PPE, Twitter, 9/8/2022 10:36:36 AM, 281512


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PPE_2022-09-08_02-31-29.xlsx
PPE_2022-09-08_02-31-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 08, 2022
Short Description:
PPE via NodeXL https://bit.ly/3D7oIst
@pippacrerar
@raggedtp
@angelarayner
@kit_yates_maths
@trackntracer
@jujuliagrace
@scott_squires
@p
@trussliz
@goodlawproject

Top hashtags:
#perthtanapon
#kdppe
#gmmtvsafehousess4d2
#gmmtvsafehousess4d1
#ppe
#เพิร์ธชิม่อน

Description:
Description
The graph represents a network of 7,439 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 Thursday, 08 September 2022 at 09:38 UTC.

The requested start date was Thursday, 08 September 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, 13-hour, 4-minute period from Sunday, 04 September 2022 at 23:17 UTC to Wednesday, 07 September 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 : 7439
Unique Edges : 4813
Edges With Duplicates : 12045
Total Edges : 16858
Number of Edge Types : 5
Mentions : 1800
Retweet : 5059
MentionsInRetweet : 6471
Replies to : 1502
Tweet : 2026
Self-Loops : 2063
Reciprocated Vertex Pair Ratio : 0.0143364928909953
Reciprocated Edge Ratio : 0.0282677257329751
Connected Components : 1064
Single-Vertex Connected Components : 421
Maximum Vertices in a Connected Component : 3552
Maximum Edges in a Connected Component : 9347
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.436517
Graph Density : 0.000154722603390972
Modularity : 0.508409
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 7,439 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 Thursday, 08 September 2022 at 09:38 UTC.

The requested start date was Thursday, 08 September 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, 13-hour, 4-minute period from Sunday, 04 September 2022 at 23:17 UTC to Wednesday, 07 September 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:
[48] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe
[31] https://moneyyy.me/$memwho
[24] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other
[20] https://www.amazon.co.jp/dp/B0BBJVBVTM/ref=cm_sw_r_awdo_HDDHVR2GAS6PHEDXCB4J_0
[13] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm?CMP=share_btn_tw
[13] https://caltonjock.com/2022/09/04/68-tory-managed-companies-illegally-profiteered-at-public-expense-from-4-9-billion-in-ppe-contracts-are-they-in-jail-nope/
[12] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=share_btn_tw
[9] https://www.facebook.com/gmmtvofficial/videos/609240584239048/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[9] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[7] https://www.instagram.com/p/CiHzvUiJbE5/?igshid=YmMyMTA2M2Y=

Top URLs in Tweet in G1:
[21] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe
[4] https://www.openandcandid.com/michelle-donelan-chippenham-brethren
[4] https://aumag.net/liz-truss-likely-chief-of-staff-lobbied-the-government-on-behalf-of-the-libyan-parliament-liz-truss/
[2] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other
[1] https://twitter.com/RichardJMurphy/status/1567057832284983297
[1] https://bylinetimes.com/2020/11/18/plymouth-exclusive-brethren-ppe-contracts-uk-government/
[1] https://twitter.com/TartantuesdayI/status/1567268872629403651
[1] https://etsy.me/3Qi2dnK
[1] https://www.theguardian.com/culture/2022/aug/31/government-appoints-anti-woke-activist-as-va-trustee

Top URLs in Tweet in G3:
[12] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe
[9] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=share_btn_tw
[4] https://tweetedtimes.com/media/guardian/politics
[3] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[3] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other
[3] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?utm_term=6316c5c249bccffe1f81fcf2061d90aa&utm_campaign=GuardianTodayUK&utm_source=esp&utm_medium=Email&CMP=GTUK_email
[3] https://twitter.com/cctv_idiots/status/1566889312687476738
[3] https://maskpro.us/
[3] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://stirlingcooper.com/

