PPE, Twitter, 7/13/2022 12:16:32 AM, 279453


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PPE_2022-07-12_04-15-01.xlsx
PPE_2022-07-12_04-15-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 13, 2022
Short Description:
PPE via NodeXL https://bit.ly/3o0CMvg
@aiannucci
@drtammrawarby
@62_elizay
@qewperp
@trackntracer
@nytscience
@billgreenwood
@technicallyron
@drfrancesryan
@iggy_8888

Top hashtags:
#เลย์จับคู่ฟินกินคู่โอมนนน
#kinnporschefinalep
#kdppe
#perthtanapon
#ppe

Description:
Description
The graph represents a network of 7,982 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, 12 July 2022 at 11:21 UTC.

The requested start date was Tuesday, 12 July 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, 2-hour, 21-minute period from Thursday, 07 July 2022 at 10:00 UTC to Monday, 11 July 2022 at 12:21 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 : 7982
Unique Edges : 4936
Edges With Duplicates : 11773
Total Edges : 16709
Number of Edge Types : 5
Replies to : 1665
Mentions : 1585
Tweet : 1535
Retweet : 5180
MentionsInRetweet : 6744
Self-Loops : 1559
Reciprocated Vertex Pair Ratio : 0.0125027660986944
Reciprocated Edge Ratio : 0.0246967544530652
Connected Components : 976
Single-Vertex Connected Components : 326
Maximum Vertices in a Connected Component : 4367
Maximum Edges in a Connected Component : 9646
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.484381
Graph Density : 0.000143647979285305
Modularity : 0.540015
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,982 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, 12 July 2022 at 11:21 UTC.

The requested start date was Tuesday, 12 July 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, 2-hour, 21-minute period from Thursday, 07 July 2022 at 10:00 UTC to Monday, 11 July 2022 at 12:21 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:
[47] https://www.independent.co.uk/climate-change/ppe-gowns-nhs-government-latest-b2116210.html
[41] https://twitter.com/billgreenwood/status/1546103065274720257?t=sWK0RB3BBpjrnnM4DVVrKg&s=19
[29] https://goodlawproject.org/news/michelle-donelan-partner-contracts/
[15] https://www.independent.co.uk/climate-change/ppe-gowns-nhs-government-latest-b2116210.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1657441066
[14] https://www.youtube.com/channel/UCDVltowj5k2pM3zRX5ba_uw
[11] https://metro.co.uk/2021/05/15/priti-patel-accused-of-breaching-code-by-lobbying-for-20000000-ppe-deal-14587167/?ito=article.desktop.share.top.twitter
[10] https://files.microcms-assets.io/assets/dc5078bb619b44e981f63da17a6bea97/5bfbfd652b04488db09be918b43cc339/%E3%81%BF%E3%82%93%E3%81%AA%E3%81%A7%E7%AF%80%E9%9B%BB%E3%82%AD%E3%83%A3%E3%83%B3%E3%83%9A%E3%83%BC%E3%83%B3%E8%A6%8F%E7%B4%84.pdf
[7] https://metro.co.uk/2021/05/15/priti-patel-accused-of-breaching-code-by-lobbying-for-20000000-ppe-deal-14587167/?ito=article.mweb.share.top.twitter
[7] https://twitter.com/ex67t20/status/1286791623037394947?s=21&t=WP4EImr4jKqzxeoRvFWT7A
[6] https://vison-hotels.com

Top URLs in Tweet in G1:
[1] https://twitter.com/theipaper/status/1544955913647390721
[1] https://twitter.com/johnredwood/status/1545998922488889351
[1] https://fullfact.org/health/labour-ppe-burnt-claims/
[1] https://www.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[1] https://twitter.com/iridisalpha/status/1541051775792418816
[1] https://twitter.com/pjtheeconomist/status/1546070249858007040

