PPE, Twitter, 12/7/2021 9:32:07 PM, 267885


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PPE_2021-12-07_04-21-37.xlsx
PPE_2021-12-07_04-21-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2021
Short Description:
PPE via NodeXL https://bit.ly/3rKzjE3
@goodlawproject
@vbritishcoup
@ppe_sale
@marinapurkiss
@borisjohnson
@jessphillips
@garethicke
@conservatives
@johnhuwevans2
@thesundaytimes

Top hashtags:
#kdppe
#perthtanapon
#ppe
#supertunachallenge
#covid19
#racist

Description:
Description
The graph represents a network of 8,185 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 December 2021 at 12:28 UTC.

The requested start date was Tuesday, 07 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 3-day, 2-hour, 34-minute period from Friday, 03 December 2021 at 09:46 UTC to Monday, 06 December 2021 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 : 8185
Unique Edges : 5633
Edges With Duplicates : 12552
Total Edges : 18185
Number of Edge Types : 5
Retweet : 5601
MentionsInRetweet : 8363
Tweet : 1379
Replies to : 1157
Mentions : 1685
Self-Loops : 1412
Reciprocated Vertex Pair Ratio : 0.00779520739101145
Reciprocated Edge Ratio : 0.0154698242933537
Connected Components : 1038
Single-Vertex Connected Components : 344
Maximum Vertices in a Connected Component : 3619
Maximum Edges in a Connected Component : 9914
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.681795
Graph Density : 0.000156331080326587
Modularity : 0.543849
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,185 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 07 December 2021 at 12:28 UTC.

The requested start date was Tuesday, 07 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 3-day, 2-hour, 34-minute period from Friday, 03 December 2021 at 09:46 UTC to Monday, 06 December 2021 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:
[69] https://www.hmv.co.jp/artist_月刊少年チャンピオン編集部_000000000458136/item_《ローソン・HMV限定特典:クリアファイル》-月刊少年チャンピオン-2022年-1月号_12357297
[17] https://www.dailymail.co.uk/news/article-10276141/Heart-attack-patients-dying-medics-PPE-time-resuscitate-them.html
[14] https://www.mirror.co.uk/news/uk-news/heart-attack-patients-dying-doctors-25619483
[11] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[11] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[7] https://www.instagram.com/accounts/login/
[6] https://www.independent.co.uk/voices/matt-hancock-jess-phillips-ppe-contracts-peston-b1968727.html
[5] https://yorkshirebylines.co.uk/politics/two-pints-of-lager-and-a-covid-contract-please/
[5] http://www.lawson.co.jp/service/loppi/coupon/
[5] https://twitter.com/snhr_minami/status/1467693953562853377

Top URLs in Tweet in G1:
[1] https://www.lbc.co.uk/radio/presenters/james-obrien/full-interview-with-matt-hancocks-pub-landlord/
[1] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_iOSApp_Other
[1] https://twitter.com/stevebarclay/status/1467777746864680962
[1] https://twitter.com/SteveBarclay/status/1467777746864680962
[1] https://news.sky.com/story/covid-19-minister-denies-government-acted-too-late-in-bringing-back-pre-departure-tests-amid-spread-of-omicron-variant-12488117
[1] https://twitter.com/lucyallan/status/1466892797592715265
[1] https://twitter.com/DrNeelie/status/1467423033392607236
[1] https://twitter.com/acgrayling/status/1467425512985354246

Top URLs in Tweet in G2:
[1] https://twitter.com/NewsBFM/status/1466354799876530176
[1] https://twitter.com/fidonasir/status/1465492017710911491
[1] https://twitter.com/NaratifRakyat/status/1466811376513417216

Top URLs in Tweet in G3:
[1] https://twitter.com/Otto_English/status/1467280450028814343
[1] https://www.youtube.com/watch?v=bkyl0WHCwKA

