PPE, Twitter, 3/13/2023 9:55:00 AM, 291072


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PPE_2023-03-13_02-45-01.xlsx
PPE_2023-03-13_02-45-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 13, 2023
Short Description:
PPE via NodeXL https://bit.ly/3yzpYkQ
@jolyonmaugham
@holte
@stevebarclay
@greghands
@trackntracer
@conservatives
@suesuezep
@britain_people
@bma_juniordocs
@danielgoyal

Top hashtags:
#payrestoration
#ppe
#kdppe
#perthtanapon
#tory
#covid19
#motd
#torydoorstep
#nhs

Description:
Description
The graph represents a network of 5,671 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 09:48 UTC.

The tweets in the network were tweeted over the 1042-day, 10-hour, 23-minute period from Monday, 04 May 2020 at 13:36 UTC to Monday, 13 March 2023 at 00:00 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 : 5671
Unique Edges : 2992
Edges With Duplicates : 11139
Total Edges : 14131
Number of Edge Types : 9
Retweet : 3892
MentionsInRetweet : 5242
Replies to : 1367
MentionsInReplyTo : 2967
Tweet : 354
Quote : 90
Mentions : 160
MentionsInQuoteReply : 12
MentionsInQuote : 47
Self-Loops : 486
Reciprocated Vertex Pair Ratio : 0.022190314580342
Reciprocated Edge Ratio : 0.0434171880985826
Connected Components : 468
Single-Vertex Connected Components : 74
Maximum Vertices in a Connected Component : 3651
Maximum Edges in a Connected Component : 9657
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.061007
Graph Density : 0.00024354236427357
Modularity : 0.512404
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,671 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 09:48 UTC.

The tweets in the network were tweeted over the 1042-day, 10-hour, 23-minute period from Monday, 04 May 2020 at 13:36 UTC to Monday, 13 March 2023 at 00:00 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:
[17] https://twitter.com/gotchababy4/status/1634941244626591745/photo/1
[8] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle
[8] https://twitter.com/TAKANORIFUJI/status/1634926183086448643/photo/1
[8] https://twitter.com/raelsketh/status/1623288838109147136/photo/1
[7] https://twitter.com/GregHands/status/1634844682940477440
[6] https://twitter.com/autumn_cpaoct23/status/1632314919029727234/photo/1
[6] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[6] https://twitter.com/FenrisGames/status/1634618777252798465/photo/1
[6] https://twitter.com/saki_miyamoto/status/1632258546665664512/photo/1
[5] https://twitter.com/greghands/status/1634844682940477440

Top URLs in Tweet in G1:
[2] https://twitter.com/GregHands/status/1634844682940477440
[1] https://goodlawproject.org/revealed-greg-hands-referred-close-political-contact-for-25m-vip-contract/
[1] https://twitter.com/johnredwood/status/1634430934995939332
[1] https://twitter.com/SpanishDan1/status/1634861977557430272
[1] https://twitter.com/ukiswitheu/status/1624898179958185987/photo/1
[1] https://www.dailymail.co.uk/news/article-11850051/BBC-pay-millions-sack-Gary-Lineker-bosses-fear-MOTD2-doubt.html

Top URLs in Tweet in G2:
[1] https://twitter.com/holte/status/1634290794126364672/photo/1
[1] https://twitter.com/i/web/status/1634346992401784832
[1] https://twitter.com/philhart1978/status/1634346992401784832/photo/1

Top URLs in Tweet in G3:
[3] https://twitter.com/stevebarclay/status/1634689156986068993
[1] https://www.bma.org.uk/media/6665/junior-doctor-pay-restoration-costing-analysis-methodology-v1.pdf
[1] https://twitter.com/BMA_JuniorDocs/status/1634844337652768769/photo/1
[1] https://www.telegraph.co.uk/politics/2023/03/11/check-conscience-go-strike-steve-barclay-tells-junior-doctors/
[1] https://twitter.com/RobLaurensonD4P/status/1634887432868077569/photo/1
[1] https://www.ft.com/content/15c3630a-b31a-425a-935b-e07d180a8b58
[1] https://twitter.com/PeterStefanovi2/status/1634908258002432000/video/1
[1] https://twitter.com/roblaurensond4p/status/1634887435199954945
[1] https://twitter.com/thebma/status/1634913321647476740

