PPE, Twitter, 8/20/2022 8:53:48 AM, 280399


FAQ | Problem?

PPE_2022-08-20_01-16-49.xlsx
PPE_2022-08-20_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 20, 2022
Short Description:
PPE via NodeXL https://bit.ly/3wi6wYQ
@trackntracer
@ppe_sale
@dgurdasani1
@jacob_rees_mogg
@donaldjtrumpjr
@brunoearlscourt
@danmoby
@tottenhamconse1
@ft
@tomhfh

Top hashtags:
#ppe
#kdppe
#perthtanapon
#モルカーファンアート
#jisoo
#pinkvenom
#covid19
#toryscum
#지수

Description:
Description
The graph represents a network of 8,507 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 Saturday, 20 August 2022 at 08:24 UTC.

The requested start date was Saturday, 20 August 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 2-day, 6-hour, 30-minute period from Wednesday, 17 August 2022 at 05:51 UTC to Friday, 19 August 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 : 8507
Unique Edges : 6352
Edges With Duplicates : 10612
Total Edges : 16964
Number of Edge Types : 5
Replies to : 2254
Mentions : 2767
Retweet : 4128
MentionsInRetweet : 5716
Tweet : 2099
Self-Loops : 2127
Reciprocated Vertex Pair Ratio : 0.0174885943949598
Reciprocated Edge Ratio : 0.0343760008540621
Connected Components : 1453
Single-Vertex Connected Components : 558
Maximum Vertices in a Connected Component : 3129
Maximum Edges in a Connected Component : 7129
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 7.178388
Graph Density : 0.00012944900274517
Modularity : 0.566404
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 8,507 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 Saturday, 20 August 2022 at 08:24 UTC.

The requested start date was Saturday, 20 August 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 2-day, 6-hour, 30-minute period from Wednesday, 17 August 2022 at 05:51 UTC to Friday, 19 August 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:
[16] https://senspdf.jse.co.za/documents/SENS_20220819_S464724.pdf
[8] http://www.lawson.co.jp/service/loppi/coupon/
[7] https://onl.tw/dWyF2u7
[7] https://www.dennys.jp/menu/
[7] https://www.dennys.jp/lineqr/08/
[6] https://twitter.com/Jacob_Rees_Mogg/status/1560320763663732740
[6] https://twitter.com/level_inf/status/1560447811183083520
[6] https://www.theconcert.com/
[5] https://amp.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[5] https://www.eurosafe.ltd.uk/members/

Top URLs in Tweet in G1:
[2] https://twitter.com/PeterStefanovi2/status/1560154433610289153
[2] https://order-order.com/2022/08/17/britain-still-financial-powerhouse-despite-remainer-myths/
[2] https://www.standard.co.uk/news/london/london-bridge-southwark-fire-black-smoke-waterloo-union-street-arches-pedicab-b1019096.html
[2] https://twitter.com/WilliamA_33/status/1559857516896460801/video/1
[2] https://www.telegraph.co.uk/news/2022/08/18/silent-crisis-soaring-excess-deaths-gripping-britain-tip-iceberg/
[2] https://www.dailymail.co.uk/news/article-11125291/Afghan-translators-staying-hotels-despite-joy-haven-UK.html
[2] https://www.dailymail.co.uk/news/article-6273199/Somali-man-deportation-stopped-good-plane-passengers-revealed-gang-rapist.html
[2] https://twitter.com/fo11owthe1ight
[1] https://twitter.com/Haggis_UK/status/1559883561183977473
[1] https://www.youtube.com/c/GBNewsOnline?sub_confirmation=1

Top URLs in Tweet in G2:
[4] https://twitter.com/Jacob_Rees_Mogg/status/1560320763663732740
[4] https://twitter.com/level_inf/status/1560447811183083520
[3] https://www.dailymaverick.co.za/article/2022-08-16-police-ppe-corruption-balloons-to-r8-5m-as-investigating-directorate-uncovers-more-dodgy-contracts-suspects/
[3] https://www.gofundme.com/f/donate-for-much-needed-ppe-products
[2] https://www.dailymaverick.co.za/article/2022-08-16-police-ppe-corruption-balloons-to-r8-5m-as-investigating-directorate-uncovers-more-dodgy-contracts-suspects/?utm_source=addthis&utm_medium=twitter
[2] https://newsfromwales.co.uk/unique-eco-vapour-phase-technology-being-used-in-sanitary-and-ppe-disposal-units-across-the-globe/
[2] https://www.starlandind.com
[2] https://www.natlawreview.com/article/ftc-sues-importer-led-bulbs-and-covid-19-ppe-made-usa-violations?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/UNICEFSupply/status/1557680208026771456
[2] https://woobox.com/azhdha

