadotcom

Top Tweeters in G5:
@sandradunn1955
@sandssims
@oatcake1967
@blondiesa
@iloveautumn2
@tristramwyatt
@fascinatorfun
@simon_brooke
@countryskills
@peterjukes

Top Tweeters in G6:
@bumbimknok
@schinarat
@genneenne
@wering1419
@kom_chad_luek
@boonzoonlee
@tkmmtrigon
@mislothfortune
@thaiifess
@jutamas0526

Top Tweeters in G7:
@otivar55
@justmebeingme4
@unojen_wood
@daphne_miles
@willshome
@sashasimic
@andypeacock999
@chiclanagirl
@bexbitchley
@nigelheal

Top Tweeters in G8:
@merlinofcanada
@kirkmurphy
@torontostar
@davwain1
@cbcnews
@thetorontosun
@globalbc
@cp24
@elle_v__
@cbctoronto

Top Tweeters in G9:
@fiona_fionnagal
@demiurgotuiter
@marciaj64
@jackalsbynight
@caz5697
@maelysdervenn
@jagxjr40
@rogerablackwell
@malkyc01
@bane_baldy

Top Tweeters in G10:
@perviver
@yyz_perez
@negro3777
@prangelmarmol
@camilafrrz
@despinosa4
@barbara_bitar
@luisfe25
@aesalgadoh
@disidentefrei


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