PPE, Twitter, 1/8/2021 10:52:38 AM, 245189


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PPE_2021-01-08_01-17-49.xlsx
PPE_2021-01-08_01-17-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2021
Short Description:
PPE via NodeXL https://bit.ly/3s0YIXX
@agoodfireburns
@borisjohnson
@trackntracer
@matthancock
@thebma
@miftyjackson
@sandradunn1955
@phe_uk
@drajm
@luis361luis

Top hashtags:
#telltheworldwemissperth
#ppe
#kdppe
#perthtanapon
#covid19
#โควิดสมุทรสาคร
#covid19aus
#셔누

Description:
Description
The graph represents a network of 8,802 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 Friday, 08 January 2021 at 09:26 UTC.

The requested start date was Friday, 08 January 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, 1-hour, 35-minute period from Tuesday, 05 January 2021 at 12:13 UTC to Thursday, 07 January 2021 at 13:49 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 : 8802
Unique Edges : 5411
Edges With Duplicates : 11893
Total Edges : 17304
Number of Edge Types : 5
Retweet : 4905
MentionsInRetweet : 6152
Replies to : 1665
Mentions : 2736
Tweet : 1846
Self-Loops : 1878
Reciprocated Vertex Pair Ratio : 0.0180120080053369
Reciprocated Edge Ratio : 0.0353866317169069
Connected Components : 1683
Single-Vertex Connected Components : 569
Maximum Vertices in a Connected Component : 2158
Maximum Edges in a Connected Component : 5535
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.266316
Graph Density : 0.000118193174894066
Modularity : 0.545717
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,802 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 Friday, 08 January 2021 at 09:26 UTC.

The requested start date was Friday, 08 January 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, 1-hour, 35-minute period from Tuesday, 05 January 2021 at 12:13 UTC to Thursday, 07 January 2021 at 13:49 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:
[24] https://www.bbc.co.uk/news/health-55537624
[19] https://petition.parliament.uk/petitions/561476
[12] https://www.elnacional.cat/es/politica/dolors-montserrat-ppe-votar-illa-erc_571275_102.html
[12] https://twitter.com/CarlSMcQueen/status/1346760272967561216
[11] https://www.theguardian.com/society/2021/jan/05/prisoners-lives-risk-officers-not-wearing-face-masks-ppe
[10] https://www.thescottishsun.co.uk/tvandshowbiz/celebrity/6496989/piers-morgan-threatens-covid-deniers-coronavirus-wards/?utm_source=twitter&utm_medium=social&utm_campaign=sharebarweb
[9] https://twitter.com/carlsmcqueen/status/1346760272967561216
[9] https://www.bbc.com/news/health-55537624
[8] https://www.zdnet.com/article/disgruntled-former-vp-hacks-company-disrupts-ppe-supply-earns-jail-term/
[7] https://www.rcn.org.uk/news-and-events/news/uk-higher-level-ppe-protect-against-new-variant-covid-19-050121

Top URLs in Tweet in G1:
[1] https://twitter.com/hyphenminmin/status/1346801640607662084

Top URLs in Tweet in G2:
[7] https://www.zdnet.com/article/disgruntled-former-vp-hacks-company-disrupts-ppe-supply-earns-jail-term/
[6] https://www.bbc.co.uk/news/health-55537624
[6] https://twitter.com/CarlSMcQueen/status/1346760272967561216
[6] https://twitter.com/carlsmcqueen/status/1346760272967561216
[4] https://twitter.com/skynews/status/1346779042154835970
[3] https://www.bbc.com/news/health-55537624
[3] https://twitter.com/AnnemariePlas/status/1346767248971718656
[3] https://twitter.com/SkyNews/status/1346779042154835970
[3] https://twitter.com/KhuselaS/status/1347071485412847618
[3] https://api.whatsapp.com/send?phone=918128986711

Top URLs in Tweet in G3:
[19] https://petition.parliament.uk/petitions/561476
[3] https://www.bbc.co.uk/news/health-55537624
[1] https://twitter.com/itvnews/status/1346794313267769345
[1] https://www.researchgate.net/publication/346170823_Blockchain_and_COVID-19_Pandemic_Applications_and_Challenges
[1] https://twitter.com/timolarch/status/1346732706260987906
[1] https://twitter.com/Douglas4Moray/status/1347142646045822977
[1] https://twitter.com/RecruitmentCopy/status/1346806503878045697
[1] https://twitter.com/RichardJMurphy/status/1346481231920128006
[1] https://twitter.com/skynews/status/1346779042154835970
[1] https://twitter.com/wobbly_turnip/status/1346732993335988231

