PPE, Twitter, 1/27/2022 12:51:42 PM, 270740


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PPE_2022-01-27_02-51-22.xlsx
PPE_2022-01-27_02-51-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2022
Short Description:
PPE via NodeXL https://bit.ly/3H8MNhR
@withorpe
@davidschneider
@borisjohnson
@nedspoon
@sundaytimesza
@beckettunite
@goodlawproject
@gardenerspike
@trackntracer
@sherylozzy

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

Description:
Description
The graph represents a network of 8,104 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 Thursday, 27 January 2022 at 11:03 UTC.

The requested start date was Thursday, 27 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 6-day, 2-hour, 39-minute period from Thursday, 20 January 2022 at 09:41 UTC to Wednesday, 26 January 2022 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 : 8104
Unique Edges : 4198
Edges With Duplicates : 12504
Total Edges : 16702
Number of Edge Types : 5
Retweet : 5580
MentionsInRetweet : 6963
Tweet : 1367
Replies to : 1180
Mentions : 1612
Self-Loops : 1393
Reciprocated Vertex Pair Ratio : 0.0126809561216474
Reciprocated Edge Ratio : 0.0250443262411348
Connected Components : 1043
Single-Vertex Connected Components : 332
Maximum Vertices in a Connected Component : 4153
Maximum Edges in a Connected Component : 9155
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 4.622011
Graph Density : 0.000137421224927479
Modularity : 0.529599
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,104 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 Thursday, 27 January 2022 at 11:03 UTC.

The requested start date was Thursday, 27 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 6-day, 2-hour, 39-minute period from Thursday, 20 January 2022 at 09:41 UTC to Wednesday, 26 January 2022 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:
[20] https://www.youtube.com/watch?v=Wk88WtRrV2I&feature=youtu.be

[19] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-businessman-ndlovu-scores-big-in-irregular-ppe-contracts/
[16] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[9] https://www.instagram.com/accounts/login/
[9] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[8] https://fullfact.org/health/boris-johnson-domestic-ppe-pmqs/
[7] 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
[5] https://ewn.co.za/2022/01/26/dot-failed-to-follow-process-in-appointing-ppe-service-provider-for-taxi-sector-siu?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.youtube.com/watch?v=iADFF0AQ-Y4&feature=youtu.be

[5] https://www.news24.com/news24/southafrica/news/supplier-inflated-prices-by-almost-100-for-covid-19-ppe-contract-with-gauteng-health-dept-siu-20220126

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://twitter.com/borisjohnson/status/1483873206066896896
[1] https://twitter.com/AdamBienkov/status/1486285305867087876
[1] https://twitter.com/theeconomist/status/1486269216177238018
[1] https://twitter.com/MJRowe2/status/1484094506362449921

Top URLs in Tweet in G3:
[7] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[2] https://twitter.com/bryan_k1/status/1486270559407288321
[2] https://www.theguardian.com/world/2020/nov/17/businessman-gabriel-gonzalez-andersson-paid-taxpayer-cash-for-securing-nhs-ppe
[1] https://twitter.com/ninapinabudhabi/status/1486215795374018560
[1] https://twitter.com/timsmyff/status/1486304450205691913?s=20
[1] https://www.theguardian.com/politics/2022/jan/17/lords-standards-commissioner-launches-inquiry-into-michelle-mone
[1] https://www.theguardian.com/world/2022/jan/14/government-dispute-vip-lane-firm-referred-tory-peer-michelle-mone-ppe-medpro
[1] https://twitter.com/BorisJohnson/status/1483873206066896896
[1] https://twitter.com/nikkijfox/status/1484190803090186241
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts

Top URLs in Tweet in G4:
[3] https://productphotoediting.com/services/
[2] https://www.lalapanzisitgerus.co.za/
[2] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_AndroidApp_Other
[2] https://daily-khabar.xyz/up-elections-man-information-papers-sporting-ppe-package-holding-sanitiser-thermal-scanner/
[2] https://www.news24.com/news24/southafrica/news/supplier-inflated-prices-by-almost-100-for-covid-19-ppe-contract-with-gauteng-health-dept-siu-20220126
[2] https://www.ebay.com/e/b&i/business-recovery-051721?mkcid=1&mkrid=711-53200-19255-0&siteid=0&campid=5338817859&toolid=10001&customid&mkevt=1
[2] https://www.ebay.co.uk/itm/175128991391?hash=item28c680569f%3Ag%3ApfkAAOSwjN1h8Rit&mkcid=1&mkrid=710-53481-19255-0&siteid=3&campid=5338752399&customid=&toolid=10001&mkevt=1
[2] https://www.mcrsafetyeurope.com/Product_Specification_Gloves.aspx?&prod=ZEST
[2] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[2] https://www.hicargo.com/hicnews/750-tons-of-ppe-no-capacity-tight-deadline-this-is-how-its-done/

Top URLs in Tweet in G5:
[2] 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://www.dailymail.co.uk/news/article-10438565/Rishi-Sunak-issues-warning-payments-hit-December-record.html
[1] https://twitter.com/keithscott53/status/1486242114790989825
[1] https://bylinetimes.com/2021/05/14/gaslit-by-government-nhs-staff-tell-of-mental-health-impact-of-ppe-shortages/
[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://metro.co.uk/2022/01/12/covid-governments-vip-lane-for-ppe-contracts-ruled-unlawful-by-high-court-15904715/
[1] https://www.bbc.co.uk/news/uk-59968037
[1] https://twitter.com/PrivateEyeNews/status/1483794457753444365
[1] https://twitter.com/MarcDavenant/status/1483579143224799232

Top URLs in Tweet in G7:
[3] https://psdparlamentoeuropeu.pt/noticias/eurodeputados-do-psd-renovam-cargos-nas-coordenacoes-do-grupo-ppe
[2] https://www.eldiestro.es/2022/01/bombazo-del-expedienteroyuela-sacan-a-la-luz-la-presunta-agenda-secreta-de-margarita-robles/
[2] https://www.defensa-nacional.com/blog/2022/01/justicia/admitida-a-tramite-la-denuncia-contra-margarita-robles-por-las-fosas-de-mequinenza/
[2] https://europeecologie.eu/presidence-du-parlement-europeen-les-masques-tombent
[1] https://twitter.com/4kubalibre/status/1486186800746008581
[1] https://twitter.com/cubandefenders/status/1486303063539392525
[1] https://twitter.com/misolgua/status/1481187298201026564?s=19
[1] https://www.tradicionviva.es/2022/01/01/denuncian-al-ex-fiscal-mena-ante-el-ministerio-de-interior-frances/?fbclid=IwAR17etXPEBRG29wHb9_NLyis88C4LYGkJdNr86gv4EimhBfNwqBlalsi4Jo
[1] https://www.periodistadigital.com/politica/justicia/20220125/escandalo-audiencia-nacional-extravia-denuncia-evasion-fiscal-margarita-robles-noticia-689404579649/
[1] https://www.lemonde.fr/economie/article/2022/01/19/la-poursuite-de-fonctionnement-des-reacteurs-nucleaires-d-edf-ne-doit-pas-etre-la-variable-d-ajustement-de-la-politique-energetique-francaise_6110102_3234.html#xtor=AL-32280270-%5Btwitter%5D-%5Bios%5D

Top URLs in Tweet in G8:
[19] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-businessman-ndlovu-scores-big-in-irregular-ppe-contracts/
[14] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[5] https://ewn.co.za/2022/01/26/dot-failed-to-follow-process-in-appointing-ppe-service-provider-for-taxi-sector-siu?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.citizen.co.za/news/south-africa/government/2992672/limpopo-health-spent-r-10m-cellphones-during-first-lockdown/
[3] https://www.news24.com/news24/southafrica/news/supplier-inflated-prices-by-almost-100-for-covid-19-ppe-contract-with-gauteng-health-dept-siu-20220126
[2] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-businessman-ndlovu-scores-big-in-irregular-ppe-contracts/?utm_medium=Social&utm_source=Twitter#Echobox=1643177687-1
[1] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-many-ppe-firms-registered-only-after-lockdown/?utm_medium=Social&utm_source=Twitter#Echobox=1643178939-1
[1] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-siu-refers-magashule-associate-to-the-npa-over-alleged-ppe-tender-fraud/?utm_medium=Social&utm_source=Twitter#Echobox=1643187452
[1] https://twitter.com/enca/status/1486276802578456576
[1] https://www.timeslive.co.za/news/south-africa/2022-01-26-siu-refers-magashule-associate-to-the-npa-over-alleged-ppe-tender-fraud/?utm_medium=Social&utm_source=Twitter#Echobox=1643185873-3