[1] https://www.theguardian.com/lifeandstyle/2021/dec/04/it-hits-you-when-people-say-they-cant-afford-milk-the-superhero-plumber-who-keeps-his-community-warm
[1] https://www.theguardian.com/business/2021/dec/03/uk-government-covid-loan-watchdog-national-audit-office?CMP=Share_AndroidApp_Other
[1] https://www.bbc.co.uk/news/56174954
[1] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[1] https://goodlawproject.org/news/conservative-politicians-vip-lane/
[1] https://twitter.com/JolyonMaugham/status/1359262445869613059
[1] https://twitter.com/SkyNews/status/1467783980724461572
[1] https://twitter.com/charliejgardner/status/1466377931601727495

Top URLs in Tweet in G4:
[13] https://www.dailymail.co.uk/news/article-10276141/Heart-attack-patients-dying-medics-PPE-time-resuscitate-them.html
[4] https://twitter.com/snhr_minami/status/1467693953562853377
[3] http://pt.afl.rakuten.co.jp/c/0f81da09.d35b2b57.t=ssml10000101/_RTssml10000101?url=https%3A%2F%2Fbooks.rakuten.co.jp%2Frb%2F16951622%2F%3Fscid%3Dwe_twt_upc443&surlid=1440&surldt=20211205113948
[3] https://yazing.com/deals/brookwoodmed/MikeElla
[2] https://www.mirror.co.uk/news/uk-news/heart-attack-patients-dying-doctors-25619483?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.newsmond.com/heart-attack-patients-are-dying-as-doctors-cant-put-ppe-on-in-time-before-resuscitation/
[2] https://www.instagram.com/accounts/login/
[2] https://gobnewsonline.com/heart-attack-patients-are-dying-because-medics-cant-put-on-full-ppe-in-time-to-resuscitate-them/
[2] https://www.mirror.co.uk/news/uk-news/heart-attack-patients-dying-doctors-25619483
[2] http://dailym.ai/is

Top URLs in Tweet in G5:
[3] https://www.thenational.scot/news/19713423.eu-funds-37-million-award-nhs-scotland-ppe-despite-brexit/?ref=twtrec
[2] https://blogs.cdc.gov/niosh-science-blog/2020/06/10/ppe-burden/
[1] https://twitter.com/medscape/status/1466708796160593927
[1] https://twitter.com/mimij9/status/1466335373391536133
[1] https://anze.co.uk/

Top URLs in Tweet in G6:
[2] https://www.telegraph.co.uk/news/2020/04/20/exclusivemillions-pieces-ppe-shipped-britain-europe-despite/
[2] https://www.suffolklive.com/news/gallery/gallery-photos-unusable-ppe-suffolk-6170341
[1] https://www.independent.co.uk/voices/matt-hancock-jess-phillips-ppe-contracts-peston-b1968727.html
[1] https://www.independent.co.uk/news/uk/home-news/covid-uk-ppe-containers-suffolk-nhs-b1760678.html
[1] https://www.bbc.co.uk/news/uk-england-suffolk-59541774
[1] https://www.eadt.co.uk/news/no-ppe-in-shipping-containers-in-eye-8480242
[1] https://www.theguardian.com/uk-news/2021/oct/18/uk-government-told-reveal-firms-given-vip-covid-contracts-ppe
[1] https://www.mirror.co.uk/news/politics/uks-biggest-ppe-suppliers-ignored-24175698
[1] https://twitter.com/_JD_Black/status/1248923855596511232
[1] https://twitter.com/itvpeston/status/1466186167611760644

Top URLs in Tweet in G7:
[4] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[2] https://twitter.com/thelucyjohnston/status/1467485791458897921
[2] https://www.express.co.uk/news/politics/1530722/brexit-latest-news-old-bexley-sidcup-by-election-remainers-rejoin-labour-conservative-ont
[2] https://www.express.co.uk/comment/expresscomment/1531542/child-killers-ukip-capital-punishment-arthur-labinjo-hughes-murder
[2] https://www.express.co.uk/news/politics/1531778/emmanuel-macron-news-brexit-britain-uk-france-relations-boris-johnson-clown
[2] https://www.theguardian.com/us-news/2021/dec/05/trump-double-negative-twitter-electoral-fraud
[2] https://www.express.co.uk/sport/cricket/1530925/Yorkshire-coaching-staff-leave-racism-scandal-cricket-news
[1] https://twitter.com/nigel_farage/status/1467597513473544205
[1] https://twitter.com/kirstyreformuk/status/1467431249979617290
[1] https://twitter.com/politicsforali/status/1467195366525358097

