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PPE_2021-12-18_01-12-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2021
Short Description:
PPE via NodeXL https://bit.ly/3q5da0U
@jolyonmaugham
@dgurdasani1
@goodlawproject
@ppetoheros
@borisjohnson
@paul_briley
@drericding
@orla_hegarty
@zerocovidscot
@stevesays21

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

Description:
Description
The graph represents a network of 8,216 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 18 December 2021 at 09:23 UTC.

The requested start date was Saturday, 18 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 2-day, 4-hour, 11-minute period from Wednesday, 15 December 2021 at 08:08 UTC to Friday, 17 December 2021 at 12:20 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 : 8216
Unique Edges : 5220
Edges With Duplicates : 12311
Total Edges : 17531
Number of Edge Types : 5
Retweet : 5412
MentionsInRetweet : 7214
Replies to : 1264
Mentions : 2090
Tweet : 1551
Self-Loops : 1576
Reciprocated Vertex Pair Ratio : 0.0104353325603457
Reciprocated Edge Ratio : 0.020655122052994
Connected Components : 1207
Single-Vertex Connected Components : 399
Maximum Vertices in a Connected Component : 3482
Maximum Edges in a Connected Component : 8554
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.195741
Graph Density : 0.000142026513591342
Modularity : 0.537086
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,216 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 18 December 2021 at 09:23 UTC.

The requested start date was Saturday, 18 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 2-day, 4-hour, 11-minute period from Wednesday, 15 December 2021 at 08:08 UTC to Friday, 17 December 2021 at 12:20 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
[39] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[26] https://www.instagram.com/accounts/login/
[18] https://www.belfasttelegraph.co.uk/news/northern-ireland/1k-ppe-pack-sold-by-ni-sweets-firm-to-nhs-fetches-5-in-auction-41148415.html
[16] https://www.amazon.co.jp/dp/B09NBQKNHT/ref=cm_sw_r_awdo_navT_a_TQ0TG0HX8VYP73N870FZ
[15] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[10] 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
[7] https://www.bbc.co.uk/news/uk-northern-ireland-59651994
[6] https://ppe-for-usa.com/NIOSH-Approved-N95-High-Filtration-Face-Masks-for-Consumers-Made-In-USA-p266110077

Top URLs in Tweet in G1:
[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://twitter.com/BethRigby/status/1468663319779229703
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[1] https://twitter.com/drraghibali/status/1471740859834331137
[1] https://twitter.com/jolyonmaugham/status/1471735196739379202
[1] https://twitter.com/BorisJohnson/status/1470808110206009345
[1] https://www.belfasttelegraph.co.uk/news/northern-ireland/1k-ppe-pack-sold-by-ni-sweets-firm-to-nhs-fetches-5-in-auction-41148415.html

Top URLs in Tweet in G2:
[30] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[14] https://www.belfasttelegraph.co.uk/news/northern-ireland/1k-ppe-pack-sold-by-ni-sweets-firm-to-nhs-fetches-5-in-auction-41148415.html
[9] https://bylinetimes.com/2021/12/16/ppe-government-panic-bought-during-first-covid-wave-set-to-be-recycled/
[3] https://www.bbc.co.uk/news/uk-northern-ireland-59651994
[3] https://twitter.com/JolyonMaugham/status/1471367144365563905
[2] https://bylinetimes.com/2021/12/10/conservative-donors-miss-out-on-5-billion-ppe-contract/
[1] https://goodlawproject.org/case/procurement-case/
[1] https://twitter.com/BBCSpotlightNI/status/1470697620502986755
[1] https://twitter.com/WritesBright/status/1471470536865816576
[1] https://twitter.com/tonyrawdin9/status/1471723531935399939

Top URLs in Tweet in G3:
[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/
[2] https://www.bbc.co.uk/news/uk-northern-ireland-59651994
[2] https://www.cbc.ca/news/canada/edmonton/misericordia-covid19-outbreak-report-1.6284068?cmp=rss
[2] https://vimeo.com/656588594
[2] https://twitter.com/yglobalmusic/status/1471072544912338944
[2] https://goodlawproject.org/update/government-bullied-watchdog-vips/