Top URLs in Tweet in G2:
[41] https://twitter.com/billgreenwood/status/1546103065274720257?t=sWK0RB3BBpjrnnM4DVVrKg&s=19
[2] https://twitter.com/rhonddabryant/status/1544995691977637889
[1] https://twitter.com/ShippersUnbound/status/1546442867714949120
[1] https://twitter.com/seaned75/status/1546408482714394625
[1] https://twitter.com/ClemMinister/status/1545786250610855938
[1] https://goodlawproject.org/news/siobhan-baillie-ppe-vip-lane/
[1] https://twitter.com/gottlieb1889/status/1546134513025269763
[1] https://www.bbc.co.uk/news/business-61754394
[1] https://goodlawproject.org/news/michelle-donelan-partner-contracts/
[1] https://twitter.com/kercle/status/1546083835439448064

Top URLs in Tweet in G3:
[14] https://www.independent.co.uk/climate-change/ppe-gowns-nhs-government-latest-b2116210.html
[2] https://twitter.com/danwootton/status/1544986392320688129
[2] https://kaosenlared.net/los-planes-de-pensiones-de-empleo-ppe-otro-robo-a-la-clase-obrera/
[2] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[2] https://apple.news/A1oqlgEY4TJqEdOVdxvWPTQ
[2] https://peing.net/ja/nharuka_kk?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[1] https://zcu.io/K6oD
[1] https://twitter.com/macronikki/status/1544835886978039808
[1] https://www.elmsleighhouse.co.uk/blog/your-patient-journey-2022?utm_content=213495955&utm_medium=social&utm_source=twitter&hss_channel=tw-370030561
[1] https://agenparl.eu/2022/07/07/emergenza-siccita-lon-salvatore-de-meo-ppe-fi-interviene-in-aula-a-strasburgo-la-siccita-non-riguarda-solo-alcuni-ma-tutti-ecco-perche-lue-deve-promuovere-a/

Top URLs in Tweet in G4:
[8] https://goodlawproject.org/news/michelle-donelan-partner-contracts/
[2] https://www.bbc.co.uk/news/education-62061251
[2] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=420618
[2] https://twitter.com/10DowningStreet/status/1544423894941040641
[1] https://www.ft.com/content/740aa990-9bed-4cd3-b75b-0a5ce50b55c8
[1] https://www.buzzfeed.com/alexwickham/liz-truss-photographer-twitter-instagram
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://www.mirror.co.uk/news/politics/storing-unused-ppe-costing-taxpayers-26845320
[1] https://www.mirror.co.uk/news/politics/minister-says-people-who-want-22249356?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://metro.co.uk/2021/05/15/priti-patel-accused-of-breaching-code-by-lobbying-for-20000000-ppe-deal-14587167/?ito=article.desktop.share.top.twitter

Top URLs in Tweet in G5:
[1] https://twitter.com/peterstefanovi2/status/1546411486507143169
[1] https://twitter.com/aiannucci/status/1546381850549035011
[1] https://www.theguardian.com/business/2019/apr/03/inheritance-tax-loopholes-allowing-super-rich-to-pay-lower-rates
[1] https://www.opendemocracy.net/en/dark-money-investigations/exclusive-property-tycoons-gave-tories-more-than-11m-in-less-than-a-year/
[1] https://www.theguardian.com/politics/2020/nov/18/ppe-suppliers-with-political-ties-given-high-priority-status-report-reveals
[1] https://www.theguardian.com/politics/2022/jul/06/uk-food-exports-to-eu-fell-19-in-15-months-after-brexit-show-figures
[1] https://news.sky.com/story/uk-ports-threaten-legal-action-after-spending-millions-on-white-elephant-post-brexit-border-control-posts-12648261
[1] https://www.theguardian.com/business/2022/jul/08/six-charts-that-show-how-the-uk-economy-is-in-crisis
[1] https://twitter.com/FidelUK/status/1545682930491686918?s=20&t=gDYGS3dhdVuHcvZ0TaNYfQ
[1] https://twitter.com/mmaher70/status/1545728731574042624

