PPE, Twitter, 3/9/2023 10:45:57 AM, 290696


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PPE_2023-03-09_02-31-29.xlsx
PPE_2023-03-09_02-31-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 09, 2023
Short Description:
PPE via NodeXL https://bit.ly/3YxIQey
@jolyonmaugham
@emergencybod
@conservatives
@rishisunak
@trackntracer
@chrispduck
@patjone60030918
@garylineker
@marinapurkiss
@leeandersonmp_

Top hashtags:
#ppe
#tory
#michellemone
#sunakout
#generalelectionnow
#ppescandal

Description:
Description
The graph represents a network of 6,098 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 10:36 UTC.

The tweets in the network were tweeted over the 1074-day, 18-hour, 13-minute period from Sunday, 29 March 2020 at 06:46 UTC to Thursday, 09 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 6098
Unique Edges : 2829
Edges With Duplicates : 11136
Total Edges : 13965
Number of Edge Types : 9
Retweet : 3664
MentionsInRetweet : 4479
Tweet : 616
Replies to : 1388
MentionsInReplyTo : 3178
MentionsInQuote : 209
Mentions : 267
Quote : 127
MentionsInQuoteReply : 37
Self-Loops : 813
Reciprocated Vertex Pair Ratio : 0.0233697173243773
Reciprocated Edge Ratio : 0.0456720907972104
Connected Components : 595
Single-Vertex Connected Components : 144
Maximum Vertices in a Connected Component : 3173
Maximum Edges in a Connected Component : 7705
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.750861
Graph Density : 0.000196694383190567
Modularity : 0.497339
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,098 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 10:36 UTC.

The tweets in the network were tweeted over the 1074-day, 18-hour, 13-minute period from Sunday, 29 March 2020 at 06:46 UTC to Thursday, 09 March 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[297] https://twitter.com/kokoro777pp/status/1633436280771190784/photo/1
[79] https://www.mirror.co.uk/news/politics/tory-peer-michelle-mone-jets-29349333
[21] https://twitter.com/jvnpcpa/status/1630654369774313488/photo/1
[20] https://twitter.com/kkn2jazzz/status/1633562401990664193/photo/1
[13] https://www.vox.com/2020/4/4/21208122/ppe-distribution-trump-administration-states
[12] https://twitter.com/saki_miyamoto/status/1632258546665664512/photo/1
[12] https://twitter.com/kkn2jazzz/status/1633567590961348616/photo/1
[10] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle
[10] https://www.tiktok.com/@poopeley050241
[10] https://www.facebook.com/ppe.mblack

Top URLs in Tweet in G2:
[79] https://www.mirror.co.uk/news/politics/tory-peer-michelle-mone-jets-29349333
[9] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle
[4] https://twitter.com/ukhomeoffice/status/1633022905628884992
[4] https://twitter.com/RishiSunak/status/1633533093284831237/photo/1
[4] https://twitter.com/GMB/status/1633387389702877185
[4] https://twitter.com/AnthonyNumamoid/status/1633532663775502336/photo/1
[4] https://twitter.com/torydemolition/status/1633164119720226821/photo/1
[3] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[3] https://twitter.com/conservatives/status/1633145653290254338
[3] https://twitter.com/riotgrandma72/status/1633166992592060419/photo/1

Top URLs in Tweet in G3:
[297] https://twitter.com/kokoro777pp/status/1633436280771190784/photo/1
[4] https://twitter.com/uofZtnoOBz0w5YX/status/1633441790455054337/photo/1
[1] https://twitter.com/yokyu_n/status/1630911189919342594
[1] https://twitter.com/yokyu_n/status/1630911189919342594/photo/1
[1] https://twitter.com/6_h662e_218e1f3/status/1633442721875767297/photo/1

Top URLs in Tweet in G4:
[1] https://twitter.com/EmergencyBod/status/1633542800892387363/photo/1
[1] https://www.theguardian.com/world/2023/mar/07/uk-will-miss-out-on-eu-massive-increase-in-arms-spending-for-ukraine
[1] https://twitter.com/SaulStaniforth/status/1248880074260086784/video/1
[1] https://twitter.com/SaulStaniforth/status/1633390016234659840/video/1
[1] https://twitter.com/SaulStaniforth/status/1633390016234659840