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

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

[3] https://www.jiggaban.com/141198-movies-201/
[2] https://twitter.com/perthppe/status/1484471248033705994
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fevents%2F307767834641208%2F
[2] https://www.youtube.com/watch?v=sVzMrHMQz34&feature=youtu.be

[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F1881432408810607%2Fposts%2F3428870850733414%2F%3Fd%3Dn
[2] https://kazzmarket.com/product-category/store/kazz-magazine/
[2] https://twitter.com/i/spaces/1zqJVBpMMWAJB

Top Domains
Top Domains in Tweet in Entire Graph:
[193] twitter.com
[79] co.za
[44] co.uk
[42] youtube.com
[29] theguardian.com
[13] ppe.pl
[11] co.jp
[11] instagram.com
[8] bit.ly
[8] abc7news.com

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

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

Top Domains in Tweet in G3:
[13] theguardian.com
[10] twitter.com
[1] goodlawproject.org

Top Domains in Tweet in G4:
[57] twitter.com
[21] co.uk
[17] co.za
[4] edu.sa
[3] youtube.com
[3] theguardian.com
[3] news24.com
[3] productphotoediting.com
[2] tiktok.com
[2] abc7news.com

Top Domains in Tweet in G5:
[5] co.uk
[3] twitter.com
[1] theguardian.com
[1] bylinetimes.com
[1] sky.com

Top Domains in Tweet in G7:
[10] twitter.com
[3] psdparlamentoeuropeu.pt
[2] eldiestro.es
[2] defensa-nacional.com
[2] europeecologie.eu
[1] tradicionviva.es
[1] periodistadigital.com
[1] lemonde.fr
[1] grupopelotazo.com
[1] google.com

Top Domains in Tweet in G8:
[48] co.za
[3] news24.com
[1] twitter.com

Top Domains in Tweet in G9:
[28] youtube.com
[24] twitter.com
[7] instagram.com
[6] facebook.com
[3] jiggaban.com
[2] google.com
[2] forms.gle
[2] kazzmarket.com
[2] iq.com
[1] youtu.be

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[260] viuoriginallineup2022
[229] viuoriginal22xperth
[222] kdppe
[212] perthtanapon
[177] ppe
[130] บอกโลกให้รู้ว่ากูรักมึง
[103] telltheworldiloveyou
[68] lunaticchallenge
[63] そそメタルアルケミスト
[52] covid19



Top Hashtags in Tweet in G1:
[1] borisresign
[1] borisjohnsonout
[1] borisjohnson
[1] adoptatorymp
[1] happynewyear

Top Hashtags in Tweet in G3:
[7] bumblingjohnson
[5] nhs
[4] rosindell
[3] ppe
[3] tory
[3] testandtrace
[2] pmqs
[2] torycorruption
[1] politicslive
[1] coviduk

Top Hashtags in Tweet in G4:
[78] ppe
[13] presidentedellarepubblica
[13] presidente
[13] mariodraghi
[13] pd
[13] m5s
[13] forzaitalia
[13] lega
[13] gruppomisto
[13] centro

Top Hashtags in Tweet in G5:
[2] gtto
[1] pmqs
[1] downingstreetbriefing
[1] newsnight
[1] johnsonout
[1] whatstheplanmatt
[1] torycorruption
[1] malfeasanceinpublicoffice
[1] tories
[1] covid19

Top Hashtags in Tweet in G6:
[2] partygate
[2] carrieantoinette
[1] johnsonout2

Top Hashtags in Tweet in G7:
[10] manfredweber
[10] diviseur
[7] expedienteroyuela
[6] macron
[4] ppe
[3] espana
[3] pfue2022
[3] avecvalerie
[2] soscuba
[2] sanchezdimision