Top URLs in Tweet in G6:
[2] https://www.epravda.com.ua/news/2022/07/7/688957/
[2] https://www.pravda.com.ua/news/2022/07/10/7357318/
[2] https://censor.net/ua/n3353152
[2] https://censor.net/ua/n3353302
[2] https://www.epravda.com.ua/news/2022/07/7/688955/
[2] https://www.epravda.com.ua/news/2022/07/10/689042/
[2] https://www.epravda.com.ua/news/2022/07/11/689051/
[2] https://www.eurointegration.com.ua/news/2022/07/10/7142923/
[2] https://www.eurointegration.com.ua/news/2022/07/11/7142970/
[2] https://m.facebook.com/login.php?next=https%3A%2F%2Fm.facebook.com%2Fstory.php%3Fstory_fbid%3Dpfbid02wTmeG9Jo3GWEQQGNqZ3FmVySFmADu7XmpPZps9punRcED9z3AQ8akSLgm4ATbtWJl%26id%3D100069092624537&refsrc=deprecated&_rdr

Top URLs in Tweet in G8:
[6] https://shop.line.me/@nightper
[4] https://www.gmm-tv.com/artists/view/180/
[3] https://www.instagram.com/accounts/login/?next=/p/Cf3Ycw6rkuG/
[3] https://www.instagram.com/accounts/login/?next=/p/Cfyu2nlP9IO/
[3] https://corporate.thaiticketmajor.com/outlet-location.php
[3] https://www.thaiticketmajor.com/concert/2022-yugyeom-1st-live-in-bangkok.html
[2] https://www.youtube.com/watch?v=6UWTK3fOf9w&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSfFJLhsNuaTAo5nZTjxitf4MwAPwiOqHtyvOtDClcP5X0FrFA/viewform?usp=send_form
[2] https://fb.watch/ebKUKCJhAE/
[2] https://fb.watch/ebKV1nui3z/

Top URLs in Tweet in G9:
[1] https://www.independent.co.uk/climate-change/ppe-gowns-nhs-government-latest-b2116210.html
[1] https://twitter.com/ga1863/status/1545734487212015624

Top URLs in Tweet in G10:
[10] https://files.microcms-assets.io/assets/dc5078bb619b44e981f63da17a6bea97/5bfbfd652b04488db09be918b43cc339/%E3%81%BF%E3%82%93%E3%81%AA%E3%81%A7%E7%AF%80%E9%9B%BB%E3%82%AD%E3%83%A3%E3%83%B3%E3%83%9A%E3%83%BC%E3%83%B3%E8%A6%8F%E7%B4%84.pdf
[6] https://vison-hotels.com
[4] https://ima-present.com
[2] https://www.makuake.com/project/pure/
[2] https://rdr.yahoo.co.jp/v1/label=L2pvYnRva3UyMjA3L3R3LzAxLw/p=jobcatalog_campaign/d=jobcatalog_redirect/tk=b7a0ceaf-b077-4309-89f6-d89115d1bd1b/ru=aHR0cHM6Ly90b2t1LnlhaG9vLmNvLmpwL3l3b3JrMjAyMjA2YS9sb3Qv/
[2] https://www.meg-snow.com/fun/
[2] https://www.akindo-sushiro.co.jp/campaign/detail.php?id=2783&utm_source=tw&utm_medium=social&utm_campaign=nippon_220706
[2] https://www.akindo-sushiro.co.jp/campaign/detail.php?id=2783&utm_source=tw&utm_medium=social&utm_campaign=nippon_220704
[2] https://paytouch.jp/shop/g/g1002-2516410010013/
[2] https://www.aquaclara.co.jp/ndg/?ui_agency=aci&ui_source=twt&ui_medium=other&ui_campaign=00018&argument=OYfAJGLF&dmai=aci_twt_0018

Top Domains
Top Domains in Tweet in Entire Graph:
[234] twitter.com
[113] co.uk
[38] youtube.com
[35] goodlawproject.org
[29] co.jp
[20] nytimes.com
[18] theguardian.com
[15] facebook.com
[14] bit.ly
[14] com.ua

Top Domains in Tweet in G1:
[4] twitter.com
[1] fullfact.org
[1] co.uk

Top Domains in Tweet in G2:
[51] twitter.com
[2] goodlawproject.org
[2] co.uk

Top Domains in Tweet in G3:
[52] twitter.com
[29] co.uk
[13] ppe.pl
[4] nytimes.com
[4] wdhn.com
[4] theguardian.com
[3] bit.ly
[3] peing.net
[3] blogspot.com
[2] nhs.uk