Top URLs in Tweet in G8:
[10] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[8] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[1] https://buff.ly/3Dmue70
[1] https://twitter.com/mrjoelclark/status/1467537201915441157
[1] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[1] https://twitter.com/RRT_UK/status/1467104490113413124
[1] https://grammarist.com/interesting-words/bravado/
[1] https://twitter.com/BlayneyDeborah/status/1466722272819961861?s=19
[1] https://www.theguardian.com/politics/2021/dec/04/call-for-tory-peer-michelle-mone-to-resign-as-accuser-speaks-out-in-alleged-racism-row?CMP=Share_iOSApp_Other

Top URLs in Tweet in G9:
[1] https://www.instagram.com/accounts/login/

Top Domains
Top Domains in Tweet in Entire Graph:
[210] twitter.com
[101] co.jp
[97] co.uk
[39] theguardian.com
[26] youtube.com
[19] ppe.pl
[9] instagram.com
[8] ppe-for-usa.com
[6] co.za
[6] komchadluek.net

Top Domains in Tweet in G1:
[5] twitter.com
[1] co.uk
[1] theguardian.com
[1] sky.com

Top Domains in Tweet in G2:
[3] twitter.com

Top Domains in Tweet in G3:
[10] twitter.com
[4] theguardian.com
[2] co.uk
[1] youtube.com
[1] goodlawproject.org
[1] bmj.com
[1] spendmatters.com

Top Domains in Tweet in G4:
[52] twitter.com
[33] co.uk
[5] co.jp
[4] msn.com
[3] dailym.ai
[3] yazing.com
[3] youtube.com
[2] newsmond.com
[2] instagram.com
[2] gobnewsonline.com

Top Domains in Tweet in G5:
[3] thenational.scot
[2] twitter.com
[2] cdc.gov
[1] co.uk

Top Domains in Tweet in G6:
[7] co.uk
[2] suffolklive.com
[2] twitter.com
[1] theguardian.com
[1] indy100.com

Top Domains in Tweet in G7:
[14] twitter.com
[13] co.uk
[4] ac.uk
[2] theguardian.com
[1] phmpt.org
[1] spiked-online.com
[1] reuters.com
[1] englishconstitutionparty.com
[1] bmj.com
[1] breakingnews.ie

Top Domains in Tweet in G8:
[22] theguardian.com
[3] twitter.com
[1] buff.ly
[1] grammarist.com
[1] co.uk

Top Domains in Tweet in G9:
[1] instagram.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[122] kdppe
[114] perthtanapon
[111] ppe
[29] supertunachallenge
[29] covid19
[28] racist
[28] happybirthdayjin
[24] モルパ新アクセサリー
[20] torycorruption
[20] บอกโลกให้รู้ว่ากูรักมึง



Top Hashtags in Tweet in G1:
[2] torylies
[1] hancock
[1] torygaslighting
[1] johnsonout
[1] torycriminalsunfittogovern
[1] torysleaze
[1] torycorruption
[1] toryscum
[1] torycorrupt
[1] iopc

Top Hashtags in Tweet in G3:
[7] marr
[5] boristheliar
[5] torycorruption
[4] ppe
[3] torycriminalsunfittogovern
[3] otd
[2] toryshambles
[2] toryliars
[2] nhs
[2] brexitshambles

Top Hashtags in Tweet in G4:
[44] ppe
[8] えなこ
[6] workwear
[5] 篠崎こころ
[5] covid19
[5] retail
[4] 伊織もえ
[4] safety
[3] よきゅーん
[3] つんこ

Top Hashtags in Tweet in G5:
[2] torycriminals
[1] holdthemtoaccount

Top Hashtags in Tweet in G6:
[11] oswestry
[11] gtto
[6] ipswich
[6] eye
[4] ppe
[2] vip
[2] tories
[2] hunt
[1] peston
[1] nasty

Top Hashtags in Tweet in G7:
[3] covid19
[2] newbritain
[2] jacindaardern
[1] nudge
[1] resist
[1] ubered
[1] newworldorder
[1] theconstitutionisthesolution
[1] wearamask
[1] shameonsturgeon