Top URLs in Tweet in G4:
[8] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle
[5] https://twitter.com/greghands/status/1634844682940477440
[5] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[4] https://twitter.com/GregHands/status/1634844682940477440
[4] https://twitter.com/borofc12/status/1634971264589922304/photo/1
[3] https://twitter.com/leeandersonmp_/status/1634847797412499457
[2] https://twitter.com/GregHands/status/1634907730421874694/photo/1
[2] https://twitter.com/GregHands/status/1634907730421874694
[1] https://twitter.com/GregHands/status/1634972559199416321/photo/1
[1] https://twitter.com/GregHands/status/1634844682940477440/photo/1

Top URLs in Tweet in G5:
[1] https://twitter.com/SueSuezep/status/1635029512508563457/photo/1
[1] https://twitter.com/zero2blog/status/1633776307262693378/photo/1

Top URLs in Tweet in G6:
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[1] https://twitter.com/Britain_People/status/1634898031106506752/photo/1
[1] https://twitter.com/Britain_People/status/1631256224225263623/photo/1
[1] https://www.theneweuropean.co.uk/brexit-news/westminster-news/matt-hancock-ppe-contract-with-chinese-firm-7814038
[1] https://twitter.com/Britain_People/status/1632357795616923649/photo/1

Top URLs in Tweet in G7:
[1] https://twitter.com/MattHoyOfficial/status/1635017542665400323/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/HertStortford/status/1634957567968567296/photo/1
[4] https://twitter.com/TopTVCameraman/status/1634952318759362561/photo/1
[3] https://twitter.com/Jones4PilkyPark/status/1634892887749169154/photo/1
[3] https://twitter.com/phoebesullivan_/status/1634947446509019138/photo/1
[3] https://twitter.com/stephanosio/status/1634927869930668035/photo/1
[2] https://twitter.com/AAPrager/status/1634994874876571649/photo/1
[2] https://twitter.com/davidgoss/status/1634959110134452224/photo/1
[1] https://twitter.com/GregHands/status/1634844682940477440
[1] https://twitter.com/RichardBurgon/status/1633454093464219651/video/1
[1] https://twitter.com/KEdge23/status/1634634411344900097/photo/1

Top URLs in Tweet in G9:
[1] https://twitter.com/kirbykrackle/status/1634970832018747393/photo/1
[1] https://twitter.com/JuliaGrace1353/status/1634648475697815552?t=80c_4kaYjmOSvVoGB65b8w&s=19
[1] https://twitter.com/JuliaGrace1353/status/1634648475697815552/video/1

Top URLs in Tweet in G10:
[1] https://www.dailymail.co.uk/news/article-11849453/Sadiq-Khans-plans-London-cars-crackdown-blocked-legal-challenge.html
[1] https://twitter.com/RishiSunak/status/1634296833848532994/video/1
[1] https://twitter.com/sussexlc/status/1634855197435658242/photo/1
[1] https://www.telegraph.co.uk/news/2023/03/10/gary-lineker-thought-untouchable-failed-heed-warnings/
[1] https://twitter.com/liarsinc2/status/1634853606892670976/photo/1
[1] https://twitter.com/RachelReevesMP/status/1634883691909464066/video/1
[1] https://twitter.com/kennyarnold1997/status/1634965352261255168/photo/1
[1] https://twitter.com/NileGardiner/status/1634605046812884993
[1] https://twitter.com/JelinaRahman/status/1635025354997010432/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[572] twitter.com
[26] co.uk
[24] theguardian.com
[10] youtube.com
[8] wa.me
[7] linkedin.com
[6] whatsapp.com
[5] amazon.com
[4] goodlawproject.org
[4] trib.al

Top Domains in Tweet in G1:
[5] twitter.com
[1] goodlawproject.org
[1] co.uk

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

Top Domains in Tweet in G3:
[8] twitter.com
[1] org.uk
[1] co.uk
[1] ft.com

Top Domains in Tweet in G4:
[53] twitter.com
[15] theguardian.com
[5] co.uk
[1] gov.uk
[1] thenational.scot

Top Domains in Tweet in G5:
[2] twitter.com

Top Domains in Tweet in G6:
[3] twitter.com
[2] theguardian.com
[1] co.uk

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

Top Domains in Tweet in G8:
[77] twitter.com
[2] co.uk
[1] mailchi.mp

Top Domains in Tweet in G9:
[3] twitter.com

Top Domains in Tweet in G10:
[7] twitter.com
[2] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[96] payrestoration
[59] ppe
[18] kdppe
[18] perthtanapon
[11] tory
[10] covid19
[7] motd
[6] torydoorstep
[6] nhs
[6] bbclaurak