Top Domains in Tweet in G4:
[11] goodlawproject.org
[8] twitter.com
[6] co.uk
[1] ft.com
[1] buzzfeed.com
[1] theguardian.com

Top Domains in Tweet in G5:
[5] twitter.com
[4] theguardian.com
[1] opendemocracy.net
[1] sky.com

Top Domains in Tweet in G6:
[14] com.ua
[9] twitter.com
[9] censor.net
[4] 5.ua
[3] eurosolidarity.org
[2] youtube.com
[2] facebook.com
[1] prm.ua
[1] espreso.tv
[1] bit.ly

Top Domains in Tweet in G8:
[21] twitter.com
[10] instagram.com
[8] thaiticketmajor.com
[7] facebook.com
[6] fb.watch
[6] line.me
[5] youtube.com
[4] gmm-tv.com
[2] google.com
[2] siamzone.com

Top Domains in Tweet in G9:
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G10:
[14] co.jp
[10] microcms-assets.io
[9] twitter.com
[6] vison-hotels.com
[6] ima-present.com
[6] bit.ly
[4] monipla.com
[4] dennys.jp
[3] meg-snow.com
[2] makuake.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[161] เลย์จับคู่ฟินกินคู่โอมนนน
[139] kinnporschefinalep
[135] kdppe
[135] perthtanapon
[99] ppe
[84] mynameisnanon
[64] ohmpawat
[52] neverrishi
[42] yugyeom1stliveinbkk
[41] torycriminalsunfittogovern



Top Hashtags in Tweet in G1:
[3] toryleadershipcontest
[1] toryincompetence
[1] r4today
[1] askingforafriend

Top Hashtags in Tweet in G2:
[48] neverrishi
[9] excludeduk
[8] anyonebutrishi
[7] forgottenltd
[7] excludedunity
[7] notosunak
[5] covid
[5] toriesout3
[4] toryleadershipcontest
[4] ppe

Top Hashtags in Tweet in G3:
[44] ppe
[8] gloves
[7] safety
[4] nhs
[4] construction
[4] covid
[4] borisjohnson
[4] bs2022
[3] torymeltdown
[3] toriesout

Top Hashtags in Tweet in G4:
[12] ppe
[6] exclusivebrethren
[5] pbcc
[4] tory
[4] plymouthbrethren
[3] michelledonelan
[3] corrupt
[3] torycriminalsunfittogovern
[2] torycorruption
[2] toriesout

Top Hashtags in Tweet in G5:
[2] ppe
[1] toryleadershipcontest
[1] torycriminalsunfittogovern
[1] johnsonout168
[1] byebyeboris
[1] resigned
[1] backstabber
[1] jeremyvine
[1] british
[1] corrupttoriesout

Top Hashtags in Tweet in G6:
[4] зсу
[3] новини
[2] вірювзсу
[1] україна
[1] ukraine
[1] armukrainenow

Top Hashtags in Tweet in G8:
[161] เลย์จับคู่ฟินกินคู่โอมนนน
[133] kdppe
[133] perthtanapon
[84] mynameisnanon
[64] ohmpawat
[42] yugyeom1stliveinbkk
[40] โอมนนน
[40] nanon_korapat
[40] mycoachตะลุมรักตะลุมบอล
[35] ohmnanon

Top Hashtags in Tweet in G9:
[3] clownsidiots
[2] spongerjohnson
[2] gmb
[1] spaffer

Top Hashtags in Tweet in G10:
[31] キャンペーン
[21] プレゼント
[13] amazonギフト券
[13] 懸賞
[10] quoカードpay
[10] ニチガス
[9] プレゼント企画
[7] kbs京都ラジオ
[6] 懸賞仲間募集中
[6] めちゃうま

Top Words
Top Words in Tweet in Entire Graph:
[3182] ppe
[1798] lost
[1717] tax
[1624] saying
[1623] anything
[1618] candidates
[1613] aiannucci
[1613] promises
[1608] fr
[1607] 9b