Top URLs in Tweet in G3:
[3] https://www.youtube.com/shorts/M72EJn0POPE?feature=share

[2] https://www.gamers.co.jp/contents/event_fair/detail.php?id=2747
[2] https://www.openrec.tv/user/kokoro777pp
[2] https://www.hmv.co.jp/news/article/220805168
[2] https://twitter.com/level_inf/status/1560447811183083520
[2] https://twitter.com/akibayabai2022/status/1560099166361030657
[2] https://twitter.com/LEVEL_INF/status/1557910607122223104
[2] https://ppe.jp/enako2022/
[2] https://www.youtube.com/shorts/mkD6t8RViaU?feature=share

[2] https://futaman.futabanet.jp/articles/-/122357

Top URLs in Tweet in G4:
[2] https://www.ukrinform.ua/rubric-kyiv/3553860-u-kievi-vikrili-pidpilnij-servernij-centr-rosijskih-hakeriv.html
[2] https://www.5.ua/polityka/krymskyi-mist-maie-buty-znyshchenyi-v-op-anonsuvaly-novi-udary-po-stratehichnykh-obiektakh-okupantiv-285167.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/ukrayina/kurortna-zatoka-v-ruinakh-raketnymy-udaramy-rashysty-znyshchyly-sim-baz-vidpochynku-i-15-budynkiv-285176.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/regiony/povertaie-oblychchia-zhertvam-viiny-iak-v-odesi-khirurhy-bezkoshtovno-robliat-plastychni-operatsii-siuzhet-285226.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/regiony/minus-pion-ta-sklad-boieprypasiv-na-pivdni-zsu-znyshchyly-shist-odynyts-tekhniky-ta-29-rosiian-285253.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/regiony/nova-bavovna-dlia-rashystiv-miskyi-holova-melitopolia-povidomyv-pro-vybukhy-v-okupovanii-kyrylivtsi-285269.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/ukrayina/na-zhodnomu-z-napriamkiv-nastupu-zaharbnyky-ne-dosiahly-rezultativ-i-z-vtratamy-vidiishly-henshtab-285250.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/svit/terakt-v-olenivtsi-misiiu-z-rozsliduvannia-ocholyt-komanduvach-myrotvorchymy-operatsiiamy-oon-huterresh-285339.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/ukrayina/na-bakhmutskomu-napriamku-rosiiany-ishly-u-nastup-z-piaty-storin-odnak-zaznaly-porazky-henshtab-285342.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://prm.ua/dzhankoy-ie-kliuchovym-vuzlom-dlia-lohistyky-okupantiv-na-pivdni-ukrainy-minoborony-brytanii/

Top URLs in Tweet in G5:
[1] https://twitter.com/LynnChisholm14/status/1559629672882835459
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-022-18588-9
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/ppe-strategy/decontamination-reuse-respirators.html

Top URLs in Tweet in G6:
[1] https://twitter.com/Jacob_Rees_Mogg/status/1560320763663732740

Top URLs in Tweet in G7:
[5] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[1] https://twitter.com/seumasabheinn/status/1559270001206611969

Top URLs in Tweet in G8:
[2] https://twitter.com/okusurinokikime/status/1559738516544061441

Top URLs in Tweet in G9:
[8] http://www.lawson.co.jp/service/loppi/coupon/
[7] https://onl.tw/dWyF2u7
[7] https://www.dennys.jp/menu/
[7] https://www.dennys.jp/lineqr/08/
[2] https://www.youtube.com/channel/UC5TKKRxAUgUDFrfNOtRYg0Q
[2] https://www.rakuten.ne.jp/gold/zakkashop/
[2] https://www.roborock.jp/products/s7-maxv-ultra
[2] https://news.livedoor.com/article/detail/22692607/
[2] https://bit.ly/3S9FE6N
[1] https://bit.ly/3OMaNdG

Top URLs in Tweet in G10:
[1] https://www.thetimes.co.uk/article/ministers-write-off-9-billion-on-lost-unusable-or-overpriced-ppe-262kpdr8v