Top URLs in Tweet in G4:
[1] https://twitter.com/kebablog/status/1470756704648314888
[1] https://twitter.com/PippaCrerar/status/1470852395869609987
[1] https://www.reuters.com/world/china/china-reports-76-new-covid-19-cases-dec-13-vs-101-day-earlier-2021-12-14/

Top URLs in Tweet in G5:
[4] https://trib.al/XwaXbJr
[1] https://twitter.com/EdwardJDavey/status/1471709561547591682
[1] https://twitter.com/jon_trickett/status/1467850973347524614
[1] https://www.bbc.co.uk/news/uk-politics-59591610
[1] https://twitter.com/NHSActivistRN/status/1344536073104482305
[1] https://twitter.com/writesbright/status/1471470536865816576
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://twitter.com/pippacrerar/status/1471019250127147012
[1] https://twitter.com/alexhallhall/status/1470781828265091076
[1] https://www.theguardian.com/society/2020/apr/20/coronavirus-doctor-ppe-protest-downing-street-london

Top URLs in Tweet in G6:
[21] https://www.instagram.com/accounts/login/
[2] https://smarturl.it:443/INTO1HitThePunchline
[2] https://twitter.com/sakuchanrock/status/1471659481037950979
[2] https://m.weibo.cn/status/4714701747389492
[2] https://www.xiaohongshu.com/discovery/item/61bab66b0000000021035366?xhsshare=CopyLink&appuid=6185235b000000001000ddde&apptime=1639627580
[1] https://awards.komchadluek.net/
[1] https://twitter.com/WeTVThailand/status/1470695064875589636
[1] https://twitter.com/MAYPPE65640849/status/1471108461786107906
[1] https://twitter.com/perthppe/status/1471456863300448257
[1] https://twitter.com/perthplangun/status/1471419398661443587

Top URLs in Tweet in G7:
[1] https://twitter.com/SowetanLIVE/status/1471228897761103881

Top URLs in Tweet in G8:
[7] https://www.cbc.ca/news/canada/ottawa/canadian-ppe-manufacturers-betrayed-federal-government-1.6285473
[2] https://canadastrongmasks.ca
[1] https://twitter.com/davidelfstrom/status/1471269863578554373
[1] https://twitter.com/nieljstewart/status/1471374084277563395
[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
[1] https://www.youtube.com/watch?v=9rZk3ijhI0I&feature=youtu.be

[1] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically

Top URLs in Tweet in G9:
[2] https://www.liberation.fr/international/europe/dans-les-hautes-spheres-de-lunion-europeenne-des-commissaires-et-des-juges-a-lethique-en-toc-20211201_63AW5LPZPNE23NNCMADOXNSGEM/
[1] https://ec.europa.eu/info/law/law-topic/data-protection/data-protection-eu_es
[1] https://www.estrelladigital.es/articulo/espana/banco-santander-fue-casero-anos-empresa-villarejo/20181009185254355703.html
[1] https://twitter.com/jeanineanez/status/1471241957875744771
[1] https://www.lemonde.fr/international/article/2021/12/15/les-eurodeputes-prets-a-porter-roberta-metsola-une-elue-anti-ivg-a-leur-tete_6106142_3210.html
[1] https://revistas2.uepg.br/index.php/olhardeprofessor/article/view/18288
[1] https://twitter.com/TomMayerEuropa/status/1466536984692682753?t=lfqKDot6VMdYjxwyWL1Khw&s=19

Top URLs in Tweet in G10:
[2] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://www.bbc.co.uk/news/uk-northern-ireland-59651994?fbclid=IwAR1VjS-hVTrc0SV8gU3k-vK62-YP22rztr1yqIMj5cgLAFfRIc8uXvsmWJE
[1] https://www.utsa.edu/today/2020/09/story/covid-spread-outdoor-conditions.html
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/?utm_source=Twitter&utm_campaign=CaseNameContentDDMMYY&utm_medium=social%20media
[1] http://classrooms.So
[1] https://twitter.com/Gordon_sutt/status/1471048133463486466