Top Words in Tweet in G1:
[1515] aiannucci
[1511] lost
[1509] amidst
[1509] cascade
[1509] unfunded
[1509] tax
[1509] promises
[1509] candidates
[1509] saying
[1509] anything

Top Words in Tweet in G2:
[305] ppe
[169] covid
[157] billions
[109] support
[104] money
[97] contracts
[90] trace
[87] signed
[81] track
[79] rishisunak

Top Words in Tweet in G3:
[255] ppe
[64] ãƒ
[44] #ppe
[42] more
[42] covid
[33] ç
[33] æ
[28] money
[27] over
[27] ÿã

Top Words in Tweet in G4:
[215] ppe
[124] contracts
[120] michelle
[106] donelan
[73] goodlawproject
[58] company
[54] awarding
[54] tâ
[53] court
[53] high

Top Words in Tweet in G5:
[100] ppe
[63] borisjohnson
[54] worst
[54] covid
[51] hottuberrol
[41] zacgoldsmith
[39] billions
[39] pandemic
[32] years
[30] death

Top Words in Tweet in G6:
[164] format_ppe
[65] на
[61] і
[60] не
[56] в
[54] у
[44] що
[43] з
[40] а
[36] та

Top Words in Tweet in G7:
[157] ppe
[157] contracts
[156] proud
[156] achievements
[156] number
[156] 10
[156] failing
[156] lockdown
[156] early
[156] selling

Top Words in Tweet in G8:
[181] จ
[178] นก
[171] ˆà
[170] ฟ
[168] นค
[165] บค
[164] #เลย
[163] โอมนนน
[133] #perthtanapon
[132] #kdppe

Top Words in Tweet in G9:
[131] ppe
[88] lost
[78] billions
[78] police
[77] darrenflicker
[77] heâ
[77] taken
[76] gone
[76] investigate
[76] gifted

Top Words in Tweet in G10:
[56] 応募方法
[38] をフォロー
[35] 10
[35] この投稿をrt
[35] ãƒ
[33] フォロー
[30] #キャンペーン
[28] co
[24] 日
[21] 懸賞仲間募集中

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1607] 9b,lost
[1606] amidst,cascade
[1606] cascade,unfunded
[1606] unfunded,tax
[1606] tax,promises
[1606] promises,candidates
[1606] candidates,saying
[1606] saying,anything
[1606] anything,retrieving
[1606] retrieving,9b

Top Word Pairs in Tweet in G1:
[1509] amidst,cascade
[1509] cascade,unfunded
[1509] unfunded,tax
[1509] tax,promises
[1509] promises,candidates
[1509] candidates,saying
[1509] saying,anything
[1509] anything,retrieving
[1509] retrieving,9b
[1509] 9b,lost

Top Word Pairs in Tweet in G2:
[101] covid,support
[73] track,trace
[72] ppe,contracts
[54] dodgy,ppe
[46] guess,signed
[46] 37bn,disaster
[46] ppe,money
[46] sunak,trusted
[46] trusted,backstabber
[46] backstabber,fined

Top Word Pairs in Tweet in G3:
[32] ãƒ,ãƒ
[18] single,use
[18] use,ppe
[16] ppe,contracts
[16] wasted,more
[16] ppe,over
[16] over,greener
[15] choosing,single
[15] greener,alternative
[12] government,wasted

Top Word Pairs in Tweet in G4:
[106] michelle,donelan
[103] ppe,contracts
[54] awarding,ppe
[52] january,year
[52] year,high
[52] high,court
[52] court,ruled
[51] goodlawproject,january
[48] ruled,governmentâ
[48] governmentâ,use

Top Word Pairs in Tweet in G5:
[38] zacgoldsmith,borisjohnson
[28] jeremy,hunt
[27] covid,death
[27] 40,years
[27] writesbright,same
[27] same,jeremy
[27] hunt,health
[27] health,secretary
[27] secretary,2016
[27] 2016,binned