Top Domains
Top Domains in Tweet in Entire Graph:
[276] twitter.com
[60] co.uk
[45] youtube.com
[37] co.jp
[29] co.za
[27] ppe.pl
[22] etsy.com
[21] theguardian.com
[21] censor.net
[20] ukrinform.ua

Top Domains in Tweet in G1:
[19] twitter.com
[16] co.uk
[3] theguardian.com
[2] order-order.com
[1] youtube.com
[1] mylondon.news
[1] facebook.com
[1] facts4eu.org
[1] rebelnews.com
[1] foxnews.com

Top Domains in Tweet in G2:
[91] twitter.com
[19] co.uk
[19] etsy.com
[6] co.za
[4] co.jp
[4] amazon.com
[3] theguardian.com
[3] youtube.com
[3] gofundme.com
[3] mcrsafetyeurope.com

Top Domains in Tweet in G3:
[10] twitter.com
[7] co.jp
[5] youtube.com
[3] ppe.jp
[2] openrec.tv
[2] futabanet.jp
[1] animate-onlineshop.jp
[1] omni7.jp
[1] akibayabai.shop

Top Domains in Tweet in G4:
[21] censor.net
[20] ukrinform.ua
[19] 5.ua
[18] com.ua
[16] espreso.tv
[12] prm.ua
[4] t.me
[3] twitter.com
[2] golosameriki.com
[2] eurosolidarity.org

Top Domains in Tweet in G5:
[1] twitter.com
[1] nature.com
[1] cdc.gov

Top Domains in Tweet in G6:
[1] twitter.com

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

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

Top Domains in Tweet in G9:
[15] co.jp
[14] dennys.jp
[7] twitter.com
[7] onl.tw
[5] bit.ly
[2] youtube.com
[2] ne.jp
[2] roborock.jp
[2] g123.jp
[2] ja-town.com

Top Domains in Tweet in G10:
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[149] ppe
[47] kdppe
[46] perthtanapon
[44] モルカーファンアート
[38] jisoo
[37] pinkvenom
[34] covid19
[33] toryscum
[31] 지수
[29] yugyeomliveinmanila



Top Hashtags in Tweet in G1:
[5] iraq
[4] ppe
[3] thicklizzie
[3] gtto
[2] newscots
[2] newbritsh
[2] snptv
[2] resignsturgeon
[2] conservativeleadership
[2] pakistan

Top Hashtags in Tweet in G2:
[46] ppe
[19] dragonflymemboutique
[19] etsyemail
[15] ski
[13] mask
[13] gaiter
[13] face
[12] balaclava
[12] designer
[12] neck

Top Hashtags in Tweet in G3:
[14] 伊織もえ
[13] えなこ
[6] 篠原みなみ
[5] えなこりん
[5] 金髪ショー党
[5] ppe更衣室
[4] 篠崎こころ0819
[2] きゅるん
[2] 篠崎こころ
[2] 木曜日は即攻元気の日

Top Hashtags in Tweet in G4:
[13] новини
[2] зсу
[2] теракт
[2] оон
[2] aforyzmük
[1] stoprussianagression
[1] ukrainerussianwar
[1] armukrainenow
[1] вірювзсу
[1] aforyzmüa

Top Hashtags in Tweet in G5:
[1] covid19
[1] airborne

Top Hashtags in Tweet in G6:
[3] brexit
[2] torycorruption
[2] toriesnotfittogovern
[1] generalelectionnow
[1] torygrufters
[1] toryliars
[1] toryshambles
[1] rwandaflights
[1] partygate
[1] ppe

Top Hashtags in Tweet in G7:
[31] toryscum
[23] panorama
[20] johnsonout206
[20] toriesout42
[1] nhs
[1] enoughisenough
[1] torycorruption

Top Hashtags in Tweet in G9:
[22] その場で当たる
[21] 暑い
[18] ローソン
[14] キャンペーン
[13] プレゼント
[10] ローソンでティータイム
[10] マスカットティー無料
[8] amazonギフト券
[8] 懸賞
[5] 当選報告

Top Words
Top Words in Tweet in Entire Graph:
[3239] ppe
[802] covid
[756] money
[526] contracts
[405] work
[396] people
[361] know
[353] workers
[352] dodgy
[335] format_ppe

Top Words in Tweet in G1:
[310] ppe
[138] trace
[123] track
[92] people
[77] money
[77] billions
[76] contracts
[66] billion
[63] wasted
[60] covid

Top Words in Tweet in G2:
[389] ppe
[52] mask
[49] face
[46] #ppe
[41] covid
[36] gaiter
[34] ช
[30] old
[30] more
[30] rag