Top URLs in Tweet in G4:
[5] https://twitter.com/perthppe/status/1346797383397490691
[3] https://www.iesdouyin.com/share/video/6914114014951886087/?region=TH&mid=6914114085097409287&u_code=m1f82g0ka9c&titleType=title&did=70138575410&iid=3201426960956846&utm_source=copy_link&utm_campaign=client_share&utm_medium=android&app=aweme
[2] https://worldyawards.com/detail/F6
[2] https://www.youtube.com/watch?v=mmZ8HGPRCow&feature=youtu.be

[2] https://worldyawards.com/rank/
[2] https://www.instagram.com/accounts/login/
[1] https://twitter.com/PS_OfficialTH/status/1346444238058209280
[1] https://twitter.com/danielismhere/status/1346370677499039747
[1] https://www.matichon.co.th/economy/news_2518616
[1] https://twitter.com/swucuteboy/status/1346804864521670658

Top URLs in Tweet in G5:
[2] https://twitter.com/zimlive/status/1347087080338432007
[2] https://twitter.com/zimlive/status/1347084967071907842
[1] https://twitter.com/drjaytee87/status/1347107680364720132
[1] https://twitter.com/ARTUZ_teachers/status/1347056641313808386
[1] https://twitter.com/healthtimeszim/status/1347104433964986369
[1] https://healthtimes.co.zw/2021/01/07/no-ppe-no-work-harare-hospital-midwives-boycott-work-after-matron-dies-from-covid-19/

Top URLs in Tweet in G6:
[1] https://twitter.com/MaryLTrump/status/1346270783237185537
[1] https://en.m.wikipedia.org/wiki/Toby_Young
[1] https://www.standard.co.uk/news/uk/uk-spent-ps10bn-extra-on-ppe-due-to-inadequate-stockpile-and-surge-in-demand-report-finds-b78986.html
[1] https://www.telegraph.co.uk/business/2020/07/09/manufacturers-take-aim-gross-waste-15bn-ppe-bill/

Top URLs in Tweet in G7:
[3] https://twitter.com/khuselas/status/1347071485412847618
[2] https://twitter.com/KhuselaS/status/1346916627657482248
[1] https://twitter.com/khuselas/status/1346916627657482248
[1] https://twitter.com/KhuselaS/status/1347071485412847618
[1] https://www.news24.com/news24/SouthAfrica/News/gauteng-ppe-tender-tribunal-sets-aside-contract-linked-to-firm-of-khusela-dikos-husband-madzikane-20201210
[1] https://twitter.com/rsasiu/status/1347157394422452224

Top URLs in Tweet in G8:
[3] https://twitter.com/stevebakerhw/status/1346413992361816064
[2] https://schoolsweek.co.uk/96m-laptop-contracts-went-to-tory-donors-firm/
[2] https://twitter.com/carlsmcqueen/status/1346760272967561216
[1] https://www.bmj.com/content/372/bmj.n30
[1] https://www.theguardian.com/global-development/2021/jan/04/project-turning-india-ppe-offcuts-mattresses-covid-patients?CMP=share_btn_tw
[1] https://www.bmj.com/content/372/bmj.n30.short?rss=1&utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+bmj%2Frecent+%28Latest+from+BMJ%29
[1] https://www.bmj.com/content/372/bmj.n30?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage
[1] https://twitter.com/bbchealth/status/1346369328875261952
[1] https://twitter.com/hughes_eilir/status/1345678873774743552
[1] https://twitter.com/chakrabortty/status/1346455172625690625

Top URLs in Tweet in G9:
[4] https://twitter.com/NjbBari3/status/1334158360870932486
[4] https://www.abc.net.au/radio/programs/pm/calls-for-boosted-ppe-for-transport-workers/13034372
[4] https://www.news.com.au/world/coronavirus/health/fears-of-a-ppe-failure-have-forced-a-paramedic-into-quarantine-in-perth/news-story/6b1df3a5d6aa8638695dde62877eeff3
[2] https://twitter.com/elouise_april3/status/1347142626789654536
[2] https://www.abc.net.au/news/2021-01-06/two-placed-in-wa-hotel-quarantine-amid-coronavirus-ppe-concerns/13036078
[1] https://twitter.com/an_leavy/status/1347058992527261696
[1] https://www.abc.net.au/radio/programs/am/wa-covid/13038108
[1] https://www.youtube.com/watch?v=hS0DSfGKDGg&feature=youtu.be