Top Word Pairs in Tweet in G6:
[6] format_ppe,на
[6] те,що
[5] то,не
[5] format_ppe,я
[5] format_ppe,а
[4] в,україні
[4] під,час
[4] час,війни
[4] в,сша
[4] єрмак,був

Top Word Pairs in Tweet in G7:
[157] ppe,contracts
[156] proud,achievements
[156] achievements,number
[156] number,10
[156] 10,failing
[156] failing,lockdown
[156] lockdown,early
[156] early,selling
[156] selling,ppe
[156] contracts,friends

Top Word Pairs in Tweet in G8:
[165] จ,บค
[165] บค,ฟ
[165] ฟ,นก
[164] นก,นค
[163] #เลย,จ
[163] นค,โอมนนน
[66] #kdppe,#perthtanapon
[60] ˆà,ˆà
[53] #perthtanapon,#kdppe
[46] โอมนนน,#mynameisnanon

Top Word Pairs in Tweet in G9:
[76] heâ,gone
[76] gone,police
[76] police,investigate
[76] investigate,billions
[76] billions,gifted
[76] gifted,lost
[76] lost,given
[76] given,taken
[76] taken,whatever
[76] whatever,during

Top Word Pairs in Tweet in G10:
[21] ãƒ,ãƒ
[17] をフォロー,この投稿をrt
[15] 10,日
[11] 規約,co
[10] みんなで節電,#キャンペーン
[10] #キャンペーン,20名様に
[10] 20名様に,#quoカードpay
[10] #quoカードpay,をプレゼント
[10] をプレゼント,#ニチガス
[10] #ニチガス,nicigas

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@danwootton
@johnredwood
@ppe_doo
@zacgoldsmith
@rishisunak
@rudkinrichard
@rhonddabryant
@lbc
@hoppe_ppe_

Top Replied-To in G1:
@aiannucci
@mimij9
@davidheadviews
@jerrykoolkeogh
@jonlis1
@flyonno10wall

Top Replied-To in G2:
@danwootton
@johnredwood
@rishisunak
@skynews
@jonesyfay
@peterstefanovi2
@gbnews
@theleaverland
@kercle
@restispolitics

Top Replied-To in G3:

Top Replied-To in G4:
@michelledonelan
@bbcnews
@trussliz
@guidofawkes
@kwasikwarteng
@peterjukes
@colwillstephen
@peston
@10downingstreet
@direthoughts

Top Replied-To in G5:
@zacgoldsmith
@_henrybolton
@nadhimzahawi
@albieamankona
@dpjhodges
@angelarayner
@shaileshvara
@writesbright
@emilyhewertson
@mikegalsworthy

Top Replied-To in G6:
@format_ppe
@djerelna
@oleksa_ua66
@aleksbrejk
@did__pihto
@cgtr
@puk_futing
@grsppbvbbg7nfui
@3dnbitee1hvbtr4
@afigvamvsem

Top Replied-To in G8:
@lalita050730
@feohthai
@slowmo_ppe
@moe_ppe
@thaiticketmajor
@methikamtk
@ohmpawatt
@xiaoxiaozhichi7
@gmmtv
@mameawmellophon

Top Replied-To in G9:
@darrenflicker
@laurence_in_eu
@ragdollyanna2
@tomhfh
@marinapurkiss
@alexgathomas
@katthryn_egan
@lmshe4
@andyburnhamgm
@platt22

Top Replied-To in G10:
@hoppe_ppe_
@riko_ppe
@dozo_bot
@ima_present
@sura_ppe
@ppe_po12
@tiger_pr_jpn
@yodo_kichijoji
@afustore_jp
@bicticket

Top Mentioned
Top Mentioned in Entire Graph:
@aiannucci
@technicallyron
@drfrancesryan
@ao_keys
@kokoro777pp
@goodlawproject
@darrenflicker
@rishisunak
@otto_english
@robinma46884829

Top Mentioned in G1:
@aiannucci
@crohnoid
@colin_e
@paulgarvey4
@proakj
@mbrmark

Top Mentioned in G2:
@rishisunak
@judi_onion
@danwootton
@kercle
@officialeua
@daviessteve
@aiannucci
@suellabraverman
@wokeydokey2001
@torycommons