Top URLs in Tweet in G5:
[4] https://twitter.com/DeptfordGreen/status/1633435564736143361/photo/1
[4] https://twitter.com/KeystoneDM/status/1633417105541410822/photo/1
[4] https://twitter.com/KeystoneDM/status/1633417320382058496/photo/1
[4] https://twitter.com/BucMon21/status/1630246106071453697/photo/1
[3] https://www.snopes.com/fact-check/us-tons-ppe-china/
[3] https://www.stocktitan.net/news/CMI/cummins-inc-employees-diverting-tons-of-single-use-ppe-waste-from-mk3cd8fglg82.html
[3] https://twitter.com/CIConnection/status/1633528163396653056/photo/1
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://twitter.com/eagleprotectpbc/status/1633512915168026624/photo/1
[2] https://www.telegraph.co.uk/news/2022/10/08/china-began-stockpiling-ppe-months-covid-outbreak/

Top URLs in Tweet in G6:
[2] https://twitter.com/anluma99/status/1633226491801501703/photo/1
[2] https://twitter.com/stop_intox/status/1630597599433576448
[1] https://twitter.com/jllacapelle/status/1633412742882181121/photo/1
[1] https://twitter.com/yjadot/status/1633378682914975745
[1] https://www.francetvinfo.fr/societe/nucleaire/nucleaire-fissure-decouverte-a-la-centrale-de-penly-c-est-un-probleme-serieux-alerte-l-institut-de-radioprotection-et-de-surete-nucleaire_5698238.html
[1] https://twitter.com/RenaissanceUE/status/1633378083985031169/photo/1
[1] https://twitter.com/ncolin_oesterle/status/1633364934527447040/photo/1
[1] https://twitter.com/ncolin_oesterle/status/1633432526470492160/photo/1
[1] https://twitter.com/ncolin_oesterle/status/1633432536364769283/photo/1
[1] https://twitter.com/Ale_Mussolini_/status/1633507854375084032/photo/1

Top URLs in Tweet in G8:
[20] https://twitter.com/kkn2jazzz/status/1633562401990664193/photo/1
[12] https://twitter.com/kkn2jazzz/status/1633567590961348616/photo/1
[4] https://twitter.com/dmca1dkr8r/status/1633246068723916800/photo/1
[4] https://twitter.com/dmca1dkr8r/status/1633247440093470728/photo/1
[2] https://thehill.com/policy/healthcare/3768506-house-covid-panel-accuses-trump-administration-of-exacerbating-the-pandemic-in-its-final-report/
[1] https://twitter.com/RepMTG/status/1633269316463345664/video/1
[1] https://twitter.com/RepMTG/status/1633558529146585089/video/1
[1] https://twitter.com/i/web/status/1633232584560746497
[1] https://twitter.com/RepMTG/status/1633510174479589387/video/1
[1] https://thepostmillennial.com/breaking-former-cdc-head-tells-mtg-gain-of-function-research-likely-cause-of-covid?utm_campaign=64474

Top URLs in Tweet in G10:
[1] https://twitter.com/scoopercooper/status/1633472611232497665/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1265] twitter.com
[126] co.uk
[25] ppe.pl
[19] carolinecriadoperez.com
[16] theguardian.com
[13] vox.com
[11] tiktok.com
[10] gcaptain.com
[10] facebook.com
[9] co.jp

Top Domains in Tweet in G2:
[242] twitter.com
[89] co.uk
[13] theguardian.com
[2] order-order.com
[2] trib.al
[1] issue.you
[1] contracts.you
[1] nation.you
[1] gov.uk
[1] bmj.com

Top Domains in Tweet in G3:
[304] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] theguardian.com

Top Domains in Tweet in G5:
[78] twitter.com
[10] gcaptain.com
[5] co.uk
[4] linkedin.com
[3] snopes.com
[3] stocktitan.net
[3] carolinecriadoperez.com
[3] firerescue1.com
[2] theguardian.com
[2] pristinetradinggroup.com

Top Domains in Tweet in G6:
[26] twitter.com
[1] francetvinfo.fr
[1] eldiario.es
[1] elpais.com
[1] beacons.ai