Top Words in Tweet in G3:
[246] 30
[245] iorimoe_five
[242] 21開催アキバヤバイに出演します
[242] ppe皆もいるよ
[242] op全員集合の他に伊織もえのトークショー
[242] 撮影会は15
[242] 13
[242] 55で開催です
[242] トークショーはどなたでも観覧頂けます
[242] 状況によって入場規制になる可能性もあります

Top Words in Tweet in G4:
[335] format_ppe
[154] не
[129] в
[122] і
[92] на
[87] у
[73] з
[68] а
[61] та
[54] до

Top Words in Tweet in G5:
[237] dgurdasani1
[237] inadequate
[236] know
[236] work
[235] scandal
[234] several
[234] healthcare
[234] workers
[234] developed
[234] long

Top Words in Tweet in G6:
[170] jacob_rees_mogg
[153] ppe
[71] trace
[66] billion
[63] money
[56] government
[45] contracts
[44] wasted
[44] track
[43] tax

Top Words in Tweet in G7:
[141] ppe
[122] tories
[119] contracts
[98] money
[96] dodgy
[95] tax
[93] partied
[93] pandemic
[93] stole
[93] payers

Top Words in Tweet in G8:
[115] 毎勤務一人ずつ患者やスタッフが陽性になってビクビクしてる
[115] 国が行動制限してくれて国民は医療者に感謝して
[115] な当時が懐かしい
[115] 今は国はしらんぷり国民も思い切り遊びに行ってて
[114] brsbnire
[114] うちらは感染に怯えながらサウナスーツのようなppeで汗水流して働いき休みの日はス
[49] マスクが足りない
[49] ppeが足りない
[49] アルコール消毒液が足りない
[49] アセトアミノフェンが足りない

Top Words in Tweet in G9:
[74] 応募方法
[38] をフォロー
[27] この投稿をrt
[27] その場で当たる
[26] フォロー
[26] 18
[25] 締切
[24] 様より
[24] を頂きました
[24] 参加方法

Top Words in Tweet in G10:
[134] money
[125] conservative
[124] tottenhamconse1
[124] rachel
[124] reeves
[124] contracts
[123] shadow
[123] chancellor
[123] claims
[123] clawback

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[282] ppe,contracts
[257] healthcare,workers
[252] long,covid
[248] scandal,know
[248] know,several
[248] several,healthcare
[248] workers,developed
[248] developed,long
[248] covid,line
[248] line,work

Top Word Pairs in Tweet in G1:
[115] track,trace
[60] ppe,contracts
[31] useless,ppe
[26] 37,billion
[26] dodgy,ppe
[21] test,trace
[17] trace,ppe
[16] year,old
[15] sajidjavid,skynews
[15] ppe,supplies

Top Word Pairs in Tweet in G2:
[41] face,mask
[25] ช,ด
[19] ski,gaiter
[19] gaiter,face
[19] #dragonflymemboutique,#etsyemail
[17] neck,gaiter
[17] #etsyemail,co
[16] designer,neck
[16] rag,rag
[15] mask,designer

Top Word Pairs in Tweet in G3:
[242] 21開催アキバヤバイに出演します,ppe皆もいるよ
[242] ppe皆もいるよ,op全員集合の他に伊織もえのトークショー
[242] op全員集合の他に伊織もえのトークショー,撮影会は15
[242] 撮影会は15,30
[242] 30,13
[242] 13,55で開催です
[242] 55で開催です,トークショーはどなたでも観覧頂けます
[242] トークショーはどなたでも観覧頂けます,状況によって入場規制になる可能性もあります
[241] iorimoe_five,21開催アキバヤバイに出演します
[241] 状況によって入場規制になる可能性もあります,撮影会

Top Word Pairs in Tweet in G4:
[12] format_ppe,а
[10] format_ppe,я
[9] в,україні
[9] а,не
[9] format_ppe,і
[9] format_ppe,не
[7] не,дивлюсь
[7] не,буде
[7] format_ppe,ні
[6] в,оленівці

Top Word Pairs in Tweet in G5:
[234] scandal,know
[234] know,several
[234] several,healthcare
[234] healthcare,workers
[234] workers,developed
[234] developed,long
[234] long,covid
[234] covid,line
[234] line,work
[234] work,inadequate