Top Mentioned in G3:
@snugglegoth
@thinktalk_tv
@brubeaker
@mygrouprecycles
@fleezytainment

Top Mentioned in G4:
@goodlawproject
@peterjukes
@michelledonelan
@huds8118
@damianhastie
@aiannucci
@trussliz
@kwasikwarteng
@guse_guse

Top Mentioned in G5:
@borisjohnson
@hottuberrol
@zacgoldsmith
@writesbright
@conservatives
@aiannucci
@mea_bc
@psnimeadistrict
@uklabour
@rishisunak

Top Mentioned in G6:
@format_ppe
@censor_net
@ouqxp4rxqrmptlw
@alexpvlgrd
@5channel
@babaikit
@epravda
@euro_solidarity
@haryton74
@tatyana17112009

Top Mentioned in G7:
@technicallyron
@tumbledryermaia
@aiannucci

Top Mentioned in G8:
@perthppe
@plz_more_giman
@ohmpawat_family
@tingnanon
@ppetrends
@mynameisnanon
@ohmpawatt
@tlp_fc
@loveinppe
@ohmnanonofc

Top Mentioned in G9:
@darrenflicker
@yam_nivek
@msm_monitor
@aiannucci
@ragdollyanna2
@goodlawproject
@jenreeve190
@michaelmcgrane7
@benhabib6
@marinahyde

Top Mentioned in G10:
@nicigas
@kbs_radioevent
@akindosushiroco
@stastami
@kingclub_sub
@wagashi_daifuk
@wp_shiseido
@aquaclara_info

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@cas_2050001283
@subwayjp
@gusto_official
@dennys_pr
@aquaclara_info
@itoham_inc
@bamiyan_cp
@jona_official_

Top Tweeters in G1:
@roblwilson
@wildwalkerwoman
@tartancobweb
@jpjanson
@margymayell
@lawlor224
@dr_shibley
@lovabelow98
@kirkmurphy
@shambles151

Top Tweeters in G2:
@scott1984fp
@skynews
@matilda_w_
@trackntracer
@jjcwow
@maurlind
@davidwcummins
@rubycooper007
@frisesally
@norbet

Top Tweeters in G3:
@cas_2050001283
@agenparl
@adabagcompany
@beccanalia
@ambulsiva
@taembeam
@noonnie_k
@ianfhood
@markhillary
@adhesion2

Top Tweeters in G4:
@fiona_fionnagal
@mstkindeed
@bbcnews
@telegraph
@magapanthus
@josmirek
@guse_guse
@peterjukes
@alfieturner2
@annasilvani

Top Tweeters in G5:
@isthisab0t
@csibike1
@fascinatorfun
@irishmirror
@ellen_coyle
@margarance
@katevasey
@dpjhodges
@sjj139
@globalidentity

Top Tweeters in G6:
@ukrpravda_news
@lzedmitryy
@newstop_us
@tatyana17112009
@5channel
@espresotv
@ouqxp4rxqrmptlw
@cgtr
@shandor16
@e9smy8pcgul4fx7

Top Tweeters in G7:
@vonkarama
@hannahchapter1
@alasdairstuart
@persephinae
@saekokiller
@popy_1
@buddha_dragon1
@jmpilon
@andwarn
@chrisrbarry

Top Tweeters in G8:
@bumbimknok
@schinarat
@boonzoonlee
@nunamaki_kyumin
@newsplusth
@pudsa2603
@md_ppe
@mameawmellophon
@ppe2003perth
@ntrklp

Top Tweeters in G9:
@ferguson2811
@heather63262308
@starterpat
@sheronwilkie
@amandajs11
@waco61
@helenmcollins1
@jacquep
@curnowbronwyn
@philt5116

Top Tweeters in G10:
@japan_lawson
@akiko_lawson
@subwayjp
@gusto_official
@dennys_pr
@aquaclara_info
@itoham_inc
@bamiyan_cp
@jona_official_
@wp_shiseido


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