PPE, Twitter, 6/21/2022 12:33:14 PM, 278451


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PPE_2022-06-21_04-15-01.xlsx
PPE_2022-06-21_04-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2022
Short Description:
PPE via NodeXL https://bit.ly/3OdhK7S
@berniespofforth
@trackntracer
@mattgubba
@viktor_crumb
@jeremyvineon5
@mvankerkhove
@ppetoheros
@forumeditor
@uncleandre2022
@borisjohnson

Top hashtags:
#ppe
#perthtanapon
#kdppe
#michellemone
#tigray
#アビー誕生日
#lavidaposible

Description:
Description
The graph represents a network of 8,246 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, 21 June 2022 at 11:23 UTC.

The requested start date was Tuesday, 21 June 2022 at 00:01 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 4-day, 9-hour, 9-minute period from Thursday, 16 June 2022 at 03:11 UTC to Monday, 20 June 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 : 8246
Unique Edges : 5167
Edges With Duplicates : 11748
Total Edges : 16915
Number of Edge Types : 5
Retweet : 5113
MentionsInRetweet : 6851
Mentions : 1856
Replies to : 1576
Tweet : 1519
Self-Loops : 1547
Reciprocated Vertex Pair Ratio : 0.0129039138317159
Reciprocated Edge Ratio : 0.025479048220678
Connected Components : 1043
Single-Vertex Connected Components : 337
Maximum Vertices in a Connected Component : 4668
Maximum Edges in a Connected Component : 10644
Maximum Geodesic Distance (Diameter) : 26
Average Geodesic Distance : 7.217711
Graph Density : 0.000139700568936377
Modularity : 0.559685
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,246 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, 21 June 2022 at 11:23 UTC.

The requested start date was Tuesday, 21 June 2022 at 00:01 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 4-day, 9-hour, 9-minute period from Thursday, 16 June 2022 at 03:11 UTC to Monday, 20 June 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:
[12] https://www.youtube.com/watch?v=ig2v9I2mpqY&feature=youtu.be

[10] https://news.stv.tv/politics/labour-deputy-leader-angela-rayner-raises-questions-about-ppe-company-medpro-linked-to-baroness-michelle-mone
[7] https://www.youtube.com/shorts/dah_R8PO1bA?feature=share

[5] https://event.bandainamco-am.co.jp/jojo-world2/
[5] https://youtu.be/Ij42FXBsX_A
[5] https://www.viu.com/ott/th/th/vod/439924/?utm_source=org_tw&utm_medium=post_image16x9_na&utm_term=na&utm_content=oen_mycoach_ep3_20220616&utm_campaign=own_th_acq_mau_web
[5] https://www.youtube.com/watch?v=p8dMY2fjpPM&feature=youtu.be

[4] https://twitter.com/GMMTV/status/1537706618892214274
[4] https://www.independent.co.uk/voices/matt-hancock-jess-phillips-ppe-contracts-peston-b1968727.html
[4] http://www.prsociety.info/339093/

Top URLs in Tweet in G1:
[1] https://twitter.com/talktv/status/1537696692543307777
[1] https://twitter.com/berniespofforth/status/1537689748860461056

Top URLs in Tweet in G2:
[1] https://twitter.com/MattHancock/status/1537732570980532225
[1] https://twitter.com/BestForBritain/status/1537397033404977154
[1] https://www.heraldscotland.com/politics/20220893.snp-chief-whip-launches-patrick-grady-leak-probe/?ref=twtrec
[1] https://twitter.com/danbloom1/status/1538787617893933056
[1] https://archive.ph/xTLLh
[1] https://www.theyworkforyou.com/debates/?id=2021-10-19c.631.0
[1] https://twitter.com/mikeshltn_x/status/1537709514987905024
[1] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[1] https://www.dailymail.co.uk/news/article-10902317/Up-4bn-Covid-PPE-bought-obscenely-inflated-prices-set-FIRE-generate-power.html
[1] https://twitter.com/conspost/status/1537411604660330496

Top URLs in Tweet in G4:
[4] https://www.victo.co.za/
[3] https://campsite.bio/gremcav
[2] https://www.covid19inquiry.scot/introductory-academic-research
[2] https://www.reddit.com/r/ukpolitics/comments/vcpi1m/nurses_may_not_have_died_if_the_government/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.youtube.com/watch?v=jp4KSskzOGQ

