PPE, Twitter, 1/22/2022 10:00:34 AM, 270484


FAQ | Problem?

PPE_2022-01-22_01-12-01.xlsx
PPE_2022-01-22_01-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 22, 2022
Short Description:
PPE via NodeXL https://bit.ly/3GUg3bQ
@withorpe
@borisjohnson
@doctor_oxford
@davidschneider
@wendy35992335
@nickfeik
@gardenerspike
@goodlawproject
@kristie00374988
@trackntracer

Top hashtags:
#viuoriginallineup2022
#kdppe
#perthtanapon
#viuoriginal22xperth
#ppe

Description:
Description
The graph represents a network of 8,047 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, 22 January 2022 at 09:22 UTC.

The requested start date was Saturday, 22 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, 19-minute period from Wednesday, 19 January 2022 at 11:02 UTC to Friday, 21 January 2022 at 12:22 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 : 8047
Unique Edges : 4917
Edges With Duplicates : 12857
Total Edges : 17774
Number of Edge Types : 5
Retweet : 5842
MentionsInRetweet : 8138
Replies to : 1015
Mentions : 1575
Tweet : 1204
Self-Loops : 1225
Reciprocated Vertex Pair Ratio : 0.0105359132813291
Reciprocated Edge Ratio : 0.0208521303258145
Connected Components : 949
Single-Vertex Connected Components : 297
Maximum Vertices in a Connected Component : 4319
Maximum Edges in a Connected Component : 10435
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.543886
Graph Density : 0.000154063186015566
Modularity : 0.537383
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,047 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, 22 January 2022 at 09:22 UTC.

The requested start date was Saturday, 22 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, 19-minute period from Wednesday, 19 January 2022 at 11:02 UTC to Friday, 21 January 2022 at 12:22 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:
[25] https://www.youtube.com/watch?v=Wk88WtRrV2I&feature=youtu.be

[18] https://www.sbs.com.au/news/cleaners-at-sydney-s-westmead-hospital-refuse-to-enter-covid-19-unit-over-ppe-shortage/009abee7-0fcf-45e2-ac0c-2527c12a9f65
[16] https://www.etsy.com/uk/ZebraMingo/listing/1072211321/wash-bag-make-up-bag-ppe-bag-sloth?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1642664048000
[11] https://www.instagram.com/accounts/login/
[8] https://fullfact.org/health/boris-johnson-domestic-ppe-pmqs/
[6] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[5] https://www.youtube.com/watch?v=mCeIHNiwZMk&feature=youtu.be

[5] https://www.youtube.com/watch?v=iADFF0AQ-Y4&feature=youtu.be

[5] https://www.eldiestro.es/2022/01/bombazo-del-expedienteroyuela-sacan-a-la-luz-la-presunta-agenda-secreta-de-margarita-robles/
[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fevents%2F307767834641208%2F

Top URLs in Tweet in G1:
[2] https://www.theguardian.com/politics/2022/jan/20/uks-truss-warns-russia-of-terrible-quagmire-if-it-invades-ukraine?CMP=Share_AndroidApp_Other
[1] https://www.theguardian.com/world/2020/apr/22/revealed-private-firm-running-uk-ppe-stockpile-was-sold-in-middle-of-pandemic
[1] https://twitter.com/13sarahmurphy/status/1483879760577150981
[1] https://twitter.com/bbcquestiontime/status/1484304746643177475

Top URLs in Tweet in G2:
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.journalofhospitalinfection.com%2Farticle%2FS0195-6701%2821%2900427-8%2Ffulltext&rc=0
[1] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://twitter.com/RoshanaMN/status/1483854272794181634
[1] https://twitter.com/davesumnersmith/status/1484060304317337601
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[1] https://twitter.com/BBCPolitics/status/1483782528544694276

Top URLs in Tweet in G3:
[5] https://www.eldiestro.es/2022/01/bombazo-del-expedienteroyuela-sacan-a-la-luz-la-presunta-agenda-secreta-de-margarita-robles/
[3] https://psdparlamentoeuropeu.pt/noticias/eurodeputados-do-psd-renovam-cargos-nas-coordenacoes-do-grupo-ppe
[1] https://www.youtube.com/watch?v=S160ToQqoC8