[1] https://covid19evidence.net.au/about-the-taskforce/
[1] https://twitter.com/andrewhewat/status/1347164208064913414

Top URLs in Tweet in G10:
[5] https://www.bbc.com/news/health-55537624
[5] https://www.bbc.co.uk/news/health-55537624
[5] https://docs.google.com/forms/d/e/1FAIpQLSejgqHBTsCjfOG3BdZRHsBzx4cMxZEEnarozhztDo4tdc4zdQ/viewform
[2] https://www.rcn.org.uk/news-and-events/news/uk-higher-level-ppe-protect-against-new-variant-covid-19-050121
[2] https://www.bbc.com/news/business-54908129
[1] https://inews.co.uk/opinion/hospitals-covid-19-warzone-frontline-doctors-ppe-nhs-817887?imgdoctors=
[1] https://www.nao.org.uk/wp-content/uploads/2020/11/The-supply-of-personal-protective-equipment-PPE-during-the-COVID-19-pandemic.pdf
[1] https://twitter.com/RCSLTpolicy/status/1346385774321786882
[1] https://twitter.com/RajThamotheram/status/1346499123093131270
[1] https://twitter.com/LewyHughey/status/1346218069677535234

Top Domains
Top Domains in Tweet in Entire Graph:
[320] twitter.com
[117] co.uk
[30] theguardian.com
[27] youtube.com
[26] zdnet.com
[25] parliament.uk
[23] marketserengeti.com
[21] org.uk
[14] co.za
[13] net.au

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[111] twitter.com
[38] co.uk
[15] zdnet.com
[7] fusiontechint.com
[7] org.uk
[5] youtube.com
[4] parliament.uk
[4] theguardian.com
[4] bbc.com
[4] marketserengeti.com

Top Domains in Tweet in G3:
[19] parliament.uk
[17] twitter.com
[3] co.uk
[2] theguardian.com
[2] bylinetimes.com
[1] researchgate.net
[1] theconversation.com
[1] nytimes.com
[1] bbc.in
[1] bbc.com

Top Domains in Tweet in G4:
[13] twitter.com
[4] worldyawards.com
[3] youtube.com
[3] iesdouyin.com
[3] instagram.com
[1] co.th
[1] linkmix.co
[1] bit.ly
[1] allareaentertainment.com
[1] sanook.com

Top Domains in Tweet in G5:
[7] twitter.com
[1] co.zw

Top Domains in Tweet in G6:
[2] co.uk
[1] twitter.com
[1] wikipedia.org

Top Domains in Tweet in G7:
[8] twitter.com
[1] news24.com

Top Domains in Tweet in G8:
[12] twitter.com
[3] bmj.com
[2] co.uk
[1] theguardian.com
[1] hazards.org

Top Domains in Tweet in G9:
[17] twitter.com
[8] net.au
[4] com.au
[3] gov.au
[2] youtube.com
[1] afr.com
[1] dropbox.com
[1] established.it
[1] mad.do
[1] ricochet.media

Top Domains in Tweet in G10:
[8] co.uk
[8] twitter.com
[7] bbc.com
[5] google.com
[4] org.uk
[1] uk.com
[1] en-standard.eu
[1] who.int

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[567] telltheworldwemissperth
[246] ppe
[218] kdppe
[138] perthtanapon
[104] covid19
[91] โควิดสมุทรสาคร
[72] covid19aus
[61] 셔누
[54] ตลาดนัดnct
[47] breaking



Top Hashtags in Tweet in G2:
[68] ppe
[17] covid19
[9] clapforheroes
[7] masks
[6] lockdown
[6] covid
[5] closebeitbridgeborder
[5] nhs
[5] business
[5] healthandsafety

Top Hashtags in Tweet in G3:
[12] ppe
[7] covid19
[6] nhs
[4] clapforheroes
[4] freelancers
[3] lockdown
[3] resign
[3] nevertrustatory
[3] dissolvetheunion
[2] politicslive

Top Hashtags in Tweet in G4:
[567] telltheworldwemissperth
[215] kdppe
[136] perthtanapon
[21] perthsaintsation
[20] bb0un
[18] brightxnont
[17] 3rdyearsofdeeplovewithperthsaint
[14] bbrightvc
[11] บุ๋นเปรม
[10] บอกโลกให้รู้ว่ากูรักมึง