[2] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[2] https://www.contegosafety.co.uk/
[2] http://www.maskpro.us/
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://peing.net/ja/mita_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment

Top URLs in Tweet in G5:
[2] https://espreso.tv/z-putinim-chi-bez-rosiya-zavzhdi-bude-zagrozhuvati-ukraini-klimkin
[2] https://www.epravda.com.ua/news/2022/06/16/688217/
[2] https://www.epravda.com.ua/news/2022/06/16/688215/
[2] https://www.epravda.com.ua/news/2022/06/16/688214/
[2] https://www.epravda.com.ua/news/2022/06/17/688268/
[2] https://www.epravda.com.ua/news/2022/06/20/688324/
[2] https://www.epravda.com.ua/news/2022/06/20/688337/
[2] https://censor.net/ua/n3348269
[2] https://censor.net/ua/v3348306
[2] https://censor.net/ua/n3348457

Top URLs in Tweet in G6:
[10] https://news.stv.tv/politics/labour-deputy-leader-angela-rayner-raises-questions-about-ppe-company-medpro-linked-to-baroness-michelle-mone
[2] https://goodlawproject.org/news/ppe-to-go-up-in-smoke/?utm_source=Twitter&utm_campaign=PPEShare060222&utm_medium=social%20media
[1] https://twitter.com/AngelaRayner/status/1536699963316617218
[1] https://goodlawproject.org/news/ppe-to-go-up-in-smoke/?utm_source=Twitter&utm_campaign=10bn%20waste%20010222&utm_medium=social%20media
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[1] https://twitter.com/WritesBright/status/1537753354696278017
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[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 G7:
[1] https://twitter.com/ddiamond/status/1537453433208307715

Top URLs in Tweet in G8:
[4] https://twitter.com/i/status/1537695413196754945
[1] https://twitter.com/Jenni2161/status/1537695413196754945

Top URLs in Tweet in G9:
[2] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[2] https://www.youtube.com/watch?v=J3dnkbKoj4A&list=TLPQMTQwNTIwMjKnnjPnavWRww&index=1

[1] https://twitter.com/VickiMahony/status/1538460679035883521
[1] https://twitter.com/mvankerkhove/status/1538441583678439425
[1] https://twitter.com/albomp/status/1536550985660653568
[1] https://twitter.com/microlabdoc/status/1537007988086607873
[1] https://twitter.com/drvyom/status/1383185662795419650
[1] https://www.nursingtimes.net/news/coronavirus/nurses-worry-patients-fear-them-more-when-wearing-mask-19-05-2020/

Top Domains
Top Domains in Tweet in Entire Graph:
[188] twitter.com
[69] youtube.com
[50] co.uk
[28] com.ua
[20] ppe.pl
[19] co.jp
[17] facebook.com
[16] theguardian.com
[16] viu.com
[15] prm.ua

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

Top Domains in Tweet in G2:
[8] twitter.com
[1] heraldscotland.com
[1] archive.ph
[1] theyworkforyou.com
[1] thenational.scot
[1] co.uk
[1] theguardian.com

Top Domains in Tweet in G4:
[48] twitter.com
[24] co.uk
[6] youtube.com
[6] edu.sa
[5] co.za
[3] dy.si
[3] bylinetimes.com
[3] peing.net
[3] instagram.com
[3] campsite.bio

Top Domains in Tweet in G5:
[28] com.ua
[15] prm.ua
[12] censor.net
[8] 5.ua
[6] espreso.tv
[4] twitter.com
[4] facebook.com
[3] t.me
[2] in.ua
[1] youtube.com

Top Domains in Tweet in G6:
[10] stv.tv
[4] goodlawproject.org
[2] twitter.com
[2] theguardian.com

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

Top Domains in Tweet in G8:
[5] twitter.com

Top Domains in Tweet in G9:
[5] twitter.com
[2] ac.uk
[2] youtube.com
[1] nursingtimes.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[176] ppe
[119] perthtanapon
[118] kdppe
[74] michellemone
[71] tigray
[66] アビー誕生日
[64] lavidaposible
[56] puipuibirthday
[49] 100days
[49] pavision2024



Top Hashtags in Tweet in G1:
[2] tory
[1] cop26
[1] covid19
[1] sleaze
[1] corruption