Top Hashtags in Tweet in G8:
[25] racist
[4] ppe
[4] torycorruption
[2] labournw
[2] rapidreliefteam
[2] exclusivebrethren
[2] riskyrishi
[2] tory
[2] michellemone
[2] corruption

Top Hashtags in Tweet in G9:
[1] phoenixmassacre

Top Hashtags in Tweet in G10:
[1] 702breakfast

Top Words
Top Words in Tweet in Entire Graph:
[3472] ppe
[1604] menteri
[1604] kesihatan
[1580] companies
[1560] goodlawproject
[1530] lawyers
[1524] project
[1522] revealed
[1518] received
[1518] letters

Top Words in Tweet in G1:
[1392] goodlawproject
[1382] companies
[1379] revealed
[1376] letters
[1375] vbritishcoup
[1374] received
[1374] threatening
[1374] expensive
[1374] lawyers
[1374] hired

Top Words in Tweet in G2:
[1604] menteri
[1604] kesihatan
[549] syedakramin
[538] penasihat
[536] ada
[534] malaysia
[534] sudah
[534] khas
[534] timbalan
[534] sekarang

Top Words in Tweet in G3:
[196] ppe
[70] contracts
[50] more
[41] trace
[38] carryonkeith
[37] conservatives
[37] nhs
[37] services
[37] very
[36] change

Top Words in Tweet in G4:
[270] ppe
[44] #ppe
[38] covid
[38] patients
[37] heart
[36] full
[35] put
[34] time
[34] dying
[29] attack

Top Words in Tweet in G5:
[241] ppe
[195] govt
[195] nhs
[193] marinapurkiss
[192] shortage
[192] staff
[191] xmas
[191] party
[191] gaslighting
[191] told

Top Words in Tweet in G6:
[196] jessphillips
[139] ppe
[137] contracts
[116] hancock
[110] matt
[93] matthancock
[89] itvpeston
[79] word
[72] mates
[72] claiming

Top Words in Tweet in G7:
[61] ppe
[40] correct
[29] markburse
[16] one
[15] people
[15] time
[14] ticerichard
[13] used
[13] using
[13] job

Top Words in Tweet in G8:
[95] vip
[65] ppe
[64] michelle
[64] list
[63] response
[62] sajid
[62] javid
[62] acting
[62] swiftly
[62] omicron

Top Words in Tweet in G9:
[304] one
[162] ppe
[152] happy
[152] birthday
[152] mahasha
[152] rampedi
[152] unraveled
[152] corruption
[152] exposed
[152] sars

Top Words in Tweet in G10:
[140] ppe
[138] bonglez
[138] crisis
[138] leadership
[138] vaccine
[138] messaging
[138] policing
[138] intelligence
[138] failures
[138] few

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1602] menteri,kesihatan
[1513] vbritishcoup,goodlawproject
[1512] received,threatening
[1512] threatening,letters
[1512] letters,expensive
[1512] expensive,lawyers
[1512] lawyers,hired
[1511] goodlawproject,received
[1511] hired,companies
[1511] companies,project

Top Word Pairs in Tweet in G1:
[1375] vbritishcoup,goodlawproject
[1374] received,threatening
[1374] threatening,letters
[1374] letters,expensive
[1374] expensive,lawyers
[1374] lawyers,hired
[1373] goodlawproject,received
[1373] hired,companies
[1373] companies,project
[1373] project,revealed

Top Word Pairs in Tweet in G2:
[1602] menteri,kesihatan
[534] malaysia,sudah
[534] sudah,ada
[534] ada,menteri
[534] kesihatan,penasihat
[534] penasihat,khas
[534] khas,menteri
[534] kesihatan,timbalan
[534] timbalan,menteri
[534] kesihatan,sekarang

Top Word Pairs in Tweet in G3:
[51] ppe,contracts
[35] rishi,sunak
[35] sunak,taxing
[35] taxing,very
[35] very,backside
[35] backside,invest
[35] invest,more
[35] more,tackling
[35] tackling,climate
[35] climate,change