Top Hashtags in Tweet in G5:
[44] breaking
[14] ppe
[4] covid19
[2] healthworkers
[2] zanupfmustgo
[1] notolooting
[1] thieves
[1] zimbabweanlivesmatter
[1] zimbabwe
[1] covid_19

Top Hashtags in Tweet in G6:
[7] ppe
[4] tories
[4] illegality
[4] qc
[4] labour
[3] camdridgeanalytica
[3] scandal
[3] prospermill
[2] therussiareport
[2] idox

Top Hashtags in Tweet in G7:
[3] voetsekanc
[2] marikana
[1] prayforsouthafrica
[1] lifeesidimeni
[1] ppe
[1] ancmustfall
[1] sarcasm

Top Hashtags in Tweet in G8:
[6] ppe
[3] covid19
[3] earlyyears
[2] covidisairborne
[1] ppe4frontline
[1] nhs
[1] staff
[1] support
[1] nightingale
[1] antivax

Top Hashtags in Tweet in G9:
[71] covid19aus
[12] ppe
[7] quarantine
[4] covid19
[4] covid19wa
[4] ppebreach
[2] australia
[2] victoria
[2] covid19vic
[2] healthcareworkers

Top Hashtags in Tweet in G10:
[10] freshairnhs
[5] coronavirus
[5] agpalliance
[4] ppe
[3] covid19
[2] nhs
[2] dentistry
[2] covidisairborne
[2] covid19uk
[2] phe

Top Words
Top Words in Tweet in Entire Graph:
[5080] ppe
[918] covid
[825] know
[788] mask
[728] already
[698] wrong
[690] dental
[685] yang
[684] glove
[682] dentist

Top Words in Tweet in G1:
[674] yang
[674] dental
[673] already
[673] know
[673] wrong
[673] hanya
[673] dentist
[673] sahaja
[673] boleh
[673] buat

Top Words in Tweet in G2:
[522] ppe
[81] covid
[66] #ppe
[59] more
[54] staff
[47] people
[44] need
[42] pay
[38] government
[35] nhs

Top Words in Tweet in G3:
[286] ppe
[72] borisjohnson
[63] contracts
[62] trace
[57] staff
[56] vaccine
[54] track
[54] government
[51] need
[50] money

Top Words in Tweet in G4:
[626] ดถ
[567] #telltheworldwemissperth
[502] ค
[306] ร
[242] ง
[226] น
[215] #kdppe
[188] ว
[171] ก
[168] miss

Top Words in Tweet in G5:
[282] 60
[230] nurses
[218] hospital
[210] covid
[153] public
[150] harare
[148] daddyhope
[145] use
[143] positive
[142] transport

Top Words in Tweet in G6:
[225] ppe
[213] money
[212] government
[211] agoodfireburns
[209] rishi
[209] sunak
[209] committed
[209] times
[209] less
[209] supporting

Top Words in Tweet in G7:
[196] ppe
[95] khuselas
[62] pray
[62] money
[60] corruption
[45] many
[41] covid
[39] thieves
[39] america
[38] stole

Top Words in Tweet in G8:
[179] ppe
[96] more
[79] pay
[51] carlsmcqueen
[45] clapping
[44] workers
[41] staff
[40] need
[37] government
[31] line

Top Words in Tweet in G9:
[128] ppe
[116] drvyom
[107] uk
[103] quarantine
[86] patient
[83] hospital
[71] variant
[71] #covid19aus
[68] reminder
[68] genetic

Top Words in Tweet in G10:
[159] fail
[118] ppe
[54] thebma
[53] contact
[52] tracing
[46] doctors
[40] recent
[39] bma
[38] survey
[38] thousands

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[675] already,know
[675] mask,dan
[674] know,wrong
[674] wrong,hanya
[674] hanya,dentist
[674] dentist,sahaja
[674] sahaja,yang
[674] yang,boleh
[674] boleh,buat
[674] buat,atas

Top Word Pairs in Tweet in G1:
[673] already,know
[673] know,wrong
[673] wrong,hanya
[673] hanya,dentist
[673] dentist,sahaja
[673] sahaja,yang
[673] yang,boleh
[673] boleh,buat
[673] buat,atas
[673] atas,dental

Top Word Pairs in Tweet in G2:
[28] covid,19
[21] full,ppe
[16] former,vp
[16] company,disrupts
[16] disrupts,ppe
[16] ppe,supply
[16] supply,earns
[16] earns,jail
[16] jail,term
[15] vp,ax