[1] https://twitter.com/PPE_FR/status/1483859373147541508
[1] https://twitter.com/Eberretta/status/1484491729801728000
[1] https://twitter.com/ncolin_oesterle/status/1484199593315295233
[1] https://twitter.com/renaissance_ue/status/1484067461603463168
[1] https://twitter.com/avecvalerie/status/1483904075490078740
[1] https://twitter.com/ManfredWeber/status/1483854944457445377
[1] https://vm.tiktok.com/ZMLd5yNyy/

Top URLs in Tweet in G4:
[2] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://twitter.com/borisjohnson/status/1483873206066896896
[1] https://twitter.com/MJRowe2/status/1484094506362449921

Top URLs in Tweet in G5:
[3] https://productphotoediting.com/services/
[2] https://www.instagram.com/accounts/login/
[2] https://www.scottishlegal.com/articles/analysis-reflections-on-the-judicial-review-application-on-the-uk-governments-use-of-a-ppe-vip-lane
[2] http://alkoplus.com/
[2] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_AndroidApp_Other
[1] https://twitter.com/AzurSchmitt/status/1483482030620958734
[1] https://www.thelondonfinancial.com/politics/the-tightrope-of-international-investment
[1] https://twitter.com/eziamor/status/1483434992852213763
[1] https://twitter.com/Reuters/status/1483733470631411713
[1] https://twitter.com/GBNEWS/status/1483728460157796352

Top URLs in Tweet in G6:
[3] https://www.independent.co.uk/news/uk/politics/covid-ppe-court-vip-suppliers-b1991440.html
[1] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/
[1] https://www.change.org/p/nadine-dorries-save-the-bbc-oppose-the-abolition-of-the-license-fee?recruiter=1147627213&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=7d237bec72944bcfbcabf866834c8723&recruited_by_id=4c215a40-f26e-11ea-ae7e-5bfc77c343f5
[1] https://www.bbc.co.uk/news/uk-59968037
[1] https://twitter.com/PrivateEyeNews/status/1483794457753444365
[1] https://twitter.com/MarcDavenant/status/1483579143224799232
[1] https://www.youtube.com/watch?v=-WUbwe8im8A&feature=youtu.be

[1] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239
[1] https://www.bigissue.com/news/government-vip-lane-for-ppe-companies-was-unlawful/

Top URLs in Tweet in G7:
[1] https://twitter.com/BorisJohnson/status/1483873206066896896
[1] https://twitter.com/nikkijfox/status/1484190803090186241
[1] https://twitter.com/withorpe/status/1484228860816371728
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules

Top URLs in Tweet in G8:
[1] https://twitter.com/DrKarenOBrien/status/1483654279101829122
[1] https://cleanaircrew.org/masks/

Top URLs in Tweet in G9:
[25] https://www.youtube.com/watch?v=Wk88WtRrV2I&feature=youtu.be

[9] https://www.instagram.com/accounts/login/
[5] https://www.youtube.com/watch?v=mCeIHNiwZMk&feature=youtu.be

[5] https://www.youtube.com/watch?v=iADFF0AQ-Y4&feature=youtu.be

[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fevents%2F307767834641208%2F
[2] https://twitter.com/perthppe/status/1484471248033705994
[2] https://www.facebook.com/watch/?v=1169641747199145&extid=NS-UNK-UNK-UNK-AN_GK0T-GK1C&ref=sharing
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F1881432408810607%2Fposts%2F3428870850733414%2F%3Fd%3Dn
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F108826005014448%2Fposts%2F115559501007765%2F
[2] https://www.youtube.com/watch?v=sVzMrHMQz34&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[176] twitter.com
[56] youtube.com
[32] co.uk
[21] theguardian.com
[18] com.au
[16] etsy.com
[15] facebook.com
[12] instagram.com
[9] fullfact.org
[8] bit.ly