Top Hashtags in Tweet in G8:
[12] siureport
[12] southafrica
[7] mervyndirks
[2] hamiltonndlovu
[2] 702breakfast

Top Hashtags in Tweet in G9:
[259] viuoriginallineup2022
[229] viuoriginal22xperth
[221] kdppe
[211] perthtanapon
[130] บอกโลกให้รู้ว่ากูรักมึง
[103] telltheworldiloveyou
[26] mycoach
[22] บาสเด็กอ้วนที่แท้จริง
[21] viuthedifference
[19] บอกโลกworldpremiere

Top Words
Top Words in Tweet in Entire Graph:
[4646] ppe
[1542] procurement
[1526] lying
[1514] went
[1510] withorpe
[1509] process
[1501] single
[1498] decision
[1497] known
[1491] stage

Top Words in Tweet in G1:
[1421] ppe
[1404] withorpe
[1384] procurement
[1384] lying
[1382] michael
[1382] gove
[1382] single
[1382] decision
[1382] went
[1382] stage

Top Words in Tweet in G2:
[1008] covid
[902] davidschneider
[898] 170k
[898] care
[789] hit
[789] homes
[789] 37bn
[789] test
[788] deaths
[788] greatest

Top Words in Tweet in G3:
[280] ppe
[214] borisjohnson
[203] people
[193] doctor_oxford
[170] downing
[168] working
[165] hard
[164] finding
[164] stomach
[164] dominic

Top Words in Tweet in G4:
[259] ppe
[76] #ppe
[42] covid
[28] contracts
[24] work
[23] masks
[23] more
[20] 19
[20] people
[18] corruption

Top Words in Tweet in G5:
[269] ppe
[146] contracts
[142] goodlawproject
[127] vip
[125] lane
[121] office
[120] unlawful
[118] cabinet
[116] asked
[116] commonspacac

Top Words in Tweet in G6:
[242] ppe
[135] care
[135] homes
[135] beckettunite
[133] 000
[130] without
[130] tests
[130] staff
[129] 20
[129] died

Top Words in Tweet in G7:
[74] ppe
[35] emmanuelmacron
[29] président
[25] europe
[23] parlement
[23] valérie
[23] ses
[21] devrait
[21] pécresse
[20] européen

Top Words in Tweet in G8:
[198] ppe
[80] bonglez
[74] money
[72] lock
[72] criminals
[72] stole
[72] meant
[72] protect
[72] front
[72] line

Top Words in Tweet in G9:
[600] ร
[292] ว
[279] ง
[264] น
[259] #viuoriginallineup2022
[229] #viuoriginal22xperth
[221] #kdppe
[211] #perthtanapon
[196] ก
[179] 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:
[1522] ppe,procurement
[1488] michael,gove
[1488] gove,single
[1488] single,ppe
[1488] procurement,decision
[1488] decision,went
[1488] went,stage
[1488] stage,process
[1488] process,lying
[1488] lying,known

Top Word Pairs in Tweet in G1:
[1383] ppe,procurement
[1382] michael,gove
[1382] gove,single
[1382] single,ppe
[1382] procurement,decision
[1382] decision,went
[1382] went,stage
[1382] stage,process
[1382] process,lying
[1382] lying,known

Top Word Pairs in Tweet in G2:
[896] davidschneider,170k
[789] care,homes
[789] homes,37bn
[788] 170k,covid
[788] covid,deaths
[788] deaths,greatest
[788] greatest,economic
[788] economic,hit
[788] hit,g7
[788] g7,1000s

Top Word Pairs in Tweet in G3:
[166] people,working
[164] finding,hard
[164] hard,stomach
[164] stomach,dominic
[164] dominic,raab
[164] raab,defending
[164] defending,borisjohnson
[164] borisjohnson,downing
[164] downing,st
[164] st,cockpit