Top URLs in Tweet in G4:
[6] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other
[2] https://twitter.com/Jonathan_MBanks/status/1533026179266904069
[2] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[2] https://twitter.com/trussliz/status/1146354936726327297?s=20&t=jUdRpniCZi2LKZccKMdY-w
[2] https://www.telegraph.co.uk/news/2022/09/03/every-hr-department-needs-jacob-rees-mogg/
[1] https://amp.theguardian.com/commentisfree/2022/sep/05/curtain-falls-boris-johnson-pantomime-prime-minister
[1] https://www.thesun.co.uk/news/19706682/minister-husband-probed-government-contracts/
[1] https://twitter.com/RachelReevesMP/status/1567472122770984960
[1] https://twitter.com/timespolitics/status/1564527289731371008
[1] https://twitter.com/danielanadj/status/1567255142449221632

Top URLs in Tweet in G5:
[2] https://www.dailymail.co.uk/news/article-8217091/amp/Therese-Coffey-mauled-PPE-shortages-says-no-idea-medics-died.html
[1] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[1] https://bylinetimes.com/2022/05/31/challenges-in-byline-times-reporting-of-the-ppe-procurement-scandal/
[1] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm?CMP=share_btn_tw
[1] https://www.theguardian.com/culture/2022/aug/31/government-appoints-anti-woke-activist-as-va-trustee
[1] https://twitter.com/TweetForTheMany/status/1305469706623647745?s=20&t=eVQu_KOe3q8PsQTMeB8auw
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://twitter.com/emmagraeauthor/status/1566919569662435332
[1] https://www.taxpayersalliance.com/ppe_contracts_was_our_money_wasted
[1] https://www.taxpayersalliance.com/is_the_government_delivering_any_benefits_of_brexit

Top URLs in Tweet in G6:
[11] https://caltonjock.com/2022/09/04/68-tory-managed-companies-illegally-profiteered-at-public-expense-from-4-9-billion-in-ppe-contracts-are-they-in-jail-nope/
[7] https://www.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[5] https://twitter.com/iridisalpha/status/1541051775792418816
[3] https://www.itv.com/news/2020-11-18/ceo-of-firm-that-brokered-253-million-ppe-deal-says-conscience-is-clear
[3] https://www.opendemocracy.net/en/dark-money-investigations/record-profits-for-firm-involved-in-bungled-250m-ppe-deal/
[2] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm?CMP=share_btn_tw
[1] https://twitter.com/JolyonMaugham/status/1567413544454393856
[1] https://www.crowdjustice.com/case/fight-for-transparency/
[1] https://goodlawproject.org/news/conservative-politicians-vip-lane/

Top URLs in Tweet in G7:
[9] https://www.facebook.com/gmmtvofficial/videos/609240584239048/?extid=NS-UNK-UNK-UNK-IOS_GK0T-GK1C&ref=sharing
[7] https://www.instagram.com/p/CiHzvUiJbE5/?igshid=YmMyMTA2M2Y=
[7] https://www.youtube.com/watch?v=OMDaiUpEyCs&feature=youtu.be

[7] https://www.dabeme.com.br/top100/
[6] https://www.instagram.com/p/CiKfi-av2zO/?igshid=YmMyMTA2M2Y=
[4] https://www.facebook.com/watch/?v=755817019045483&ref=sharing
[4] https://www.youtube.com/watch?v=hmTS8rpk93o&feature=youtu.be

[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgmmshow%2Fposts%2Fpfbid0HoVVtmaxKf7fDem1dbcuptp6BHQ2XnhqnzsoQX1ogPeiSjqKMc2hS9ssW3JbFoMNl
[3] https://entertainment.trueid.net/detail/P4kQmpMoQ7Yq
[3] https://dabeme.com.br/top100/

Top URLs in Tweet in G8:
[4] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm?CMP=share_btn_tw
[3] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm
[1] https://www.theguardian.com/politics/2022/sep/02/ex-commons-standards-chief-chris-bryant-hits-out-over-partygate-legal-advice-reports?CMP=Share_AndroidApp_Tweet
[1] https://www.theguardian.com/lifeandstyle/2022/sep/03/13-year-old-daughter-dead-in-five-weeks-hospital-mistakes?CMP=share_btn_tw
[1] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe
[1] https://www.theguardian.com/politics/2022/sep/05/liz-truss-chief-staff-lobbied-libyan-parliament-ppe?CMP=Share_iOSApp_Other
[1] https://twitter.com/goodlawproject/status/1566710549559365632