Top Domains
Top Domains in Tweet in Entire Graph:
[205] twitter.com
[108] co.uk
[48] goodlawproject.org
[40] co.jp
[26] instagram.com
[23] co.za
[21] cbc.ca
[19] adelbergmedical.com
[18] theguardian.com
[17] bylinetimes.com

Top Domains in Tweet in G1:
[4] twitter.com
[4] goodlawproject.org
[2] bylinetimes.com
[1] co.uk

Top Domains in Tweet in G2:
[31] goodlawproject.org
[18] co.uk
[11] bylinetimes.com
[10] twitter.com
[1] bbc.in

Top Domains in Tweet in G3:
[57] twitter.com
[21] co.uk
[19] adelbergmedical.com
[5] cbc.ca
[5] blogspot.com
[4] changeintomag.com
[4] tumblr.com
[4] blockdit.com
[4] bylinetimes.com
[4] bentleynursing.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] reuters.com

Top Domains in Tweet in G5:
[10] twitter.com
[4] trib.al
[2] co.uk
[2] theguardian.com
[1] org.uk
[1] gov.uk
[1] goodlawproject.org
[1] bit.ly

Top Domains in Tweet in G6:
[21] instagram.com
[9] twitter.com
[2] smarturl.it
[2] weibo.cn
[2] xiaohongshu.com
[1] komchadluek.net
[1] ch3plus.com
[1] amarintv.com
[1] tiktok.com
[1] facebook.com

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

Top Domains in Tweet in G8:
[7] cbc.ca
[6] twitter.com
[2] canadastrongmasks.ca
[1] youtube.com
[1] ac.uk

Top Domains in Tweet in G9:
[2] twitter.com
[2] liberation.fr
[1] europa.eu
[1] estrelladigital.es
[1] lemonde.fr
[1] uepg.br

Top Domains in Tweet in G10:
[2] ac.uk
[1] co.uk
[1] utsa.edu
[1] goodlawproject.org
[1] classrooms.so
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[272] อ้อนแม่ขอไอ้ดำคันใหม่
[194] kdppe
[192] ppe
[176] perthtanapon
[75] wetvawards2021xperth
[64] covid19
[59] saint_sup
[53] มาม๊าครับเซ้นต์จบแล้วนะ
[51] congratstosaintsup
[43] spnv2021xinto1



Top Hashtags in Tweet in G1:
[3] bullyboytories
[1] omicron
[1] northshropshire
[1] torysleaze
[1] ppe
[1] uq

Top Hashtags in Tweet in G2:
[6] ppe
[4] nhs
[3] torylies
[3] oneruleforthem
[2] spotlightni
[1] enoughisenough
[1] timeforchange
[1] billions
[1] incompetent
[1] civilservants

Top Hashtags in Tweet in G3:
[93] ppe
[19] ppesupplier
[14] safety
[12] safetyfirst
[10] covid19
[8] facemasks
[7] workwear
[6] gloves
[6] covid
[6] 篠崎こころ

Top Hashtags in Tweet in G4:
[5] ppe
[4] schoolmeals
[4] socialhousing
[4] watertreatment
[4] torydonors
[3] nnn
[1] covidisairborne
[1] toryincompetence
[1] torysout
[1] ventilation

Top Hashtags in Tweet in G5:
[6] nhsmandate
[4] torycorruption
[3] voteconservative
[3] inflation
[2] ppe
[2] covidisairborne
[2] starmerout
[1] parliamentaryconservativeparty
[1] brexit
[1] erg