Top Word Pairs in Tweet in G6:
[44] track,trace
[36] jacob_rees_mogg,government
[35] tax,payers
[35] payers,money
[34] government,piss
[34] piss,poor
[34] poor,record
[34] record,spending
[34] spending,tax
[34] money,efficiently

Top Word Pairs in Tweet in G7:
[96] dodgy,ppe
[95] ppe,contracts
[93] tories,partied
[93] partied,pandemic
[93] pandemic,stole
[93] stole,tax
[93] tax,payers
[93] payers,money
[93] money,dodgy
[93] contracts,crowd's

Top Word Pairs in Tweet in G8:
[115] 毎勤務一人ずつ患者やスタッフが陽性になってビクビクしてる,国が行動制限してくれて国民は医療者に感謝して
[115] 国が行動制限してくれて国民は医療者に感謝して,な当時が懐かしい
[115] な当時が懐かしい,今は国はしらんぷり国民も思い切り遊びに行ってて
[114] brsbnire,毎勤務一人ずつ患者やスタッフが陽性になってビクビクしてる
[114] 今は国はしらんぷり国民も思い切り遊びに行ってて,うちらは感染に怯えながらサウナスーツのようなppeで汗水流して働いき休みの日はス
[49] マスクが足りない,ppeが足りない
[49] ppeが足りない,アルコール消毒液が足りない
[49] アルコール消毒液が足りない,アセトアミノフェンが足りない
[49] アセトアミノフェンが足りない,pcr検査キットが足りない
[49] pcr検査キットが足りない,抗原検査キットが足りない

Top Word Pairs in Tweet in G9:
[18] 抽選でプレゼント,応募方法
[14] #暑い,日に食べたい
[14] 日に食べたい,ひんやりスイーツもスパイシー料理もお得に楽しめる
[14] ひんやりスイーツもスパイシー料理もお得に楽しめる,食事券1000円が当たるチャンス
[14] 食事券1000円が当たるチャンス,参加方法
[14] 参加方法,dennys_prをフォロー
[14] dennys_prをフォロー,この投稿を8
[12] リツイート,応募期間
[10] 応募方法,アカウントをフォロー
[10] アカウントをフォロー,いいね

Top Word Pairs in Tweet in G10:
[124] rachel,reeves
[123] shadow,chancellor
[123] chancellor,rachel
[123] reeves,claims
[123] claims,clawback
[123] clawback,money
[123] money,dodgy
[123] dodgy,conservative
[123] conservative,contracts
[122] tottenhamconse1,shadow

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@jacob_rees_mogg
@kon_ppe
@galliain
@jaredkushner
@sawajima_ppe
@en_ppe
@johnredwood
@rachael_swindon
@rishisunak

Top Replied-To in G1:
@johnredwood
@rishisunak
@trussliz
@sophielouisecc
@gbnews
@ppe_sale
@borisjohnson
@murdo_fraser
@jacob_rees_mogg
@mrjamesob

Top Replied-To in G2:
@ghettocowboy14

Top Replied-To in G3:
@snhr_minami
@enako_cos
@yokyu_n
@tsunko_p
@kokoro777pp
@_akari_0122
@iorimoe_five
@ishi_ppe_kokoro

Top Replied-To in G4:
@format_ppe
@5channel
@censor_net
@rambo_hikka
@femina_dentata
@zwisebutt
@25_andriy
@brkz93
@nadiavlasenko
@huvorzel1

Top Replied-To in G5:
@h42539459
@ddm_wow
@raggedtp
@larusnz
@dgurdasani1
@jneill
@doyleysar
@mkees1
@1to1teachers
@adsmac

Top Replied-To in G6:
@jacob_rees_mogg
@rachael2win
@danieljhannan
@douglas4moray
@spottydog_
@craigward0207
@rishisunak
@philgre86300684
@grumpyeuryale
@diogenes1

Top Replied-To in G7:
@mike_blackley
@bbclaurakt
@bladeofthes

Top Replied-To in G8:
@h6ejiflvi1uq2lr
@l59422829

Top Replied-To in G9:
@riko_ppe
@hoppe_ppe_
@dozo_bot
@ppe_po12
@shoptakii
@hisayo_ppe
@masayoshi_tsu
@shizuokagas_pr
@junyufuku
@mahonovel

Top Replied-To in G10:
@tottenhamconse1
@mad_musings53

Top Mentioned
Top Mentioned in Entire Graph:
@dgurdasani1
@iorimoe_five
@tottenhamconse1
@brsbnire
@jacob_rees_mogg
@danmoby
@format_ppe
@mikegalsworthy
@kinsellas
@cononeilluk