Top Domains in Tweet in G1:
[3] theguardian.com
[2] twitter.com

Top Domains in Tweet in G2:
[3] twitter.com
[1] theguardian.com
[1] elsevierhealth.com
[1] ac.uk
[1] goodlawproject.org

Top Domains in Tweet in G3:
[20] twitter.com
[5] eldiestro.es
[3] psdparlamentoeuropeu.pt
[1] youtube.com
[1] tiktok.com
[1] lemonde.fr
[1] contexte.com
[1] nouvelobs.com

Top Domains in Tweet in G4:
[2] twitter.com
[2] goodlawproject.org

Top Domains in Tweet in G5:
[60] twitter.com
[14] co.uk
[3] tiktok.com
[3] edu.sa
[3] productphotoediting.com
[2] instagram.com
[2] scottishlegal.com
[2] youtube.com
[2] alkoplus.com
[2] co.za

Top Domains in Tweet in G6:
[5] co.uk
[2] twitter.com
[1] theguardian.com
[1] goodlawproject.org
[1] change.org
[1] youtube.com
[1] sky.com
[1] bigissue.com

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

Top Domains in Tweet in G8:
[1] twitter.com
[1] cleanaircrew.org

Top Domains in Tweet in G9:
[40] youtube.com
[17] twitter.com
[13] facebook.com
[10] instagram.com
[2] kazzmarket.com
[1] mozello.com
[1] bit.ly
[1] youtu.be
[1] goo.gl
[1] thedailybangkok.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[284] viuoriginallineup2022
[255] kdppe
[239] perthtanapon
[229] viuoriginal22xperth
[189] ppe
[90] บอกโลกให้รู้ว่ากูรักมึง
[85] telltheworldiloveyou
[81] นัดกันข้าวกองxบอกโลก
[68] lunaticchallenge
[65] presidentedellarepubblica



Top Hashtags in Tweet in G1:
[1] happynewyear

Top Hashtags in Tweet in G2:
[3] pmqs
[2] downingstreetparties
[2] corruption
[2] ppe
[1] toriesdevoidofshame
[1] toriesunfittogovern
[1] covid19
[1] itsonlykillingtheover80s
[1] testandtrace
[1] nobodytoldme

Top Hashtags in Tweet in G3:
[22] ppe
[21] manfredweber
[21] diviseur
[18] macron
[12] pfue2022
[12] asn
[8] posei
[7] directpe
[5] expedienteroyuela
[5] lr

Top Hashtags in Tweet in G4:
[1] downingstreetbriefing

Top Hashtags in Tweet in G5:
[70] ppe
[20] presidentedellarepubblica
[20] presidente
[20] mariodraghi
[20] pd
[20] m5s
[20] forzaitalia
[20] lega
[20] gruppomisto
[20] centro

Top Hashtags in Tweet in G6:
[2] torycorruption
[2] brexit
[2] ppe
[1] lineofduty
[1] toryblackmail
[1] bbclicencefee
[1] malfeasanceinpublicoffice
[1] covid19
[1] pmqs
[1] gtto

Top Hashtags in Tweet in G7:
[4] nhs
[1] torycriminalsunfittogovern
[1] torycriminals
[1] toriesout
[1] commonsense
[1] brexitsavedukfromeuvaccineshambles
[1] astrazeneca
[1] lepetitprick
[1] vipcontracts
[1] childpoverty

Top Hashtags in Tweet in G8:
[4] wearfullppeforashift
[1] covid19aus

Top Hashtags in Tweet in G9:
[283] viuoriginallineup2022
[252] kdppe
[236] perthtanapon
[229] viuoriginal22xperth
[90] บอกโลกให้รู้ว่ากูรักมึง
[85] telltheworldiloveyou
[79] นัดกันข้าวกองxบอกโลก
[51] ยอร์ชยงศิลป์
[39] mycoach
[29] viuthedifference

Top Words
Top Words in Tweet in Entire Graph:
[4758] ppe
[1537] procurement
[1504] lying
[1500] went
[1499] process
[1494] single
[1493] withorpe
[1492] stage
[1491] decision
[1490] known