Top URLs in Tweet in G9:
[2] https://www.ukrinform.ua/rubric-polytics/3566400-peticia-pro-zaboronu-nadavati-nevzorovu-ukrainske-gromadanstvo-nabrala-25-tisac-pidpisiv.html
[2] https://www.google.com/chrome/
[2] http://lh3.googleusercontent.com
[2] http://h4.googleusercontent.com
[2] http://lh5.googleusercontent.com
[2] http://lh6.googleusercontent.com
[2] https://prm.ua/u-moz-rozpovily-iaki-vaktsypy/
[2] https://prm.ua/verkhovnyy-sud-ostatochno-zaboronyv-partiiu-shariia/
[2] https://prm.ua/ukrzaliznytsia-testuvatyme-v-potiahakh-servis-rivnia-ievropeyskykh-dyplomativ-iaki-posluhy-z-iavliatsia/
[2] https://prm.ua/ya-liubliu-lviv-aktor-ben-stiller-zaintryhuvav-novym-foto-na-pidtrymku-ukrainy/

Top URLs in Tweet in G10:
[20] https://www.amazon.co.jp/dp/B0BBJVBVTM/ref=cm_sw_r_awdo_HDDHVR2GAS6PHEDXCB4J_0
[4] https://twitter.com/monthlychampion/status/1565662875837874181
[4] https://www.youtube.com/watch?v=jqSlDmLjiy0&feature=youtu.be

[2] https://ppe.jp/enako2022/
[2] https://twitter.com/nikke_japan/status/1567316842926206976
[2] https://sgk.comicdrive.jp/?isbn=4910277630922
[2] https://shogakukan-comic.jp/magazine?cd=2776309122&utm_source=twitter&utm_medium=social&utm_campaign=magazine_tweet
[2] https://onl.sc/EQiKwis
[2] https://www.youtube.com/channel/UCDVltowj5k2pM3zRX5ba_uw?app=desktop
[1] https://twitter.com/wpost_gravure/status/1566587260765478913

Top Domains
Top Domains in Tweet in Entire Graph:
[226] twitter.com
[137] theguardian.com
[54] youtube.com
[44] co.uk
[34] com.ua
[31] co.jp
[31] moneyyy.me
[30] censor.net
[29] ppe.pl
[27] facebook.com

Top Domains in Tweet in G1:
[24] theguardian.com
[4] openandcandid.com
[4] aumag.net
[2] twitter.com
[1] bylinetimes.com
[1] etsy.me

Top Domains in Tweet in G3:
[62] twitter.com
[34] theguardian.com
[17] co.uk
[6] youtube.com
[5] amazon.com
[4] websuggestion.it
[4] tweetedtimes.com
[4] edu.sa
[3] italpress.com
[3] co.th

Top Domains in Tweet in G4:
[12] twitter.com
[8] theguardian.com
[6] co.uk
[2] org.uk
[1] parliament.uk
[1] caltonjock.com

Top Domains in Tweet in G5:
[4] theguardian.com
[2] co.uk
[2] twitter.com
[2] taxpayersalliance.com
[1] bylinetimes.com

Top Domains in Tweet in G6:
[11] caltonjock.com
[8] twitter.com
[7] co.uk
[7] theguardian.com
[3] itv.com
[3] opendemocracy.net
[1] crowdjustice.com
[1] goodlawproject.org

Top Domains in Tweet in G7:
[21] youtube.com
[20] instagram.com
[18] facebook.com
[16] twitter.com
[10] com.br
[5] trueid.net
[2] google.com
[2] marktuan.link
[1] co.th
[1] bit.ly

Top Domains in Tweet in G8:
[11] theguardian.com
[1] twitter.com

Top Domains in Tweet in G9:
[34] com.ua
[30] censor.net
[26] ukrinform.ua
[21] espreso.tv
[12] prm.ua
[12] 5.ua
[8] googleusercontent.com
[8] facebook.com
[4] t.me
[4] youtube.com