Top Hashtags in Tweet in G2:
[11] ppe
[7] brexit
[6] railstrikeaction
[3] torycorruption
[3] notmovingon
[3] partygate
[2] railstrike
[2] torycostoflivingcrisis
[2] johnsonthecorruptpm
[2] toryrailstrikes

Top Hashtags in Tweet in G4:
[66] ppe
[14] safety
[8] gloves
[8] workwear
[6] safetyfirst
[6] nebosh
[6] fire
[6] السلامة
[6] نيبوش
[6] اوشا

Top Hashtags in Tweet in G5:
[8] новини
[2] україна
[2] історіївійни
[1] standwithukraine
[1] ukraine
[1] канада

Top Hashtags in Tweet in G6:
[67] michellemone
[6] ppe
[4] partygate
[2] covid19
[2] covid
[2] criminalnegligence
[1] coronavirus
[1] aldi
[1] covidisnotover
[1] brexshit

Top Hashtags in Tweet in G7:
[6] covid
[6] ppe
[1] covid19
[1] bbc

Top Hashtags in Tweet in G9:
[1] covidisairborne

Top Words
Top Words in Tweet in Entire Graph:
[4941] ppe
[1416] pallets
[1388] billion
[1387] government
[1347] tax
[1229] value
[1222] burning
[1222] 000
[1210] 15
[1205] reminder

Top Words in Tweet in G1:
[1163] ppe
[1149] government
[1148] berniespofforth
[1133] burning
[1131] pallets
[1131] billion
[1130] unsuitable
[1130] month
[1130] tax
[1129] reminder

Top Words in Tweet in G2:
[291] ppe
[126] trace
[121] rmtunion
[114] track
[101] nhs
[100] give
[98] billions
[97] paid
[90] years
[89] hear

Top Words in Tweet in G3:
[359] ppe
[358] davenewworld_2
[349] loans
[346] threepeaks74
[346] billions
[346] inflation
[345] corporations
[344] wealthy
[343] makes
[343] valid

Top Words in Tweet in G4:
[284] ppe
[66] #ppe
[31] covid
[30] more
[30] safety
[19] work
[18] co
[17] day
[16] health
[16] uk

Top Words in Tweet in G5:
[244] format_ppe
[96] не
[84] в
[82] на
[78] і
[61] з
[52] у
[47] а
[45] що
[42] та

Top Words in Tweet in G6:
[190] ppe
[76] bandraidoir
[71] fake
[68] useless
[67] #michellemone
[67] charged
[67] defrauding
[67] 100millions
[53] contracts
[42] government

Top Words in Tweet in G7:
[205] ppe
[204] health
[203] far
[203] many
[203] countries
[203] abandoned
[203] public
[203] measures
[203] masks
[203] indoors

Top Words in Tweet in G8:
[197] ppe
[103] pallets
[97] tax
[90] money
[89] masks
[85] face
[84] chrismulcock3
[84] 5000
[84] plus
[84] nhs

Top Words in Tweet in G9:
[150] ppe
[110] youarelobbylud
[65] covid
[62] n95
[62] downgraded
[60] annect64
[60] work
[59] anything
[59] less
[58] fit

Top Words in Tweet in G10:
[164] ppe
[161] pallets
[143] mattgubba
[141] money
[141] literally
[141] going
[141] smoke
[141] right
[141] billions
[141] unopened

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1183] unsuitable,ppe
[1181] government,burning
[1180] 15,000
[1180] 000,pallets
[1179] reminder,government
[1179] burning,15
[1179] pallets,unsuitable
[1179] ppe,month
[1178] berniespofforth,reminder
[1178] month,value

Top Word Pairs in Tweet in G1:
[1130] unsuitable,ppe
[1129] reminder,government
[1129] government,burning
[1129] burning,15
[1129] 15,000
[1129] 000,pallets
[1129] pallets,unsuitable
[1129] ppe,month
[1128] month,value
[1128] value,billion

Top Word Pairs in Tweet in G2:
[107] track,trace
[86] ve,front
[86] front,hear
[86] hear,dead
[86] dead,cat
[86] cat,bouncing
[86] bouncing,fund
[86] fund,nhs
[86] nhs,years
[86] years,give