Top Hashtags in Tweet in G1:
[1] c4news
[1] itvnews
[1] dispatches
[1] bbc

Top Hashtags in Tweet in G2:
[1] istandwithgary
[1] motd
[1] solidarity

Top Hashtags in Tweet in G3:
[93] payrestoration
[3] nhs
[1] juniordoctorsstrike
[1] istandwithjuniordoctors

Top Hashtags in Tweet in G4:
[6] ppe
[3] vip
[3] tory
[2] payrestoration
[2] torycriminalsunfittogovern
[2] torycorruption
[2] toriesout
[1] twocities
[1] visitlondon
[1] saveourbuses

Top Hashtags in Tweet in G6:
[2] ppescandal
[1] corruption
[1] theft

Top Hashtags in Tweet in G8:
[4] torydoorstep
[3] sunakout
[3] johnsontheliar
[3] partygate
[3] covid
[3] handcock
[3] torycanvass
[3] conservatives
[2] ppe
[2] bishopsstortford

Top Hashtags in Tweet in G10:
[22] ppe
[8] tory
[1] ulez
[1] costoflivingcrisis
[1] energycosts
[1] austerity
[1] furlough
[1] excludeduk
[1] cladding
[1] waspi

Top Words
Top Words in Tweet in Entire Graph:
[3110] ppe
[1345] tories
[1326] 10bn
[1314] more
[1293] wasted
[1284] forgotten
[1230] greg
[1222] jolyonmaugham
[1205] seems
[1204] spend

Top Words in Tweet in G1:
[1089] ppe
[1080] jolyonmaugham
[1065] tories
[1059] more
[1059] 10bn
[1057] seems
[1057] wasted
[1057] forgotten
[1057] spend
[1057] 12

Top Words in Tweet in G2:
[731] lineker
[731] rights
[731] rashford
[731] human
[730] marcus
[730] gary
[730] school
[729] children
[729] war
[728] hero

Top Words in Tweet in G3:
[596] hr
[355] stevebarclay
[351] cost
[346] despite
[267] doctors
[264] junior
[262] full
[257] bma_juniordocs
[256] today
[256] re

Top Words in Tweet in G4:
[319] ppe
[306] conservatives
[245] greghands
[235] cchqpress
[173] jeremy_hunt
[92] money
[82] billions
[79] contracts
[76] trace
[68] tories

Top Words in Tweet in G5:
[250] ppe
[129] 10bn
[114] pandemic
[114] written
[113] truss
[113] trace
[113] track
[113] kwarteng
[113] cost
[113] pre

Top Words in Tweet in G6:
[216] villa
[116] britain_people
[110] mone
[109] michelle
[108] algarve
[108] 7m
[108] 6m
[108] landed
[108] partner
[108] jet

Top Words in Tweet in G7:
[102] ppe
[101] juneslater17
[100] pandemic
[99] involved
[99] everything
[99] non
[99] etc
[99] tests
[99] vax
[99] governments

Top Words in Tweet in G8:
[48] ppe
[36] covid
[35] mates
[35] mentioned
[34] attached
[34] folks
[34] remember
[34] havn
[33] lies
[33] knock

Top Words in Tweet in G9:
[136] started
[80] ppe
[74] 1goodtern
[70] first
[68] footwear
[68] sharp
[68] try
[68] wear
[68] humans
[68] everything

Top Words in Tweet in G10:
[36] ppe
[33] tax
[31] rishisunak
[30] happened
[22] #ppe
[20] sussexlc
[19] millions
[19] contracts
[17] michellemone
[16] government

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1321] 10bn,ppe
[1194] 12,5bn
[1194] more,10bn
[1192] total,spend
[1192] spend,12
[1191] tories,wasted
[1191] wasted,more
[1191] ppe,total
[1190] 5bn,perhaps
[1190] forgotten,tories

Top Word Pairs in Tweet in G1:
[1058] 10bn,ppe
[1057] 12,5bn
[1056] seems,forgotten
[1056] spend,12
[1056] total,spend
[1056] greg,seems
[1056] 5bn,perhaps
[1056] wasted,more
[1056] tories,wasted
[1056] forgotten,tories