Top Domains in Tweet in G8:
[57] twitter.com
[2] thehill.com
[1] thepostmillennial.com
[1] youtube.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[134] ppe
[105] tory
[100] michellemone
[91] sunakout
[88] generalelectionnow
[85] ppescandal
[79] police
[79] toriesout238
[47] torygaslighting
[40] torycriminals



Top Hashtags in Tweet in G2:
[105] tory
[99] michellemone
[91] sunakout
[82] ppe
[82] generalelectionnow
[81] ppescandal
[79] police
[79] toriesout238
[42] torygaslighting
[39] torycriminals

Top Hashtags in Tweet in G3:
[1] 伊織もえ
[1] 篠崎こころ
[1] 宮本彩希
[1] 茉夏
[1] えい梨

Top Hashtags in Tweet in G4:
[1] gmb

Top Hashtags in Tweet in G5:
[25] ppe
[6] safetyfirst
[4] iwd2023
[4] internationalwomensday
[3] safety
[3] embraceequity
[3] construction
[2] safetyglasses
[2] cold
[2] healthandsafety

Top Hashtags in Tweet in G6:
[10] lr
[10] migrants
[6] giornatainternazionaledelladonna
[5] mussolini2024
[2] iwd
[2] 8mars
[2] sia2023
[2] villagesemence
[2] fragtw
[1] paris

Top Hashtags in Tweet in G8:
[5] covid19
[2] negligenthomicide
[1] youtubemusicstrike
[1] resign

Top Words
Top Words in Tweet in Entire Graph:
[3830] ppe
[2045] tax
[2010] tories
[1971] workers
[1930] refugees
[1908] change
[1907] nurses
[1892] easy
[1889] tough
[1889] climate

Top Words in Tweet in G1:
[1838] ppe
[1834] jolyonmaugham
[1834] tax
[1831] tories
[1830] protestors
[1830] tough
[1830] rail
[1830] change
[1830] easy
[1830] climate

Top Words in Tweet in G2:
[381] ppe
[215] money
[143] conservatives
[117] michellemone
[117] tax
[114] boats
[105] #tory
[105] peer
[103] stop
[101] jets

Top Words in Tweet in G3:
[299] kokoro777pp
[298] 巻頭
[297] 逃さないでね
[297] ラストチャンス
[297] ホロライブコラボ
[297] 表紙
[297] getできるのは今日まで
[297] ppeが担当中だよ
[297] ヤングジャンプ
[297] センターグラビアを

Top Words in Tweet in G4:
[157] ppe
[145] people
[144] billions
[143] defrauding
[143] sell
[143] keep
[143] friends
[143] contracts
[143] boats
[143] treasury

Top Words in Tweet in G5:
[128] ppe
[25] #ppe
[19] workers
[18] women
[17] covid
[15] safety
[14] more
[13] female
[12] fit
[11] today

Top Words in Tweet in G6:
[28] ppe
[14] parlement
[13] jllacapelle
[13] européen
[12] aux
[11] parti
[11] ppe_fr
[11] organise
[10] événement
[10] politique

Top Words in Tweet in G7:
[96] bloquean
[96] propuso
[96] pública
[96] socialistas
[96] nombres
[96] ppe
[96] verdes
[96] comunistas
[96] audiencia
[96] ecr

Top Words in Tweet in G8:
[70] ppe
[36] loan
[34] forgiven
[33] kkn2jazzz
[32] 998
[32] markwayne
[32] grifter
[32] 700
[22] trump
[20] mullin

Top Words in Tweet in G9:
[4] ermedale
[4] johnstuartwilso
[4] scotfax
[4] antcol85
[4] ayerightyiare
[3] scotland
[3] corruption
[2] gman86159160
[2] mcoll_uk
[2] whiskynovember

Top Words in Tweet in G10:
[88] interference
[88] review
[87] 2019
[87] foreign
[86] 12
[86] examined
[86] news
[86] publicly
[86] available
[86] redacted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1886] climate,change
[1885] rail,workers
[1885] tough,nurses
[1885] tories,tough
[1885] refugees,rail
[1885] nurses,refugees
[1885] protestors,easy
[1885] workers,climate
[1885] change,protestors
[1884] easy,tax

Top Word Pairs in Tweet in G1:
[1830] rail,workers
[1830] tough,nurses
[1830] workers,climate
[1830] climate,change
[1830] nurses,refugees
[1830] change,protestors
[1830] tories,tough
[1830] protestors,easy
[1830] easy,tax
[1830] evaders,ppe