Top Word Pairs in Tweet in G4:
[32] patients,dying
[28] full,ppe
[28] attack,patients
[27] heart,attack
[26] ppe,time
[20] put,full
[19] dying,medics
[19] medics,put
[16] ppe,contracts
[15] time,resuscitate

Top Word Pairs in Tweet in G5:
[192] nhs,staff
[191] xmas,party
[191] party,gaslighting
[191] gaslighting,govt
[191] govt,told
[191] told,ppe
[191] ppe,shortage
[191] shortage,nhs
[191] staff,sporting
[190] marinapurkiss,xmas

Top Word Pairs in Tweet in G6:
[110] matt,hancock
[86] jessphillips,matthancock
[74] ppe,contracts
[69] word,jessphillips
[69] jessphillips,absolutely
[69] absolutely,eviscerates
[69] eviscerates,matt
[69] hancock,handing
[69] handing,ppe
[69] contracts,mates

Top Word Pairs in Tweet in G7:
[37] correct,ppe
[11] davidkurten,correct
[11] ticerichard,correct
[10] minimum,n95
[10] respirator,used
[10] always,using
[10] using,correct
[10] markburse,davidkurten
[10] markburse,ticerichard
[9] n95,respirator

Top Word Pairs in Tweet in G8:
[62] sajid,javid
[62] javid,acting
[62] acting,swiftly
[62] swiftly,response
[62] response,omicron
[62] omicron,variant
[62] variant,already
[62] already,drawn
[62] drawn,list
[62] list,vip

Top Word Pairs in Tweet in G9:
[152] happy,birthday
[152] birthday,mahasha
[152] mahasha,rampedi
[152] rampedi,one
[152] one,unraveled
[152] unraveled,ppe
[152] ppe,corruption
[152] corruption,one
[152] one,exposed
[152] exposed,sars

Top Word Pairs in Tweet in G10:
[138] crisis,leadership
[138] leadership,vaccine
[138] vaccine,messaging
[138] messaging,policing
[138] policing,intelligence
[138] intelligence,failures
[138] failures,few
[138] few,zupta
[138] zupta,ppe
[137] bonglez,crisis

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@snhr_minami
@lucyallan
@ppe_ee825
@yasu_ppe
@michellemone
@sb19schairman
@geoffroydidier
@yokyu_n
@dpjhodges

Top Replied-To in G1:
@goodlawproject
@johnlilburne4
@cooliodealio
@arismetique
@haggis_uk
@paultempleman6
@dminghella
@charliedeltalum
@thegarypayne
@coaimpaul

Top Replied-To in G2:
@syedakramin

Top Replied-To in G3:
@lucyallan
@drnshastrihurst
@johnredwood
@borisjohnson
@darrengrimes_
@jolyonmaugham
@no_overall
@bbcpolitics
@themajortom7
@conservatives

Top Replied-To in G4:

Top Replied-To in G5:
@bettinasross1
@bmay
@marinapurkiss
@1010surgery
@walleyray
@shaunanoonan5

Top Replied-To in G6:
@itvpeston
@dpj1980
@johnjnorris
@matthancock
@heavy_dave
@andrewnotbot
@grumpeogh
@feministfest
@kirstyevans1988
@doctor_oxford

Top Replied-To in G7:
@fyldepete
@guardian
@dominicraab
@matthewnewell67
@flossyflange
@davidkurten
@ticerichard
@typofoto
@k10aug
@mymasterr

Top Replied-To in G8:
@michellemone
@adambienkov
@iammorris11
@gerryhassan
@yvettecoopermp
@suesuezep
@bweberd
@davidmsoutar
@fballscout
@andreww72392439

Top Replied-To in G9:
@johnada04769603
@npa_prosecutes
@thesoul29855810

Top Replied-To in G10:
@lindsaymanthey
@bonglez

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@vbritishcoup
@syedakramin
@marinapurkiss
@jessphillips
@mmodiba10
@bonglez
@mzwanelemanyi
@matthancock
@garethicke

Top Mentioned in G1:
@goodlawproject
@vbritishcoup
@cpeedell
@joneseyvisitin1
@toucandiversity
@stephentaylor8
@arismetique
@ace_gunner14
@uptheworkers
@peterpetermac1