Top Word Pairs in Tweet in G3:
[51] track,trace
[41] ppe,contracts
[24] vaccine,rollout
[22] allow,yourself
[22] yourself,muster
[22] muster,little
[22] little,optimism
[22] optimism,vaccine
[22] rollout,remember
[22] remember,brazenly

Top Word Pairs in Tweet in G4:
[398] ค,ดถ
[125] ดถ,ง
[104] #kdppe,#perthtanapon
[73] ดถ,งเพ
[65] ร,ธ
[60] งเพ,ร
[59] ง,ค
[49] ดถ,งท
[47] าค,ดถ
[47] miss,much

Top Word Pairs in Tweet in G5:
[149] harare,hospital
[141] 60,nurses
[141] nurses,tested
[141] tested,positive
[141] positive,covid
[141] covid,harare
[141] hospital,alone
[141] alone,60
[141] 60,families
[141] families,use

Top Word Pairs in Tweet in G6:
[209] rishi,sunak
[209] sunak,committed
[209] committed,times
[209] times,less
[209] less,money
[209] money,supporting
[209] supporting,businesses
[209] businesses,government
[209] government,spunked
[209] spunked,ppe

Top Word Pairs in Tweet in G7:
[39] ppe,thieves
[37] covid,ppe
[36] many,problems
[36] problems,nation
[36] nation,including
[36] including,covid
[36] thieves,concerned
[36] concerned,america
[36] america,nonsense
[35] missb20_10,many

Top Word Pairs in Tweet in G8:
[34] more,ppe
[27] front,line
[26] line,workers
[23] pay,more
[20] afraid,clapping
[20] clapping,support
[20] support,front
[20] workers,take
[20] take,away
[20] away,focus

Top Word Pairs in Tweet in G9:
[68] reminder,patient
[68] patient,uk
[68] uk,genetic
[68] genetic,variant
[68] variant,#covid19aus
[68] #covid19aus,quarantine
[68] quarantine,admitted
[68] admitted,hospital
[67] drvyom,reminder
[46] elouise_april3,rajah_mich

Top Word Pairs in Tweet in G10:
[52] contact,tracing
[38] recent,survey
[38] survey,thousands
[38] thousands,doctors
[38] doctors,bma
[38] bma,found
[38] found,60
[38] 60,suffering
[38] suffering,form
[38] form,anxiety

Top Replied-To
Top Replied-To in Entire Graph:
@khuselas
@perthppe
@carlsmcqueen
@skynews
@bbcnews
@nhsnurse15
@borisjohnson
@itvnews
@co_ppe_pan_
@tomhfh

Top Replied-To in G3:
@skynews
@borisjohnson
@bbcnews
@tomhfh
@matthancock
@annemarieplas
@nadhimzahawi
@phe_uk
@jamescleverly
@douglas4moray

Top Replied-To in G4:
@perthppe
@boomytorao
@moo_katoon_ppe
@ben_ppe
@rattanisa
@52squared_
@ps_officialth
@majorgroup
@kaewsai12
@kamolvan3

Top Replied-To in G5:
@zimlive
@drjaytee87
@nickmangwana
@edmnangagwa
@hstvnews
@thandzlk
@maweremhizha
@advocatemahere
@newshawkslive
@harare_1

Top Replied-To in G6:
@agoodfireburns
@john43120139
@keir_starmer
@peterjukes
@chunkyshoota
@esqpab
@janices14628781
@decyfa
@jasonchivers7
@adam_hosker

Top Replied-To in G7:
@khuselas
@dan3432
@ntombizwane13
@cyrilramaphosa
@mmusimaimane
@mbuyisenindlozi
@setsokotsane4
@tndaba
@maso_90

Top Replied-To in G8:
@carlsmcqueen
@nhsnurse15
@itvnews
@stevebakerhw
@samholdertv
@skynews
@2somethingsweet
@ellabrand6
@jewel_thin
@kellsley

Top Replied-To in G9:
@andrewhewat
@100dianne
@opus135
@aliciatdennis
@patientsafe3
@dlmetcalf
@bprophetable
@drvyom
@fishjourner
@drajm

Top Replied-To in G10:
@drrosemaryl
@lewyhughey
@cnagpaul
@davidshukmanbbc
@ahmedaftab68
@dailyjlee
@medicweary
@danwhite1972
@parthaskar
@drtomlinsonep

Top Mentioned
Top Mentioned in Entire Graph:
@dyradyre
@agoodfireburns
@daddyhope
@drvyom
@udhaystalin
@perthppe
@pat_thaipbs
@socialm85897394
@borisjohnson
@zimlive