Top Mentioned in G1:
@trussliz
@rishisunak
@jacob_rees_mogg
@skynews
@gbnews
@sophielouisecc
@mrjamesob
@borisjohnson
@conservatives
@sadiqkhan

Top Mentioned in G2:
@fairbanksscales
@natlawhealthlaw
@thebryreed
@powerbymomblog
@kema_user
@copen_ppe
@400ppmdesign
@christo03826911

Top Mentioned in G3:
@iorimoe_five
@pp_enter
@young_champion
@enako_cos
@kokoro777pp
@snhr_minami
@kumorota
@level_inf
@jponegai

Top Mentioned in G4:
@format_ppe
@censor_net
@prm_ua
@ukrinform
@5channel
@espresotv
@25_andriy
@epravda
@servicessu
@evgensalvor

Top Mentioned in G5:
@dgurdasani1
@raggedtp
@adybee9
@zingonathome
@tryangregory
@beckwithrussell
@adamjkucharski
@jamesward73
@baldypidge
@shamezladhani

Top Mentioned in G6:
@jacob_rees_mogg
@sandrasmith1310
@scottories
@gstewartbxl
@thegrit_music
@243andrew
@daisiver29
@mygibbo
@ringsingc
@scotgovfm

Top Mentioned in G7:
@danmoby
@lincslimpet
@crowsaoralba1
@bladeofthes
@lindambroadley
@trapdoorcat
@mike_blackley
@buddy979967
@stuart_hood
@richardpauptit

Top Mentioned in G8:
@brsbnire
@canchemistry
@h6ejiflvi1uq2lr
@3104rei228
@spadaitama
@kl6ot

Top Mentioned in G9:
@dennys_pr
@akiko_lawson
@foodloss_sos
@asahibeer_jp
@handepaofficial
@worldmuseum_tap
@kingclub_sub
@xprice_official
@suntory

Top Mentioned in G10:
@tottenhamconse1
@yvonneoconnel13
@mad_musings53

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@asahibeer_jp
@housefoods_now
@dennys_pr
@biccamerae
@threadreaderapp
@dellconsumer_jp
@remindme_ofthis

Top Tweeters in G1:
@serendipitysays
@daily_express
@dailymirror
@guardian
@skynews
@bbcnews
@mailonline
@natalie91231732
@trackntracer
@mennewsdesk

Top Tweeters in G2:
@wheelsntoys
@immo_reedb
@danwibg
@powerbymomblog
@affaritaliani
@promostking
@iceza_cream
@andz_i_am
@markhillary
@mediasettgcom24

Top Tweeters in G3:
@shin_chan927
@nekohomez
@ori_takita
@tomohiro5213
@no_name1597
@meiji_s_genki
@kawama2_
@bangren555
@waverider_hide
@marco_sensei

Top Tweeters in G4:
@lzedmitryy
@morrgueart
@sve83274
@ukrinform
@tedteddycat
@5channel
@tatyana17112009
@espresotv
@iggae
@gal_linochka

Top Tweeters in G5:
@wildwalkerwoman
@paulpaul49
@demiurgotuiter
@protectingterra
@loonylaura
@planetscape
@misskylie77
@daisybelll
@grumpeoldman
@marypgkeating

Top Tweeters in G6:
@allchanges
@shirleyyoung2
@sharpeleven
@starterpat
@fixed_that_4_u
@fgr62
@a_holmesian
@easyonthebrain
@ggriffithsbrown
@notabot1976

Top Tweeters in G7:
@tartancobweb
@camz99
@mckinlay_liz
@fiona_fionnagal
@robertgedge
@zidanesboots
@knitagran
@katiec1314
@jeromethegnome
@nemo_impune

Top Tweeters in G8:
@sippomagari
@jonyblueyoshiko
@kanoesaruya
@matubonbeagle
@amane1735
@qbk_jitensya
@gonpashin
@cfihr22
@yukionna27
@shiinaminoru

Top Tweeters in G9:
@japan_lawson
@akiko_lawson
@suntory
@asahibeer_jp
@housefoods_now
@dennys_pr
@biccamerae
@dellconsumer_jp
@line_pkpk_jp
@kaori_saison

Top Tweeters in G10:
@thorpelynden
@pripley2426
@irene48
@christi73224817
@imchaffie
@andywells7
@steveg06322664
@peter_clark8
@pennylongstckng
@drmand1


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