Top Word Pairs in Tweet in G3:
[349] ppe,loans
[346] threepeaks74,davenewworld_2
[345] billions,ppe
[344] wealthy,corporations
[344] corporations,billions
[343] davenewworld_2,makes
[343] makes,valid
[343] valid,point
[343] point,wealthy
[343] loans,inflation

Top Word Pairs in Tweet in G4:
[10] ppe,contracts
[9] สมเด,จพระกน
[9] จพระกน,ษฐาธ
[9] ษฐาธ,ราชเจ
[9] ราชเจ,า
[9] า,กรมสมเด
[9] กรมสมเด,จพระเทพร
[9] จพระเทพร,ตนราชส
[9] ตนราชส,ดาฯ
[9] ช,ด

Top Word Pairs in Tweet in G5:
[17] format_ppe,а
[7] grimucas,format_ppe
[6] в,україну
[6] в,україні
[5] надання,україні
[5] в,києві
[5] format_ppe,та
[5] як,і
[5] format_ppe,я
[4] можуть,бути

Top Word Pairs in Tweet in G6:
[67] #michellemone,charged
[67] charged,defrauding
[67] defrauding,100millions
[67] 100millions,useless
[67] useless,fake
[67] fake,ppe
[66] bandraidoir,#michellemone
[51] ppe,contracts
[31] rule,breaking
[31] breaking,rampant

Top Word Pairs in Tweet in G7:
[203] far,many
[203] many,countries
[203] countries,abandoned
[203] abandoned,public
[203] public,health
[203] health,measures
[203] measures,masks
[203] masks,indoors
[203] indoors,distance
[203] distance,invested

Top Word Pairs in Tweet in G8:
[85] face,masks
[84] 5000,plus
[84] plus,pallets
[84] pallets,ppe
[84] ppe,nhs
[84] nhs,face
[84] masks,longer
[84] longer,needed
[84] needed,tax
[84] tax,payers

Top Word Pairs in Tweet in G9:
[60] annect64,youarelobbylud
[58] youarelobbylud,work
[58] work,anything
[58] anything,less
[58] less,fit
[58] fit,tested
[58] tested,n95
[58] n95,ppe
[58] ppe,downgraded
[58] downgraded,supply

Top Word Pairs in Tweet in G10:
[141] money,literally
[141] literally,going
[141] going,smoke
[141] smoke,right
[141] right,billions
[141] billions,ppe
[141] ppe,unopened
[141] unopened,pallets
[141] pallets,being
[141] being,burned

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@ppe_doo
@jeremyvineon5
@monyo_ppe
@berniespofforth
@matthancock
@lbc
@ppe__b
@suk_ff_14
@sajidjavid

Top Replied-To in G1:
@berniespofforth
@invictaregina
@jmpsimor
@thecoastguy
@mikegalsworthy
@tlloydjones
@inoppositionto
@mikejm4444
@terry_twatter

Top Replied-To in G2:
@matthancock
@lbc
@oliverdowden
@skynews
@helenrsalisbury
@foottit_sandra
@grantshapps
@conservatives
@kayburley
@danieljhannan

Top Replied-To in G3:
@davenewworld_2
@threepeaks74
@norkanumbered
@michaeljstern1
@kaga1e
@dubflakes

Top Replied-To in G5:
@format_ppe
@25_andriy
@mrfsvtuyuutviwe
@experdiza
@athvth1
@prm_ua
@irar10300464
@papillon1665
@saniolli
@babaikit

Top Replied-To in G6:
@bandraidoir
@jujuliagrace
@jolyonmaugham
@rhonddabryant
@bocephus7
@toryboypierce
@campbellclaret
@samfr
@gspvfc
@pjwartandprints

Top Replied-To in G7:
@billius27

Top Replied-To in G8:
@jujuliagrace
@ninnyd101
@gillianmckeith
@giveusaquid
@adrianlewis310
@chrismulcock3

Top Replied-To in G9:
@youarelobbylud
@paws101
@drajm
@denise_dewald
@rain_surname
@annatime94
@byeverhopeful
@artistonwheels
@annect64
@stevebakopanos

Top Replied-To in G10:
@mattgubba

Top Mentioned
Top Mentioned in Entire Graph:
@berniespofforth
@davenewworld_2
@threepeaks74
@mvankerkhove
@mattgubba
@rmtunion
@youarelobbylud
@b52malmet
@chrismulcock3
@ninnyd101