Top Word Pairs in Tweet in G2:
[731] human,rights
[730] gary,lineker
[730] marcus,rashford
[730] rights,marcus
[729] children,war
[728] war,hero
[728] rashford,feed
[728] school,children
[727] feed,school
[727] speak,human

Top Word Pairs in Tweet in G3:
[262] junior,doctors
[254] cost,paying
[254] figures,stevebarclay
[254] paying,junior
[254] inflated,figures
[254] re,worth
[254] stevebarclay,full
[254] today,wildly
[254] despite,today
[254] doctors,re

Top Word Pairs in Tweet in G4:
[232] conservatives,cchqpress
[161] jeremy_hunt,conservatives
[157] greghands,jeremy_hunt
[72] greghands,conservatives
[59] ppe,contracts
[47] track,trace
[34] public,finances
[29] test,trace
[28] 10bn,ppe
[28] twocitiesnickie,conservatives

Top Word Pairs in Tweet in G5:
[129] 10bn,ppe
[113] ppe,written
[113] kwarteng,cost
[113] pre,pandemic
[113] track,trace
[113] truss,kwarteng
[113] 74bn,test
[113] trace,37bn
[113] rises,understocked
[113] ppe,price

Top Word Pairs in Tweet in G6:
[109] michelle,mone
[108] algarve,6m
[108] partner,landed
[108] private,jet
[108] landed,7m
[108] villa,algarve
[108] 6m,private
[108] 7m,villa
[108] jet,villa
[108] mone,partner

Top Word Pairs in Tweet in G7:
[99] governments,cared
[99] ppe,vax
[99] pandemic,ppe
[99] tests,etc
[99] everything,involved
[99] involved,pandemic
[99] done,non
[99] vax,tests
[99] cared,everything
[99] etc,done

Top Word Pairs in Tweet in G8:
[34] remember,folks
[34] havn,mentioned
[34] attached,havn
[33] folks,knock
[33] door,mention
[33] mention,attached
[33] knock,door
[32] ppe,mates
[32] fighting,multiple
[32] continual,lies

Top Word Pairs in Tweet in G9:
[68] footwear,sharp
[68] started,try
[68] humans,wear
[68] 1goodtern,started
[68] try,explain
[68] ppe,first
[68] everything,humans
[68] explain,everything
[68] wear,started
[68] first,footwear

Top Word Pairs in Tweet in G10:
[15] rishisunak,tax
[15] husband,millions
[15] happened,michellemone
[15] happened,rishisunak
[15] tax,affairs
[15] fraudster,husband
[15] millions,happened
[15] michellemone,fraudster
[14] annief1,happened
[14] boat,people

Top Replied-To
Top Replied-To in Entire Graph:
@greghands
@ppe_loved
@7n_ppe
@cia_ppe
@b0r7_e
@twocitiesnickie
@laurenboebert
@_ho___ppe
@gbnews
@conservatives

Top Replied-To in G1:
@jolyonmaugham
@lamplwenda
@andrewbrookldn
@kathyconwom

Top Replied-To in G2:
@holte

Top Replied-To in G3:
@peterstefanovi2
@stevebarclay
@dannybromage
@roblaurensond4p
@andrewmeyerson
@copdawoot

Top Replied-To in G4:
@greghands
@twocitiesnickie
@leeandersonmp_
@conservatives
@marinahyde
@drdavidbull
@andrewrtdavies
@kedge23
@mexico1978r
@louie_french

Top Replied-To in G5:
@georgemonbiot

Top Replied-To in G6:
@britain_people

Top Replied-To in G7:
@juneslater17
@matthoyofficial

Top Replied-To in G8:
@kedge23
@jones4pilkypark
@georgialynne_h
@robertlargan
@andrewrtdavies
@davidgoss
@debbie_soloman
@hepworthclare
@maidendale56
@rscowler

Top Replied-To in G9:
@kirbykrackle
@danielgoyal
@1goodtern
@pickettbri
@fitterhappieraj

Top Replied-To in G10:
@louie_french
@nilegardiner
@rishisunak
@gisellestace4
@kennyarnold1997
@eddgrundy
@nige94968596
@rachelreevesmp
@suellabraverman
@richardburgon

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@holte
@stevebarclay
@conservatives
@bma_juniordocs
@cchqpress
@jeremy_hunt
@suesuezep
@britain_people
@greghands