Top Hashtags in Tweet in G6:
[272] อ้อนแม่ขอไอ้ดำคันใหม่
[189] kdppe
[171] perthtanapon
[71] wetvawards2021xperth
[59] saint_sup
[51] congratstosaintsup
[51] มาม๊าครับเซ้นต์จบแล้วนะ
[43] spnv2021xinto1
[39] into1
[36] บอกโลกให้รู้ว่ากูรักมึง

Top Hashtags in Tweet in G8:
[7] ppe
[6] covid19
[5] covidisairborne
[4] onted
[4] rickleary
[4] vaxxed
[4] doublestandard
[2] protectmb
[2] notanad
[2] preprint

Top Hashtags in Tweet in G9:
[17] cuba
[3] pfue
[2] expedienteroyuela
[1] espana
[1] sanchezdimision
[1] bolivia
[1] coherence
[1] clartépolitique
[1] europe
[1] olhardeprofessor

Top Hashtags in Tweet in G10:
[11] shropshirenorth
[2] covid19
[1] wearamask
[1] trackandtrace
[1] ppe
[1] cronies
[1] nhs
[1] toriesoutnow
[1] omicron
[1] freshairnhs

Top Words
Top Words in Tweet in Entire Graph:
[5005] ppe
[1384] contracts
[1381] government
[1232] vip
[1121] over
[1095] jolyonmaugham
[1007] bullied
[1002] regulator
[1001] really
[965] allow

Top Words in Tweet in G1:
[923] jolyonmaugham
[886] contracts
[878] ppe
[854] government
[847] regulator
[812] really
[812] over
[812] bullied
[811] quite
[811] vip

Top Words in Tweet in G2:
[684] ppe
[413] goodlawproject
[308] vip
[270] supplied
[265] sleaze
[241] use
[238] lane
[236] companies
[236] dhscgovuk
[234] overruling

Top Words in Tweet in G3:
[331] ppe
[93] #ppe
[67] covid
[34] health
[32] റ
[32] workers
[28] ക
[26] more
[26] against
[25] care

Top Words in Tweet in G4:
[278] dgurdasani1
[263] staff
[263] protect
[263] hcws
[262] today
[262] chris
[262] whitty
[262] many
[262] nhs
[262] ill

Top Words in Tweet in G5:
[154] ppe
[56] nhs
[52] borisjohnson
[47] contracts
[37] nhsactivistrn
[36] trace
[33] year
[33] track
[28] staff
[28] money

Top Words in Tweet in G6:
[326] นใหม
[323] ดำค
[301] อนแม
[285] #อ
[281] ขอไอ
[259] น
[240] ร
[189] #kdppe
[184] ว
[181] perth

Top Words in Tweet in G7:
[191] ppe
[145] ones
[145] magnum
[145] ice
[145] cream
[144] robertmarawa
[46] priorities
[46] country
[46] bizarre
[46] looters

Top Words in Tweet in G8:
[58] ppe
[38] masks
[36] cappem2
[32] vera_tenacious
[32] barry
[32] hunt
[32] president
[32] cheap
[31] domestic
[31] market

Top Words in Tweet in G9:
[84] reneweurope
[74] cuba
[71] hermanntertsch
[69] tienen
[68] ppe
[67] interesados
[67] enmienda
[67] presenté
[67] resolución
[67] exigir

Top Words in Tweet in G10:
[96] ppe
[38] work
[30] doctors
[27] drraghibali
[27] nadhimzahawi
[25] care
[21] given
[20] risk
[19] rooms
[19] staff

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

Top Word Pairs in Tweet in G1:
[810] really,quite
[810] quite,grim
[810] grim,government
[810] government,sued
[810] sued,over
[810] over,vip
[810] vip,contracts
[810] contracts,bullied
[810] bullied,regulator
[810] regulator,allow

Top Word Pairs in Tweet in G2:
[270] ppe,supplied
[237] vip,lane
[232] supplied,vip
[232] lane,companies
[232] companies,repeatedly
[232] repeatedly,cleared
[232] cleared,use
[232] use,dhscgovuk
[232] dhscgovuk,overruling
[232] overruling,h_s_e's