Top Mentioned in G1:
@berniespofforth
@drteckkhong
@thecoastguy
@gmb_pro_drivers
@fencoul
@mikegalsworthy
@misterslang
@mattgubba
@janners8
@heather_jeane

Top Mentioned in G2:
@rmtunion
@simonjonesnews
@grantshapps
@conservatives
@kayburley
@skynews
@borisjohnson
@gyllking
@matthancock
@lbc

Top Mentioned in G3:
@davenewworld_2
@threepeaks74
@fabianikevin
@talithadrgnfly
@lukewearechange
@me50692980
@mattgubba

Top Mentioned in G4:
@hupzdnm9qwxewuq
@victo89531731
@polidigitaluk
@q3cis
@andrewknight226
@reflectionsv2
@swmoco
@autotypos

Top Mentioned in G5:
@format_ppe
@prm_ua
@censor_net
@europeanpravda
@epravda
@grimucas
@espresotv
@saniolli
@5channel
@potus

Top Mentioned in G6:
@bandraidoir
@marcusfitzsimon
@everydoctoruk
@goodlawproject
@benrileysmith
@jujuliagrace
@_ripley1_
@join_zoe
@joepajak
@campbellclaret

Top Mentioned in G7:
@mvankerkhove
@chrissiegrech
@topherspiro46
@isofulford
@billius27

Top Mentioned in G8:
@chrismulcock3
@ninnyd101
@berniespofforth
@mattgubba
@henrywalkersmi1
@giveusaquid
@wordwhisperer
@mailonline
@or1ginalsandman
@civiseuropeae

Top Mentioned in G9:
@youarelobbylud
@annect64
@denise_dewald
@annossinger
@drajm
@mirella_phd
@emmaandollie
@_mbdr_
@steveeeeep
@safetyfirst____

Top Mentioned in G10:
@mattgubba
@berniespofforth
@watttyler2_0
@uh60andy

Top Tweeters
Top Tweeters in Entire Graph:
@mos_burger
@jurylady5
@medicinehelp
@premiummalts_jp
@united
@independent
@routeinn_hotels
@lizditz
@daily_express
@sandradunn1955

Top Tweeters in G1:
@tyrelle123
@paulpaul49
@esssie31
@lewtonserena5
@sergimagugliani
@kulganofcrydee
@mutalabala
@lauracarrese
@terrytyler4
@eutopean

Top Tweeters in G2:
@dingabelle
@skynews
@mconway70
@marciaj64
@hawkins_carole
@derekrootboy
@grancake
@natalie91231732
@trackntracer
@starterpat

Top Tweeters in G3:
@mainneli_
@vmbritsch
@aceredband1t
@_jayyelle
@barbcast60
@justscarlette
@justeves
@demuromarquez
@michellelanious
@thepowerofmeow

Top Tweeters in G4:
@medicinehelp
@chronlaw
@soclaimon
@promostking
@fisco24_info
@hupzdnm9qwxewuq
@vtvgujarati
@swingtradeasx
@secebisan
@dailynews79

Top Tweeters in G5:
@zvlad2005
@rianru
@ukrinform
@matamanyuk
@tatyana17112009
@5channel
@espresotv
@iggae
@alciona4
@viktoriy1962

Top Tweeters in G6:
@sandradunn1955
@tartancobweb
@roadwarrior29
@fiona_fionnagal
@terryelaineh1
@hacketttom
@caz5697
@amandajs11
@simon_brooke
@aldiuk

Top Tweeters in G7:
@lizditz
@demiurgotuiter
@josbondi
@alwaysthinkhow
@planetscape
@kevinpascoe
@iameuru
@margarethollin1
@redwoodgirl
@sharr73146294

Top Tweeters in G8:
@mailonline
@robertsjean58
@virgintalent
@_idontcomply_
@ninnyd101
@c_hopp2014
@rainbowz08
@anthonyfroberts
@liamrebel2
@westcoastmad

Top Tweeters in G9:
@blanketcrap
@4evrstardancer
@swirlosquirrel
@richforrest2
@colleenmmck618
@gwendolyn679
@koparafallskid
@grimalkinrn
@cassandranocov
@spudbenbean

Top Tweeters in G10:
@johndmtb
@irene48
@shaistasalam1
@sreynolds196777
@esosa_ca_films
@jojones2762
@margybargy
@pepelep48542643
@alanree25606923
@monkeymonk2012


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