Top Word Pairs in Tweet in G4:
[21] ppe,contracts
[20] covid,19
[13] #presidentedellarepubblica,#presidente
[13] #presidente,#mariodraghi
[13] #mariodraghi,#pd
[13] #pd,#m5s
[13] #m5s,#forzaitalia
[13] #forzaitalia,#lega
[13] #lega,#gruppomisto
[13] #gruppomisto,#centro

Top Word Pairs in Tweet in G5:
[123] vip,lane
[118] ppe,vip
[117] cabinet,office
[116] asked,commonspacac
[116] commonspacac,today
[116] today,unlawful
[116] unlawful,ppe
[116] lane,contracts
[116] contracts,cabinet
[116] office,permanent

Top Word Pairs in Tweet in G6:
[135] care,homes
[129] 20,000
[129] 000,died
[129] died,care
[129] homes,residents
[129] residents,without
[129] without,tests
[129] tests,staff
[129] staff,ppe
[129] ppe,keir

Top Word Pairs in Tweet in G7:
[20] parlement,européen
[20] valérie,pécresse
[19] emmanuelmacron,plutôt
[19] plutôt,locomotive
[19] locomotive,europe
[19] europe,déplaise
[19] déplaise,valérie
[19] pécresse,devrait
[19] devrait,travailler
[19] travailler,ses

Top Word Pairs in Tweet in G8:
[72] lock,ppe
[72] ppe,criminals
[72] criminals,stole
[72] stole,money
[72] money,meant
[72] meant,protect
[72] protect,front
[72] front,line
[72] line,workers
[72] workers,those

Top Word Pairs in Tweet in G9:
[188] #viuoriginallineup2022,#viuoriginal22xperth
[156] ร,ว
[153] ว,าก
[152] าก,ร
[152] ร,กม
[152] กม,ง
[132] #บอกโลกให,ร
[118] เพ,ร
[115] ร,ธ
[105] #kdppe,#perthtanapon

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
@mrmkimber
@jacob_rees_mogg
@ppe_ik
@borisjohnson
@adambienkov
@tippe_ppe
@fai_ppe
@ppe_bb

Top Replied-To in G1:
@withorpe
@steaf_russ
@jessphillips
@danieljhannan
@ellandback1919
@davidelfstrom
@alexhallhall
@tigressellie
@johnbrab
@matthewstadlen

Top Replied-To in G2:
@davidschneider
@supertanskiii
@windsorlad

Top Replied-To in G3:
@mrmkimber
@jacob_rees_mogg
@borisjohnson
@adambienkov
@rix24x
@johnredwood
@nadinedorries
@haggis_uk
@skynews
@andrewrosindell

Top Replied-To in G4:

Top Replied-To in G5:
@suesuezep
@danielmgmoylan
@simon4ndorset
@goodlawproject
@rec777777
@johnmcdonnellmp
@grumpygit2
@peterlmbrt
@tucker5law
@davexpatrick

Top Replied-To in G6:
@beckettunite
@lewis_goodall
@matthancock
@kishan_devani
@planetzuma
@femi_sorry
@mgoldenmsp
@xmediaspin
@paulwaugh
@scratchscrotum

Top Replied-To in G7:
@misolgua
@tlhogintlatseng
@emmanuelmacron
@melisha_empire
@emukumbo
@elsenala
@marionp_15
@alexquiec
@soulfairy3
@ncolin_oesterle

Top Replied-To in G8:
@bonglez
@scare_the_crow
@rsasiu
@neilz4eva1234u
@the_truth_2457
@penwell0223
@makgartum1
@stevesedi666
@cyrilramaphosa
@goolammv

Top Replied-To in G9:
@ohmpawatt
@perthppe
@mayppe65640849
@kasibook
@oueiija
@perthplangun
@viu_th
@moe_ppe
@lanyihou
@newstart4perth

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@davidschneider
@borisjohnson
@doctor_oxford
@goodlawproject
@beckettunite
@gardenerspike
@commonspacac
@cryborg
@bonglez

Top Mentioned in G1:
@withorpe
@bonnetlizzie
@jaybo312
@hackedoffhugh
@ljr1626
@cheryllynmartin
@slf_toon
@sbbfilm
@jodythompson
@dutts67nick