Top Word Pairs in Tweet in G3:
[22] workers,against
[21] austrian,health
[21] health,care
[21] care,workers
[21] passports,mandates
[21] mandates,throw
[21] ppe,outside
[20] against,covid
[20] covid,passports
[20] throw,ppe

Top Word Pairs in Tweet in G4:
[262] today,chris
[262] chris,whitty
[262] whitty,many
[262] many,nhs
[262] nhs,staff
[262] staff,ill
[262] ill,shortages
[262] shortages,please
[262] please,protect
[262] protect,hcws

Top Word Pairs in Tweet in G5:
[32] ppe,contracts
[32] track,trace
[22] nursesayno,borisjohnson
[22] borisjohnson,gnev2
[22] gnev2,mrtopple
[22] mrtopple,gmbnhs
[22] gmbnhs,uniteinhealth
[22] uniteinhealth,we_ownit
[22] we_ownit,keepnhspublic
[22] keepnhspublic,nhsmillion

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
[113] #kdppe,#perthtanapon
[91] car,#อ
[54] เพ,ร
[53] นใหม,perth

Top Word Pairs in Tweet in G7:
[145] ppe,ones
[145] ones,magnum
[145] magnum,ice
[145] ice,cream
[144] robertmarawa,ppe
[46] priorities,country
[46] country,bizarre
[46] bizarre,ppe
[46] ppe,looters
[46] looters,walking

Top Word Pairs in Tweet in G8:
[32] 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:
[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 Word Pairs in Tweet in G10:
[27] drraghibali,nadhimzahawi
[18] given,ppe
[17] nadhimzahawi,raghib
[17] raghib,doctors
[17] doctors,trained
[17] trained,given
[17] ppe,spend
[17] spend,hours
[17] hours,poorly
[17] poorly,ventilated

Top Replied-To
Top Replied-To in Entire Graph:
@zaidecuba
@saydegusano
@monyo_ppe
@timjames16
@moe_ppe
@dgurdasani1
@goodlawproject
@finanzru
@ride4truth
@drraghibali

Top Replied-To in G1:
@jolyonmaugham
@goodlawproject

Top Replied-To in G2:
@goodlawproject
@andrewmarr9
@radiodandy75
@hitchikerspie
@writesbright
@paulbernaluk
@nancyba226
@jon_trickett
@kbgreyhoundlady
@sally_ghazali

Top Replied-To in G3:

Top Replied-To in G4:
@dgurdasani1
@bbcnireland
@meddyglou
@titanflux
@cathari18465929
@jolyonmaugham

Top Replied-To in G5:
@borisjohnson
@richardburgon
@jacob_rees_mogg
@theonetruedaddy
@dominic2306
@rhonddabryant
@greenjennyjones
@nursesayno
@martinmckee
@mdbuckley

Top Replied-To in G6:
@moe_ppe
@mayppe65640849
@perthplangun
@pplachigo
@unelotus
@warwanarat
@52squared_
@rachelguo81
@perth_200190
@mystouruss

Top Replied-To in G8:
@cp24
@qualifyfor
@efox70
@odspoverty
@joshpascoe
@leftistsuk
@dylanlubao
@sweeney_np
@hstefansonmb
@d1s4b1l1ty

Top Replied-To in G9:
@zaidecuba
@saydegusano
@cspillmann
@cubandefenders
@hermanntertsch
@quatremer

Top Replied-To in G10:
@ride4truth
@drraghibali
@michaelrosenyes
@jeremycorbyn
@sandyboots2020
@guse_guse
@sajidjavid
@timperceval
@nadja_beb
@katekennedy66

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@goodlawproject
@dgurdasani1
@h_s_e
@dhscgovuk
@robertmarawa
@trump_123456
@davidschneider
@reneweurope
@orla_hegarty

Top Mentioned in G1:
@jolyonmaugham
@goodlawproject
@birdman2
@june22ali
@deborahmeaden
@agildedeye
@drjonbailey
@taffthedragon
@nadhimzahawi
@sturdyalex