Top Word Pairs in Tweet in G2:
[105] #tory,peer
[99] peer,#michellemone
[98] #michellemone,jets
[90] nca_uk,#tory
[90] money,nca_uk
[81] jets,lavish
[81] lavish,7m
[81] 7m,algarve
[81] villa,bought
[81] algarve,villa

Top Word Pairs in Tweet in G3:
[297] ホロライブコラボ,表紙
[297] ppeが担当中だよ,getできるのは今日まで
[297] ヤングジャンプ,ホロライブコラボ
[297] getできるのは今日まで,ラストチャンス
[297] ラストチャンス,逃さないでね
[297] センターグラビアを,ppeが担当中だよ
[297] 表紙,巻頭
[297] 巻頭,センターグラビアを
[296] kokoro777pp,ヤングジャンプ
[28] コラボのシールもついてくるよ,みんなとってもかわいいので

Top Word Pairs in Tweet in G4:
[143] defrauding,treasury
[143] billions,keep
[143] sell,ppe
[143] people,boats
[143] friends,defrauding
[143] boats,sell
[143] ppe,contracts
[143] contracts,friends
[143] treasury,billions
[142] emergencybod,people

Top Word Pairs in Tweet in G5:
[11] ppe,fit
[10] offshore,workers
[10] fit,female
[10] female,offshore
[7] protective,equipment
[7] personal,protective
[7] use,ppe
[5] equipment,ppe
[4] learn,more
[4] paid,full

Top Word Pairs in Tweet in G6:
[13] jllacapelle,ppe
[10] parti,politique
[10] organise,parlement
[10] européen,#lr
[10] ppe,parti
[10] parlement,événement
[10] politique,européen
[10] #lr,organise
[10] aux,#migrants
[10] l'aide,aux

Top Word Pairs in Tweet in G7:
[96] ppe,socialistas
[96] audiencia,pública
[96] propuso,ecr
[96] comunistas,bloquean
[96] nombres,propuso
[96] socialistas,verdes
[96] bloquean,nombres
[96] verdes,comunistas
[96] ecr,audiencia
[95] hermanntertsch,ppe

Top Word Pairs in Tweet in G8:
[36] ppe,loan
[34] loan,forgiven
[32] 700,ppe
[32] 998,700
[20] mullin,998
[20] markwayne,mullin
[20] rep,markwayne
[20] grifter,rep
[20] len_future,grifter
[19] kkn2jazzz,len_future

Top Word Pairs in Tweet in G9:
[2] jjm_1994,scotfax
[2] jeffbro47421173,07985bill
[2] sensiblescots,dragonsinger52
[2] davidni61157349,littleguyfaux
[2] martin19911950,eoghanoneill_w
[2] nosaidfred,johnstuartwilso
[2] fatval999,furlough
[2] johnstuartwilso,antcol85
[2] tomlinjeanne,lesleygoldie2
[2] fgheel,scjohnston

Top Word Pairs in Tweet in G10:
[87] foreign,interference
[86] 2019,foreign
[86] 12,redacted
[86] publicly,examined
[86] interference,review
[86] report,global
[86] examined,report
[86] redacted,2019
[86] available,publicly
[86] global,news

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_loved
@conservatives
@7n_ppe
@rishisunak
@greghands
@format_ppe
@gmb
@haggis_uk
@grantshapps
@garylineker

Top Replied-To in G1:
@jolyonmaugham

Top Replied-To in G2:
@conservatives
@rishisunak
@greghands
@gmb
@grantshapps
@leeandersonmp_
@lbc
@garylineker
@raycasey2003
@kedge23

Top Replied-To in G3:
@uofztnoobz0w5yx
@kaorokuri

Top Replied-To in G4:
@acgrayling
@garylineker
@kevinhollinrake
@saulstaniforth

Top Replied-To in G5:
@fai_ppe

Top Replied-To in G6:
@rtve
@jllacapelle
@ppe_fr
@agnesevren
@ale_mussolini_
@garreauloup
@isaiabrl
@vilfredo_dix
@renaissanceue
@vonderleyen