Top Mentioned in G2:
@davidschneider
@withorpe
@snowyd68
@timpollard2
@korrbardh

Top Mentioned in G3:
@borisjohnson
@doctor_oxford
@kayburley
@skynews
@conservatives
@jacob_rees_mogg
@beany_1
@angelarayner
@bbcnews
@rix24x

Top Mentioned in G4:
@hupzdnm9qwxewuq
@brexistentialc
@gerussit
@taka11sinn
@tebogomosito6
@ideagov
@invictusadco2
@labelsourceuk
@lewisev76005298

Top Mentioned in G5:
@goodlawproject
@commonspacac
@metpoliceuk
@withorpe
@am1874northwich
@danielmgmoylan
@evilsmiff
@davidschneider
@suesuezep
@everydoctoruk

Top Mentioned in G6:
@beckettunite
@colwillstephen
@withorpe
@matthancock
@thesnp
@scottandrew444
@richard70820834
@normanjam671
@davidschneider
@lewis_goodall

Top Mentioned in G7:
@ppe
@emmanuelmacron
@gaetan34070
@arnauddanjean
@bblues68
@gonzalezpons
@edatvoficial
@lesrepublicains
@eldiestro_
@populares

Top Mentioned in G8:
@bonglez
@rsasiu
@presidencyza
@cityofct
@sowetanlive
@brettherron
@thecitizen_news
@dempsterarchie1
@danielsilke
@news24

Top Mentioned in G9:
@perthppe
@ppetrends
@perthplangun
@telltheworldilu
@allaroundperth
@loveinppe
@viu_th
@iam_treewi
@ppe2003perth
@welovesf

Top Mentioned in G10:
@gardenerspike
@withorpe

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@elnacionalweb
@jalannet
@danielpilotte1
@s9tmt
@stigmabaseu
@world_news_eng
@n_carvalheira
@7b73f39b85e1415

Top Tweeters in G1:
@childofalba
@cathymcrorie
@imoanalothutchy
@aceso84
@ppiixx
@philmorandi
@hugorelly
@rosaselvagem93
@scotsangel1
@timmorton2

Top Tweeters in G2:
@davidlance3
@cleggy261
@mstkindeed
@kingsmeadmrt
@jkldnmad
@countryskills
@ellen_coyle
@neighbour_kx
@xpatjock
@bj_gardener

Top Tweeters in G3:
@ferguson2811
@skynews
@bbcnews
@beamabeorg
@natalie91231732
@trackntracer
@dailymailuk
@guse_guse
@fascinatorfun
@sound_of_sirens

Top Tweeters in G4:
@stigmabaseu
@agenparl
@jodikoberinski
@jubiiz_68
@nanyangpress
@newscentermaine
@_cosatu
@whas11
@ideagov
@johnmerro1

Top Tweeters in G5:
@roblwilson
@allchanges
@jorichardskent
@fiona_fionnagal
@mailonline
@sydesjokes
@againsthunting
@johnedginton
@eutopean
@cmwheatley56

Top Tweeters in G6:
@christinejameis
@suegray834
@daphne_miles
@hawkins_carole
@iloveautumn2
@meallyhen
@gwinniejones
@kevthecheff
@thecranecraney
@juliecuninghame

Top Tweeters in G7:
@4tchat
@legrouxvincent
@el_pais
@edira2
@bfmtv
@abc_es
@welt
@nordsud6213
@eric_vds
@lemondefr

Top Tweeters in G8:
@world_news_eng
@khuze_elikhulu
@penxenxe
@lekohd_
@news24
@ewnupdates
@ramalokot
@time2coach
@thecitizen_news
@crimemind3

Top Tweeters in G9:
@noonathty
@tkmmtrigon
@rorrung_
@sfkkfs_
@md_ppe
@ys_ppe
@bcnijh
@twilightenjoy
@ppe2003perth
@hareshine

Top Tweeters in G10:
@johnwest_jaws
@conndec
@tangroy17
@barbaragoggin4
@horace1922
@turandot2016
@eve82140453
@danieleydmann
@bobmoor33020935
@guthealthhelp


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