Top Words in Tweet in G1:
[1407] ppe
[1391] withorpe
[1385] procurement
[1384] michael
[1384] gove
[1384] single
[1384] decision
[1384] went
[1384] stage
[1384] process

Top Words in Tweet in G2:
[1123] doctor_oxford
[1077] borisjohnson
[1030] people
[1027] working
[1023] hard
[1021] downing
[1020] finding
[1020] stomach
[1020] dominic
[1020] raab

Top Words in Tweet in G3:
[122] ppe
[72] emmanuelmacron
[72] président
[64] valérie
[56] parlement
[55] devrait
[52] europe
[49] européen
[48] ses
[47] pécresse

Top Words in Tweet in G4:
[578] covid
[340] ppe
[319] care
[318] late
[290] lockdowns
[289] davidschneider
[288] 170k
[288] dead
[288] highest
[288] death

Top Words in Tweet in G5:
[243] ppe
[70] #ppe
[26] covid
[25] masks
[24] more
[22] times
[20] government
[20] #presidentedellarepubblica
[20] #presidente
[20] #mariodraghi

Top Words in Tweet in G6:
[259] ppe
[151] contracts
[148] goodlawproject
[130] vip
[126] lane
[124] unlawful
[123] office
[121] asked
[121] cabinet
[120] commonspacac

Top Words in Tweet in G7:
[83] ppe
[40] nhs
[29] track
[28] trace
[28] covid
[25] people
[20] gmb
[18] staff
[17] rix24x
[14] deaths

Top Words in Tweet in G8:
[662] rats
[412] ppe
[264] need
[133] health
[132] unions
[132] sector
[132] teachers
[132] hospitality
[132] transport
[131] nickfeik

Top Words in Tweet in G9:
[480] ร
[283] #viuoriginallineup2022
[252] ว
[252] #kdppe
[236] #perthtanapon
[229] #viuoriginal22xperth
[220] ง
[215] น
[198] ก
[182] บ

Top Words in Tweet in G10:
[136] child
[135] worked
[135] during
[135] student
[135] placement
[135] degree
[135] c19
[135] started
[135] scared
[135] mum

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1519] ppe,procurement
[1486] michael,gove
[1486] gove,single
[1486] single,ppe
[1486] procurement,decision
[1486] decision,went
[1486] went,stage
[1486] stage,process
[1486] process,lying
[1486] lying,known

Top Word Pairs in Tweet in G1:
[1385] ppe,procurement
[1384] michael,gove
[1384] gove,single
[1384] single,ppe
[1384] procurement,decision
[1384] decision,went
[1384] went,stage
[1384] stage,process
[1384] process,lying
[1384] lying,known

Top Word Pairs in Tweet in G2:
[1021] people,working
[1020] finding,hard
[1020] hard,stomach
[1020] stomach,dominic
[1020] dominic,raab
[1020] raab,defending
[1020] defending,borisjohnson
[1020] borisjohnson,downing
[1020] downing,st
[1020] st,cockpit

Top Word Pairs in Tweet in G3:
[49] parlement,européen
[45] valérie,pécresse
[43] emmanuelmacron,plutôt
[43] plutôt,locomotive
[43] locomotive,europe
[43] europe,déplaise
[43] déplaise,valérie
[43] pécresse,devrait
[43] devrait,travailler
[43] travailler,ses

Top Word Pairs in Tweet in G4:
[289] ppe,covid
[288] 170k,dead
[288] dead,highest
[288] highest,covid
[288] covid,death
[288] death,toll
[288] toll,europe
[288] europe,late
[288] late,lockdowns
[288] lockdowns,bags

Top Word Pairs in Tweet in G5:
[20] #presidentedellarepubblica,#presidente
[20] #presidente,#mariodraghi
[20] #mariodraghi,#pd
[20] #pd,#m5s
[20] #m5s,#forzaitalia
[20] #forzaitalia,#lega
[20] #lega,#gruppomisto
[20] #gruppomisto,#centro
[20] #centro,#salvini
[20] #salvini,#berlusconi