Top Domains in Tweet in G10:
[21] co.jp
[10] twitter.com
[6] youtube.com
[4] onl.sc
[2] ppe.jp
[2] comicdrive.jp
[2] shogakukan-comic.jp
[1] nikke-jp.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[372] perthtanapon
[360] kdppe
[178] gmmtvsafehousess4d2
[148] gmmtvsafehousess4d1
[144] ppe
[118] เพิร์ธชิม่อน
[118] gmmtvsafehousess4
[93] gmmtvsafehousess4d3
[47] gmmtv
[35] perthchimon



Top Hashtags in Tweet in G1:
[13] michellemone
[5] ppe
[2] exclusivebrethren
[1] pbcc
[1] bbcbreakfast
[1] gmb
[1] dailymail
[1] earlybiz
[1] backtoschool
[1] flamingos

Top Hashtags in Tweet in G2:
[1] govtactioninactiondemocide
[1] torydemocide
[1] freeschoolmeals

Top Hashtags in Tweet in G3:
[73] ppe
[16] safety
[15] 篠崎こころ
[14] workwear
[12] 金髪ショー党
[7] healthandsafety
[6] 宇宙一可愛いこころちゃん
[5] workplacesafety
[5] construction
[4] healthcare

Top Hashtags in Tweet in G4:
[6] ppe
[2] rishisunak
[2] uber
[2] sexuallyassaulted
[2] pmqs
[2] andrewmills
[2] torycorruption
[2] nhs
[2] loosewomen
[2] torycostoflivingcrisis

Top Hashtags in Tweet in G5:
[1] zewditugebreyohanes
[1] panorama

Top Hashtags in Tweet in G6:
[4] borisbrokebritain
[4] johnsonout224
[4] toriesout60
[3] partygate
[2] torycorruption
[2] electricvehicle
[2] covid
[1] ppe
[1] pmqs
[1] trussout

Top Hashtags in Tweet in G7:
[372] perthtanapon
[360] kdppe
[178] gmmtvsafehousess4d2
[148] gmmtvsafehousess4d1
[118] gmmtvsafehousess4
[118] เพิร์ธชิม่อน
[93] gmmtvsafehousess4d3
[47] gmmtv
[35] perthchimon
[31] ppromxx_

Top Hashtags in Tweet in G8:
[2] hmrc
[1] nowttobeproudof
[1] loancharge
[1] borisjohnsonpm
[1] russiareport
[1] brexitlies
[1] covid_19
[1] johnsonthecorruptpm
[1] borisjohnsonlegacy
[1] toryliars

Top Hashtags in Tweet in G9:
[12] новини
[4] зсу
[2] russiaukrainewar
[2] зайцеве
[1] вірювзсу
[1] стрітарт
[1] streetart

Top Hashtags in Tweet in G10:
[8] えなこ
[8] 月刊少年チャンピオン
[6] えなこりん
[4] nikke
[3] 金髪ショー党
[3] ニケ
[3] メガニケ
[3] スピリッツ
[2] ppe
[2] tgs

Top Words
Top Words in Tweet in Entire Graph:
[3212] ppe
[1128] government
[891] truss
[874] liz
[855] staff
[813] parliament
[813] set
[798] chief
[797] lobbied
[790] behalf

Top Words in Tweet in G1:
[644] pippacrerar
[636] mark
[636] fullbrook
[636] lobbied
[634] liz
[634] truss
[633] libyan
[632] chief
[632] staff
[632] government

Top Words in Tweet in G2:
[393] steal
[393] police
[392] beer
[392] lidl
[392] expect
[392] tasered
[392] handcuffed
[392] beaten
[392] unconscious
[392] help

Top Words in Tweet in G3:
[319] ppe
[67] #ppe
[57] في
[55] و
[54] الرياض
[54] جدة
[51] مساج
[51] مختصين
[41] truss
[39] ช

Top Words in Tweet in G4:
[224] ppe
[91] track
[91] trace
[65] contracts
[56] money
[51] wasted
[51] tory
[50] billions
[44] billion
[37] people