Top Mentioned in G1:
@jolyonmaugham
@jamesgrahamauth
@greghands
@lamplwenda
@shakatak7
@rolynhome
@suesuezep
@andrewbrookldn
@ecraep1k
@julialeethorp

Top Mentioned in G2:
@holte
@jolyonmaugham
@philhart1978

Top Mentioned in G3:
@stevebarclay
@bma_juniordocs
@thebma
@roblaurensond4p
@jolyonmaugham
@roopafarooki
@telegraph
@fearnley_k
@suesuezep
@drhopesicknotes

Top Mentioned in G4:
@conservatives
@cchqpress
@jeremy_hunt
@greghands
@jolyonmaugham
@bennyjj81
@twocitiesnickie
@kevinturveyrip
@runopb
@zbris6

Top Mentioned in G5:
@suesuezep
@jolyonmaugham
@zero2blog
@smartysue
@jemmaforte
@iamneilboss
@georgemonbiot
@mprepuce
@holte
@therobhill

Top Mentioned in G6:
@britain_people
@jolyonmaugham
@holte
@lucywoodslucy70
@conservatives
@suesuezep
@ginge003
@rishisunak
@michellemone
@vintiquesmark

Top Mentioned in G7:
@juneslater17
@joeyjojojunior_
@matthoyofficial
@brathmereclare

Top Mentioned in G8:
@conservatives
@ccacllrs
@darlocons
@women2win
@eastmidstory
@rushcliffe
@apollon101
@hepworthclare
@starinnglossop
@rscowler

Top Mentioned in G9:
@1goodtern
@zieak
@danielgoyal
@snigskitchen
@fitterhappieraj
@fonant
@penheiro53
@stoggles
@whatcan1choose
@holte

Top Mentioned in G10:
@rishisunak
@sussexlc
@michellemone
@annief1
@tonkertim
@meldrewsghost
@nilegardiner
@rachelreevesmp
@jolyonmaugham
@holte

Top Tweeters
Top Tweeters in Entire Graph:
@dennys_pr
@_craftboss
@remindme_ofthis
@rk70534
@sandradunn1955
@allchanges
@tuesevening
@maegan_laporte
@bumbimknok
@net2ayurveda

Top Tweeters in G1:
@net2ayurveda
@spanishdan1
@cleggy261
@fiona_fionnagal
@shirleyyoung2
@magapanthus
@hacketttom
@jeannebartram
@annetteashley61
@kingsmeadmrt

Top Tweeters in G2:
@antoniobb1953
@roseannebyrne
@peterandann
@david96212152
@heather941001
@fagankara
@inclinepress
@fixed_that_4_u
@bizthebuz
@stephen_c_ward

Top Tweeters in G3:
@rk70534
@tshep42
@mstkindeed
@chiller
@carolehope2
@telegraph
@starterpat
@dorothy90237074
@maurlind
@idontmind64

Top Tweeters in G4:
@parsifel43
@ladyjules_cath
@trackntracer
@cernusson
@kingking3107
@vintiquesmark
@trudgin
@mexico1978r
@jamdodger4
@ggriffithsbrown

Top Tweeters in G5:
@allchanges
@suegray834
@justmebeingme4
@mrs_coyle
@hawkins_carole
@jackalsbynight
@lanct22
@tymvirginia
@declan_hoare
@vjl2

Top Tweeters in G6:
@paulduffy1192
@cogglemaggie
@wowcasanova
@k2020cat
@barking52731887
@stevenroy27
@bchairss
@deserttzuki
@britain_people
@ronaldlaceyfans

Top Tweeters in G7:
@maegan_laporte
@andyhammers
@loreign83
@steveg06322664
@mamacee7
@elainecoulson58
@stephen_gash
@pamharr14199861
@lorrainestv_ads
@giletgirl

Top Tweeters in G8:
@hepworthclare
@cosmico43151136
@chrispduck
@tfl
@kv654321
@mikeep6
@toptvcameraman
@will0pad
@davethewoodsman
@abibrown1

Top Tweeters in G9:
@grumpyyetamusin
@marycarstensen
@tungwene
@snigskitchen
@aethylred
@nailatrahman
@ginandfred
@heidentweet
@e_catservant
@capt_caffiend

Top Tweeters in G10:
@rgarryneal
@jzeeman101
@tk_golf_buys
@icepam
@jeansmith3359
@marion94862795
@nobigfish
@annief1
@fannakapan3
@carshaltonart


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