Top Word Pairs in Tweet in G6:
[126] vip,lane
[123] ppe,vip
[121] cabinet,office
[120] asked,commonspacac
[120] commonspacac,today
[120] today,unlawful
[120] unlawful,ppe
[120] lane,contracts
[120] contracts,cabinet
[120] office,permanent

Top Word Pairs in Tweet in G7:
[27] track,trace
[13] ppe,contracts
[10] talkradio,juliahb1
[9] nhs,staff
[8] highest,covid
[8] covid,deaths
[8] 37,billion
[8] established,ppe
[7] ppe,procurement
[6] juliahb1,jakeberry

Top Word Pairs in Tweet in G8:
[396] rats,ppe
[264] need,rats
[132] unions,need
[132] ppe,health
[132] health,sector
[132] sector,need
[132] ppe,teachers
[132] teachers,rats
[132] ppe,hospitality
[132] hospitality,rats

Top Word Pairs in Tweet in G9:
[188] #viuoriginallineup2022,#viuoriginal22xperth
[130] #kdppe,#perthtanapon
[102] เพ,ร
[101] ร,ว
[100] #perthtanapon,#kdppe
[98] ว,าก
[98] าก,ร
[98] ร,กม
[98] กม,ง
[93] ร,ธ

Top Word Pairs in Tweet in G10:
[135] child,worked
[135] worked,during
[135] during,student
[135] student,placement
[135] placement,degree
[135] degree,c19
[135] c19,started
[135] started,scared
[135] scared,mum
[135] mum,call

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@format_ppe
@borisjohnson
@kon_ppe
@jeremyvineon5
@arnauddanjean
@tippe_ppe
@rix24x
@rolem03_chick
@gmb

Top Replied-To in G1:
@ellandback1919
@withorpe
@steaf_russ
@johnbrab
@eczemaboy
@scottbentonmp

Top Replied-To in G2:
@borisjohnson
@doctor_oxford
@stevencambs
@matthewstadlen
@beany_1
@pacogodia
@jonotter
@nickreeves9876
@warriorcatv2
@lovelygeezer65

Top Replied-To in G3:
@arnauddanjean
@tlhogintlatseng
@vpecresse
@misolgua
@melisha_empire
@emukumbo
@geoffroydidier
@andreuseigne
@manfredweber
@fxbellamy

Top Replied-To in G4:
@windsorlad
@adilray
@pkwyorks

Top Replied-To in G5:

Top Replied-To in G6:
@goodlawproject
@rishisunak
@johnmcdonnellmp
@suesuezep
@wilsonhead27
@bill_esterson
@kaybeelon
@adamwagner1
@benwansell
@flodwyns

Top Replied-To in G7:
@gmb
@rix24x
@talkradio
@dustinmoris
@rec777777
@sajidjavid
@calumma39050800
@brexitbuster
@westhammatters
@clarky1972steve

Top Replied-To in G8:
@vic_rollison
@imusing
@prguy17
@trishhepworth
@abc730

Top Replied-To in G9:
@ohmpawatt
@viu_th
@mayppe65640849
@perthppe
@majorgroup
@perthplangun
@moe_ppe
@_idowhatilove_
@iam_treewi
@oueiija

Top Replied-To in G10:
@fabulousmrsfox

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@doctor_oxford
@borisjohnson
@davidschneider
@goodlawproject
@gardenerspike
@nickfeik
@commonspacac
@emmanuelmacron
@may_roma

Top Mentioned in G1:
@withorpe
@hackedoffhugh
@ljr1626
@jodythompson
@jaybo312
@johnbrab
@rachael_swindon
@patrici89225734
@scottandrew444
@matthancock

Top Mentioned in G2:
@doctor_oxford
@borisjohnson
@withorpe
@10downingstreet
@chemman5511
@screamofficial
@marykennan1
@leshieloves
@sammypops
@mjb302