Top Words in Tweet in G5:
[290] ppe
[268] tory
[252] 200m
[252] taxes
[237] angelarayner
[234] company
[232] shock
[232] horror
[232] dodgy
[230] money

Top Words in Tweet in G6:
[251] ppe
[195] government
[148] contracts
[134] vip
[134] goodlawproject
[128] lane
[125] use
[124] january
[124] year
[124] high

Top Words in Tweet in G7:
[491] ร
[372] #perthtanapon
[360] #kdppe
[312] ม
[269] น
[227] ก
[181] เพ
[178] #gmmtvsafehousess4d2
[163] อน
[152] ว

Top Words in Tweet in G8:
[167] ppe
[74] borisjohnson
[65] tory
[63] bbclaurakt
[55] medpro
[51] million
[48] breaking
[47] awarded
[47] 203
[46] peer

Top Words in Tweet in G9:
[95] на
[92] format_ppe
[80] не
[66] в
[58] і
[57] у
[49] та
[45] з
[44] за
[32] україни

Top Words in Tweet in G10:
[63] و
[60] 夏のppeプール集合の時の動画も
[60] 明日発売号のdvdに入ってるよ٩
[60] ˊᗜˋ
[59] yokyu_n
[28] お知らせ
[26] 本日発売
[25] co
[24] 月刊少年チャンピオン
[21] 表紙はこころちゃん

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[862] liz,truss
[796] chief,staff
[789] staff,lobbied
[788] government,behalf
[786] truss,chief
[786] lobbied,government
[786] libyan,parliament
[785] behalf,libyan
[741] mark,fullbrook
[714] excl,mark

Top Word Pairs in Tweet in G1:
[636] mark,fullbrook
[634] liz,truss
[632] chief,staff
[632] staff,lobbied
[630] libyan,parliament
[629] truss,chief
[629] lobbied,government
[629] government,behalf
[629] behalf,libyan
[628] excl,mark

Top Word Pairs in Tweet in G2:
[392] steal,beer
[392] beer,lidl
[392] lidl,expect
[392] expect,tasered
[392] tasered,handcuffed
[392] handcuffed,beaten
[392] beaten,unconscious
[392] unconscious,police
[392] police,help
[391] raggedtp,steal

Top Word Pairs in Tweet in G3:
[37] liz,truss
[29] ช,ด
[27] سبا,زيارات
[27] زيارات,منزلية
[27] منزلية,و
[27] و,فندقية
[27] كفاءة,و
[27] و,خبرة
[27] خبرة,عالية
[27] في,الرياض

Top Word Pairs in Tweet in G4:
[84] track,trace
[51] ppe,contracts
[27] ppe,track
[26] liz,truss
[16] 37,billion
[16] mark,fullbrook
[15] failed,track
[14] crap,ppe
[14] hard,brexit
[13] 10downingstreet,one

Top Word Pairs in Tweet in G5:
[232] shock,horror
[232] dodgy,tory
[229] angelarayner,shock
[228] horror,dodgy
[228] tory,linked
[228] linked,ppe
[228] ppe,company
[228] company,handed
[228] handed,200m
[228] 200m,taxpayers

Top Word Pairs in Tweet in G6:
[142] ppe,contracts
[128] vip,lane
[125] government,use
[124] january,year
[124] year,high
[124] high,court
[124] court,ruled
[124] ruled,government
[124] use,vip
[124] lane,awarding

Top Word Pairs in Tweet in G7:
[176] #perthtanapon,#kdppe
[161] #kdppe,#perthtanapon
[147] เพ,ร
[144] ม,อน
[124] ร,ธช
[124] ธช,ม
[122] #เพ,ร
[93] ร,ธ
[56] #gmmtvsafehousess4d2,#perthtanapon
[37] #gmmtvsafehousess4d3,#perthtanapon

Top Word Pairs in Tweet in G8:
[49] million,ppe
[47] 203,million
[46] tory,peer
[43] breaking,astonished
[43] astonished,hear
[43] hear,medpro
[43] medpro,company
[43] company,run
[43] run,tory
[43] peer,awarded