Top Mentioned in G2:
@goodlawproject
@h_s_e
@dhscgovuk
@jolyonmaugham
@paulbernaluk
@bbcspotlightni
@writesbright
@lyndseytelford
@bylinetimes
@dgurdasani1

Top Mentioned in G3:
@nursingbentley
@ftpzq4cj0zqt00l
@belts_zippers

Top Mentioned in G4:
@dgurdasani1
@jolyonmaugham
@goodlawproject
@kegel7
@marcusfitzsimon
@ruthholliday1
@nanosynthplc
@pharm2farm_org
@kit_yates_maths
@wizardbattery

Top Mentioned in G5:
@borisjohnson
@nhsactivistrn
@nhsmillion
@gnev2
@mrtopple
@gmbnhs
@uniteinhealth
@we_ownit
@keepnhspublic
@frankotron

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

Top Mentioned in G7:
@robertmarawa
@sisi_sasha

Top Mentioned in G8:
@cappem2
@vera_tenacious
@fordnation
@barryhunt008
@jonathanrosy
@qualifyfor
@uhn
@joshpascoe
@who
@torontostar

Top Mentioned in G9:
@reneweurope
@hermanntertsch
@ppe
@unioneuropea
@ecreurope
@ppe_es
@greensefa
@theprogressives
@ecrgroup
@idgroupep

Top Mentioned in G10:
@nadhimzahawi
@drraghibali
@rachaelmaskell
@sgriffin_lab
@mrsteddybea
@sajidjavid
@taylor1612
@jnewsham
@lbc
@theoldlostroad

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@kirin_brewery
@caramelcorn1971
@hokkahokkap
@aquaclara_info
@nescafe_jp
@ichibankuji
@mrdjones

Top Tweeters in G1:
@camz99
@tighnacoille
@cleggy261
@uncleprober
@theroigner
@magapanthus
@glynis_fisher
@hacketttom
@sandrahalifax
@peterandann

Top Tweeters in G2:
@sandradunn1955
@profsunnysingh
@sandssims
@oatcake1967
@blondiesa
@paulbernaluk
@hawkins_carole
@iloveautumn2
@peradventur3
@matilda_w_

Top Tweeters in G3:
@crweworld
@agenparl
@dev_discourse
@paultyredagh81
@vuking
@cageyratfish
@7thspacecom
@dinathanthi
@lmv6719
@blackdouglas

Top Tweeters in G4:
@thefabledaesop
@suegray834
@fiona_fionnagal
@demiurgotuiter
@openpodbaydoor_
@marciaj64
@jackalsbynight
@maelysdervenn
@jagxjr40
@spoonhead8

Top Tweeters in G5:
@bbcnews
@mrs_coyle
@pennytindall
@trackntracer
@mennewsdesk
@starterpat
@susanchubb1
@imincorrigible
@michaelbarnes54
@alfredgliddon

Top Tweeters in G6:
@daow2daysagokid
@bumbimknok
@schinarat
@genneenne
@wering1419
@boonzoonlee
@mislothfortune
@tkmmtrigon
@thaiifess
@52squared_

Top Tweeters in G7:
@drinkopoppapi
@ndux_m
@its_kagiso
@lekohd_
@mumsy_
@azania_magwala
@marvinmanele
@abutimatt
@lwazmerodlams
@hlengz_

Top Tweeters in G8:
@natricer
@disguisedevilin
@torontostar
@cbcnews
@thetorontosun
@cp24
@wouldstaley93
@elle_v__
@cbctoronto
@jchilton666

Top Tweeters in G9:
@perviver
@yyz_perez
@negro3777
@prangelmarmol
@camilafrrz
@despinosa4
@barbara_bitar
@libe
@luisfe25
@aesalgadoh

Top Tweeters in G10:
@christinejameis
@michaelrosenyes
@guse_guse
@miftyjackson
@ronague
@philewis
@martinandrea86
@lbc
@bccletts
@pandascottish


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