Top Mentioned in G3:
@emmanuelmacron
@ppe
@gaetan34070
@arnauddanjean
@lesrepublicains
@ppe_fr
@robertametsola
@europe2022fr
@valerieboyer13
@eldiestro_

Top Mentioned in G4:
@davidschneider
@am1874northwich
@withorpe
@doctor_oxford
@borisjohnson
@stkjohnboy
@suesuezep
@nhsnurse15
@adilray

Top Mentioned in G5:
@lewisev76005298
@brexistentialc
@gerussit
@taka11sinn
@tebogomosito6

Top Mentioned in G6:
@goodlawproject
@commonspacac
@withorpe
@beany_1
@everydoctoruk
@rishisunak
@doctor_oxford
@borisjohnson
@bbcnews
@suesuezep

Top Mentioned in G7:
@gmb
@juliahb1
@sajidjavid
@rix24x
@daviemoo
@borisjohnson
@susannareid100
@talkradio
@gawainlittle
@jakeberry

Top Mentioned in G8:
@nickfeik
@oneplanetmikey
@unitedworkersoz
@clareoneilmp
@mark_butler_mp
@crappy_videos
@prguy17
@neelajan
@lachiemc64
@vic_rollison

Top Mentioned in G9:
@perthppe
@ppetrends
@perthplangun
@allaroundperth
@loveinppe
@telltheworldilu
@viu_th
@majorgroup
@perthgalaxy_
@iam_treewi

Top Mentioned in G10:
@gardenerspike
@markdodds11
@jamesdelingpole
@giveusaquid
@valkyrie20201
@lettingfocus
@waynecur
@fabulousmrsfox
@withorpe
@nhs100k

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@kirin_company
@itoham_inc
@mncp_official
@downloaderbot
@danielpilotte1
@oiochakun
@s9tmt
@stigmabaseu
@durobelinda

Top Tweeters in G1:
@cathymcrorie
@imoanalothutchy
@aceso84
@ppiixx
@meallyhen
@awarding_women
@philmorandi
@kevthecheff
@hugorelly
@rosaselvagem93

Top Tweeters in G2:
@s9tmt
@lesleygsmith3
@tighnacoille
@childofalba
@carolehope2
@sufiboy
@e2dot7182818284
@heather63262308
@eileenvn
@gemandmoll

Top Tweeters in G3:
@becaes_
@marclandes40
@she534
@costeslioneler
@legrouxvincent
@edira2
@bfmtv
@fleur2108
@abc_es
@welt

Top Tweeters in G4:
@davidlance3
@curiocat13
@suegray834
@mstkindeed
@forumeditor
@hausofrushdi
@csibike1
@philipjtaylor1
@katiec1314
@aev1609

Top Tweeters in G5:
@stigmabaseu
@bharianmy
@jodikoberinski
@nanyangpress
@newscentermaine
@whas11
@einpresswirepr
@wfsbnews
@guzmanlaetitia
@sermm91

Top Tweeters in G6:
@roblwilson
@allchanges
@ferguson2811
@fiona_fionnagal
@bbcnews
@sydesjokes
@againsthunting
@beamabeorg
@jfjabbo
@eutopean

Top Tweeters in G7:
@hughjaeger
@natalie91231732
@trackntracer
@fascinatorfun
@aspitweets
@bibbeth6
@patrickslavin5
@gothboyuk
@carogersno1
@andrewknight226

Top Tweeters in G8:
@3wombats
@cunningham_cch
@fedupofpollys
@morpheusbeing
@cscviews
@qldaah
@thebigship
@drrimmer
@docwsjames
@neric16

Top Tweeters in G9:
@noonathty
@tkmmtrigon
@hillkar123
@witheunnie
@rorrung_
@aung_sucha
@sfkkfs_
@md_ppe
@ys_ppe
@twilightenjoy

Top Tweeters in G10:
@johnwest_jaws
@conndec
@tangroy17
@normanwshenley
@barbaragoggin4
@horace1922
@turandot2016
@jamesdelingpole
@eve82140453
@danieleydmann