Top Word Pairs in Tweet in G9:
[8] в,україні
[6] не,завантажуються
[6] format_ppe,лєнка
[5] вертоліт,ка
[5] ка,52
[5] воєнної,розвідки
[5] розвідки,україни
[4] поки,що
[4] за,кордоном
[4] та,інших

Top Word Pairs in Tweet in G10:
[60] 夏のppeプール集合の時の動画も,明日発売号のdvdに入ってるよ٩
[60] 明日発売号のdvdに入ってるよ٩,ˊᗜˋ
[60] ˊᗜˋ,و
[59] yokyu_n,夏のppeプール集合の時の動画も
[24] 本日発売,月刊少年チャンピオン
[18] 月刊少年チャンピオン,ppe
[18] ppe,集合グラビアのdvdがつきます
[18] 集合グラビアのdvdがつきます,表紙はこころちゃん
[18] 表紙はこころちゃん,ゲットしてね
[18] ゲットしてね,co

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@ppe_doo
@simonclarkemp
@sophielouisecc
@moe_ppe
@ppe_iz
@karingrey14
@fai_ppe
@ppe_ee825
@makemacan

Top Replied-To in G1:
@pippacrerar
@steven_swinford
@johnwest_jaws
@sanpen1
@undercoverman
@stuzipants
@adambhhall1
@paulmasonnews
@wouldbescouse
@jacob_rees_mogg

Top Replied-To in G2:
@jujuliagrace
@paulbranditv
@jacob_rees_mogg
@candyspets2
@agitate4change
@trickyjabs
@borisjohnson
@martyndavid55
@10downingstreet
@lampshiresue

Top Replied-To in G4:
@simon_telegraph
@trussliz
@realstephenkerr
@skynews
@ppe_sale
@10downingstreet
@addictscrabble
@bren4bassetlaw
@matthewstadlen
@barristershorse

Top Replied-To in G5:
@bevbacon3
@angelarayner
@peterjukes
@bemahague
@gillianifraser
@oliveoyl60
@posnewsday
@mistyswoman

Top Replied-To in G6:
@jolyonmaugham
@richardjmurphy
@petronellawhite
@columbamchugh
@steffd62
@mattyfeb1987
@laurence_in_eu
@iridisalpha
@pmason74
@mrswuttburger

Top Replied-To in G7:
@moe_ppe
@makemacan
@goldenpup_ppe
@chenchenppe
@j_yin19
@perth_200190
@gmmshow_th
@rhianowl_1992
@aclanni
@ameliajie1

Top Replied-To in G8:
@simonclarkemp
@bbclaurakt
@andrewrtdavies
@borisjohnson
@jacobyoungmp
@deborahmeaden
@susaneacock
@drositamba
@kitty10046
@bbmorg

Top Replied-To in G9:
@format_ppe
@censor_net
@lemberg_15
@malitskiy_
@hagsirozdum
@ukrinform
@moni_kabelucci
@ogonekmarusya1
@mary00oa
@oleg_maksyuk

Top Replied-To in G10:
@kokoro777pp
@saki_miyamoto
@beko_ppe
@enakolove2022
@yoshida_saki
@manatsukin
@iorimoe_five
@enako_cos
@tsunko_p
@ishi_ppe_kokoro

Top Mentioned
Top Mentioned in Entire Graph:
@pippacrerar
@raggedtp
@angelarayner
@mutualaidmem
@jujuliagrace
@goodlawproject
@kit_yates_maths
@titusnation
@perthppe
@borisjohnson

Top Mentioned in G1:
@pippacrerar
@bethrigby
@thetruthsword
@steven_swinford
@rowenamason
@splodders
@mrbenakacj
@ghneale
@johnwest_jaws
@tush27j

Top Mentioned in G2:
@raggedtp
@jujuliagrace
@clairebubblepop
@pippacrerar
@artcrunchy
@goodlawproject
@brechinyes2
@martyndavid55
@raya33974446
@helen08104147

Top Mentioned in G3:
@vidian6
@tlapsafety
@mcardletrevor
@aw_what
@soxgnasher
@eurotopics_fr
@norionakatsuji
@cctvincare