Top Mentioned in G2:
@syedakramin
@ismailsabri60

Top Mentioned in G3:
@carryonkeith
@conservatives
@metpoliceuk
@goodlawproject
@vbritishcoup
@chrisha33342711
@drnshastrihurst
@jolyonmaugham
@borisjohnson
@poorscousertom

Top Mentioned in G4:
@karenju62258050
@michaelleella
@taylor1612
@terryge53296637
@elenacresci
@aryankhan____
@newsmond1
@psuitenetwork

Top Mentioned in G5:
@marinapurkiss
@kerrysm56798438
@vbritishcoup
@goodlawproject
@janestevenson68
@bettinasross1
@mavismoggie
@bmay
@gordon_riches
@mojos55

Top Mentioned in G6:
@jessphillips
@matthancock
@itvpeston
@doctor_oxford
@dpj1980
@vbritishcoup
@goodlawproject
@euflagmafia
@ciabaudo
@cccburysted

Top Mentioned in G7:
@markburse
@ticerichard
@davidkurten
@thesundaytimes
@juliahb1
@typofoto
@politicsforali
@afneil
@essexpr
@drkrugerdunning

Top Mentioned in G8:
@borisjohnson_mp
@angelarayner
@jdpoc
@michellemone
@adambienkov
@goodlawproject
@2primates
@vbritishcoup
@lidf2014
@shiftytherat1

Top Mentioned in G9:
@mmodiba10
@npa_prosecutes
@pietrampedi
@pretorianews
@mikzozo2
@johnada04769603
@ontimeempire
@seamasha66
@kathradafound
@derek_hanekom

Top Mentioned in G10:
@bonglez
@khonzim
@radio702
@mzwanelemanyi

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@kirin_brewery
@docomo_dmarket
@hyoketsu_kirin
@georgia_japan
@dominos_jp
@threadreaderapp
@ichiban_kirin

Top Tweeters in G1:
@sandradunn1955
@lesleygsmith3
@hazelglasgow
@tartancobweb
@christinejameis
@margymayell
@mit1953
@jbwhitesnake
@mstkindeed
@carolehope2

Top Tweeters in G2:
@syahidarzzz
@syafi_keyrh
@intnnrsyfk
@nxrishxxx97
@ammxr_z
@frhnlee_
@cfatenz
@fiyrahzirah
@syhada_halim
@___aisz

Top Tweeters in G3:
@skynews
@trackntracer
@iamhamesh
@seusssl
@minxymartin
@jeanid123
@jhinkley24
@ledredman
@thetimes
@bj_gardener

Top Tweeters in G4:
@newsoneplace
@linuxlkml
@cnnnews18
@asher_wolf
@investwatchblog
@newsfeedsmedia
@dyradyre
@daisy_iksan
@todayheadline42
@iammirax_

Top Tweeters in G5:
@allchanges
@mojos55
@euethnic
@catherinemginn
@cleggy261
@terryelaineh1
@kimbru49
@drhoctor2
@jazzaoxon
@knittedkittie

Top Tweeters in G6:
@magapanthus
@peterandann
@dbashby
@ciabaudo
@mauriceg88
@politicswatch15
@jagxjr40
@dbkell
@johnandi
@juliebjewellery

Top Tweeters in G7:
@guardian
@rob_kimbell
@saffiya_khan1
@yvettehenson
@cromwellstuff
@black_author
@traceyjayp_
@ravanelliterry
@davspurs
@essexpr

Top Tweeters in G8:
@roblwilson
@cblazblaz
@stop1984
@goddess1345
@gwinniejones
@kevinpascoe
@hugh_canning
@oohincensed
@allanskerratt
@carbonsaveruk

Top Tweeters in G9:
@danielmarven
@mxo1
@shake_x11
@nwabe2
@sthenjwa_muji
@opolotjohnpaul
@thahulamafu
@fighterkamza
@tumelolove
@o_infinity

Top Tweeters in G10:
@vusisambo
@radio702
@paldron
@kabelodick
@grimmsdottr
@mathenjm
@sardinefever
@lindsaymanthey
@chan_nav
@keletso30933369


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