Top Replied-To in G8:
@repmtg
@senmullin
@acyn
@sentomcotton
@thackerpd
@beasala11964985
@dd7737
@lisajoy9
@dineshdsouza
@len_future

Top Replied-To in G9:
@mikeythebuddie
@gri64
@areid602
@hawkeye_thin00

Top Replied-To in G10:
@scoopercooper

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@kokoro777pp
@emergencybod
@michellemone
@conservatives
@hermanntertsch
@nca_uk
@scoopercooper
@rishisunak
@garylineker

Top Mentioned in G1:
@jolyonmaugham
@chris__medland

Top Mentioned in G2:
@michellemone
@conservatives
@nca_uk
@rishisunak
@garylineker
@suellabraverman
@susannareid100
@chrispduck
@tonkertim
@greghands

Top Mentioned in G3:
@kokoro777pp
@snhr_minami
@yokyu_n

Top Mentioned in G4:
@emergencybod
@jolyonmaugham
@saulstaniforth
@johnny3steps
@kevinhollinrake
@angelabennatt
@blackcanine65
@acgrayling
@colin1866

Top Mentioned in G5:
@keystonedm
@nioshnoise
@thetyee
@bucmon21
@newkingofmedia
@dest2morrow

Top Mentioned in G6:
@ppe
@jllacapelle
@europarl_en
@ppe_fr
@eppgroup
@vonderleyen
@europarl_fr
@ppe_it
@forza_italia
@fxbellamy

Top Mentioned in G7:
@hermanntertsch

Top Mentioned in G8:
@kkn2jazzz
@len_future
@gophelp
@senmullin
@repmtg
@covidselect
@acyn
@youtube
@dmca1dkr8r
@feenielives4him

Top Mentioned in G9:
@ermedale
@ayerightyiare
@scotfax
@johnstuartwilso
@qp12guy
@indycelt2
@evilestmen
@magnaleptus
@indyscot12

Top Mentioned in G10:
@scoopercooper

Top Tweeters
Top Tweeters in Entire Graph:
@suntory
@dennys_pr
@linemo_official
@welcia_jp
@independent
@becaes_
@orgetorix
@990208_
@sandradunn1955
@daily_express

Top Tweeters in G1:
@sandradunn1955
@catwoman1979
@markrowantree
@june4th
@finkley1
@samljpage
@phyl_jones
@zuperpie
@hateisfutile
@kiiingsha

Top Tweeters in G2:
@independent
@christinejameis
@margymayell
@suegray834
@shirleyyoung2
@bbcnews
@trackntracer
@zidanesboots
@guse_guse
@maelysdervenn

Top Tweeters in G3:
@aki_shijou
@no_name1597
@tomochinlove21
@linner
@syabonkurabu1
@capybara0907
@anisontamasig
@giu_9_brj
@ds2501
@janet_redstar

Top Tweeters in G4:
@tartancobweb
@tshep42
@pingachoo
@paulpaul49
@hausofrushdi
@daisybelll
@londonyc
@maxmcevoy
@lynnelwhite
@wowcasanova

Top Tweeters in G5:
@danspena
@magsmom7
@stock_titan
@newkingofmedia
@stocknewsbot2
@fai_ppe
@bucmon21
@eazycadet
@mmpconnection
@luciomm1

Top Tweeters in G6:
@europapress
@portpartes
@augustacrochet
@rtvenoticias
@franco_sala
@rtve
@a3noticias
@efenoticias
@ctxt_es
@sextanoticias

Top Tweeters in G7:
@becaes_
@jaavii009
@nilix
@pepewilliammunn
@claudiagcbell
@mgutruiz
@luismartinlp
@aneshalieli
@flamengo17
@rufo_nd

Top Tweeters in G8:
@nctrueblue
@zerohedge
@asoldiersvoice
@agnew122
@bselected
@montyboa99
@ivery5000
@mjresister
@feenielives4him
@mondakwe

Top Tweeters in G9:
@2351onthelist
@fgheel
@carmic3
@gri64
@scjohnston
@scotfax
@tedditchburnnnp
@chunkyferryman
@baz__17
@darksideodunoon

Top Tweeters in G10:
@maegan_laporte
@4est2j
@kathy19090674
@sidljon
@mtnbvan
@gsawision
@tuesday7595
@lindcalgary
@la_stoffel
@rgame2


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