Top Mentioned in G4:
@trussliz
@10downingstreet
@conservatives
@nicolasturgeon
@petronellawhite
@antony_crabb
@borisjohnson
@juliahb1
@skynews
@lgodfrey30

Top Mentioned in G5:
@angelarayner
@peterjukes
@msmith4492
@pippacrerar
@ian_fraser
@bylinetimes
@raggedtp
@tweetforthemany
@goodlawproject
@ellieba42131289

Top Mentioned in G6:
@goodlawproject
@jolyonmaugham
@jerrykoolkeogh
@columbamchugh
@pippacrerar
@richardjmurphy
@nealgodneal
@geraldi94241369
@raggedtp
@jdn_36

Top Mentioned in G7:
@perthppe
@ppetrends
@chimonac
@allaroundperth
@gmmtv
@loveinppe
@makemacan
@perthchimonofc
@ppe2003perth
@nightperstudio

Top Mentioned in G8:
@borisjohnson
@bbclaurakt
@stephen41792571
@drositamba
@ali4bs
@premnsikka
@steve_packham
@odokasa
@jesse_norman
@wealthagent

Top Mentioned in G9:
@format_ppe
@censor_net
@ukrinform
@espresotv
@prm_ua
@europeanpravda
@servicessu
@epravda
@5channel
@den_tsaruk

Top Mentioned in G10:
@yokyu_n
@enako_cos
@tsunko_p
@yoshida_saki
@snhr_minami
@saki_miyamoto
@kokoro777pp
@iorimoe_five
@manatsukin

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@suntory
@kirin_brewery
@subwayjp
@asahibeer_jp
@housefoods_now
@dennys_pr
@ichibankuji
@infoitinterno
@ichiban_kirin

Top Tweeters in G1:
@ferguson2811
@suegray834
@pingachoo
@cleggy261
@awarding_women
@argyllseaglass
@theroigner
@caz5697
@hacketttom
@zidanesboots

Top Tweeters in G2:
@astwisa
@johnjoechad
@wavetop
@carolehope2
@robertgedge
@hawkins_carole
@artytrace
@dormousegirl
@45albannach
@catethetwaate

Top Tweeters in G3:
@cas_2050001283
@infoitinterno
@palermo24h
@eddwilson
@den_fabrizi
@affaritaliani
@janicemorphet
@phil_free_
@natty4bumpo
@saoralba59

Top Tweeters in G4:
@skynews
@ks_1968
@telegraph
@bbcnews
@trackntracer
@rob_kimbell
@sunnyclaribel
@yvettehenson
@daily_record
@sharr73146294

Top Tweeters in G5:
@gr8musicvenues
@christinejameis
@margymayell
@leocullen4
@mrs_coyle
@irisstylosa
@hausofrushdi
@ladyjules_cath
@willshome
@johnmacleod19

Top Tweeters in G6:
@roblwilson
@curiocat13
@dingabelle
@thestephenralph
@vespasian91
@heather63262308
@starterpat
@yllekonadnerb
@pennytindall
@kingsmeadmrt

Top Tweeters in G7:
@bumbimknok
@saymnmel17
@schinarat
@jida_98
@tkmmtrigon
@fessthai
@_bbopeep
@ntknrb
@diasaone_a
@bigbenj119

Top Tweeters in G8:
@j_sutherland2
@gabe55gabe
@jackalsbynight
@dorothy90237074
@jagxjr40
@lifelandlady
@susaneacock
@sinequanon2015
@teresaweath
@samanthapepys

Top Tweeters in G9:
@lzedmitryy
@smetanatborschu
@light1065s
@ukrinform
@5channel
@espresotv
@dialog_ua
@sergey_prach
@qcwggvlumi9t0bn
@ouqxp4rxqrmptlw

Top Tweeters in G10:
@hrsk115
@kaze39mi
@tomohiro5213
@sn_u_315
@sinya10rakuten
@75bdeka
@tak_kneeyang
@rktaiyo
@maru2_mori2
@brendonmyoui


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