Top Mentioned in G1:
@dyradyre

Top Mentioned in G2:
@osedirectory
@danielleakersx
@theflavoice
@found_lisa

Top Mentioned in G3:
@borisjohnson
@matthancock
@mrjamesob
@nadhimzahawi
@rishisunak
@phe_uk
@skynews
@cmo_england
@nhsuk
@mellors_karen

Top Mentioned in G4:
@perthppe
@mystouruss
@kingdomppeinter
@telltheworldilu
@allaroundperth
@tingtamjaip
@loveppe2003
@ppetrends
@ps_officialth
@pttyy2

Top Mentioned in G5:
@daddyhope
@zimlive
@drjaytee87
@advocatemahere
@s_harudzibwi
@mohcczim
@tendayizinyama
@tabanimcgucci
@nickmangwana
@zicom_zimbabwe

Top Mentioned in G6:
@agoodfireburns
@keir_starmer
@mrjamesob
@peterjukes
@mojos55
@ruth_wishart
@talespan
@mac_puck
@marywoo41450098
@lbc

Top Mentioned in G7:
@khuselas
@missb20_10
@zakesmda
@mbuyisenindlozi
@iamladyeeelle
@nhlanhla_365
@mmusimaimane
@mthuli4
@cyrilramaphosa
@tsholo_rosey

Top Mentioned in G8:
@carlsmcqueen
@ukactionteam
@stimmo
@nhsnurse15
@msreptarmarie
@2somethingsweet
@justinfarrimond
@gavinwilliamson
@gaycatdad1
@uk_domain_names

Top Mentioned in G9:
@drvyom
@njbbari3
@patientsafe3
@rajah_mich
@dlmetcalf
@elouise_april3
@aliciatdennis
@vstmmjj
@andrewhewat
@drajm

Top Mentioned in G10:
@thebma
@meenalsworld
@davidshukmanbbc
@mjb302
@hughes_eilir
@ipaperviews
@lewyhughey
@ahmedaftab68
@rcslt
@jolyonmaugham

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@suntory
@virginmedia
@edinburghwatch
@s9tmt
@manchan_sub_acc
@himawali_online
@mackaysuzie
@femtech_
@andyvermaut

Top Tweeters in G1:
@razleenrazlan
@aliea_natasha
@ikhayun
@dyradyre
@oojiley
@aishrdy_
@masmona__
@nrfzhathrhhh
@myrsbelleza_
@husnasamanuri_

Top Tweeters in G2:
@andyvermaut
@it_securitynews
@rattlecans
@phetumphai
@jebba11
@needaphone
@joviannfeed
@breakingnewsie
@worthless_bums
@__bhb__

Top Tweeters in G3:
@hazelglasgow
@davidlance3
@jorichardskent
@bbcnews
@skynews
@mrs_coyle
@theroigner
@davelawson35
@thumbfive
@hawkins_carole

Top Tweeters in G4:
@bumbimknok
@schinarat
@bluesherbet_
@boonzoonlee
@tkmmtrigon
@wastedheart_
@52squared_
@smileforperth
@kapkapp
@md_ppe

Top Tweeters in G5:
@esnesy
@shonatiger
@lynnestactia
@akankebillions
@pillay_cglm
@wamagaisa
@i_am_bucie
@souldeepzim
@nicolawatson13
@sophie_mokoena

Top Tweeters in G6:
@lesleygsmith3
@wildwalkerwoman
@tadrow
@mojos55
@lopcute
@chiclanagirl
@mirabarhillel
@dormousegirl
@innamood
@hullfair

Top Tweeters in G7:
@ntsikimazwai
@unathi_kwaza
@bennittolindani
@hlakes_
@zhitovic
@akanyangm
@mxo1
@pnmaster_
@unmovedlee
@isiphosihle

Top Tweeters in G8:
@sandradunn1955
@curiocat13
@xraypat
@shirleyyoung2
@caroljhedges
@daphne_miles
@pennytindall
@philmorandi
@gareth0108
@drlindadykes

Top Tweeters in G9:
@mackaysuzie
@msmwatchdog2013
@sallyrmelb
@ketaminh
@opa1420
@bprophetable
@abcnews
@mcolvinmckenzie
@mangotree_books
@bombergrl2000

Top Tweeters in G10:
@fiona_fionnagal
@lprivileged
@pash22
@webberc5webber
@rachelmann123
@susannaamala5
@psreklaw_p
@richdunleave
@larochecs
@petermbenglish


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