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PPE_2022-08-13_01-16-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
PPE via NodeXL https://bit.ly/3zW05vJ
@trackntracer
@ppe_sale
@rishisunak
@mikegalsworthy
@rmaskanti
@therealrhllor
@schenhayes
@trussliz
@hughjaeger
@ppetoheros

Top hashtags:
#ppe
#kdppe
#perthtanapon
#えなこ
#puipuibirthday
#モルカーファンアート
#ppe41
#モルカー
#チョコ誕生日
#ヤングアニマル

Description:
Description
The graph represents a network of 8,219 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, 13 August 2022 at 08:24 UTC.

The requested start date was Saturday, 13 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, 5-hour, 50-minute period from Wednesday, 10 August 2022 at 06:31 UTC to Friday, 12 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 : 8219
Unique Edges : 6320
Edges With Duplicates : 10601
Total Edges : 16921
Number of Edge Types : 5
Retweet : 4136
MentionsInRetweet : 5916
Tweet : 2196
Mentions : 2525
Replies to : 2148
Self-Loops : 2237
Reciprocated Vertex Pair Ratio : 0.0166702985399869
Reciprocated Edge Ratio : 0.0327939127639053
Connected Components : 1466
Single-Vertex Connected Components : 576
Maximum Vertices in a Connected Component : 3219
Maximum Edges in a Connected Component : 7679
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.492008
Graph Density : 0.000138147513355123
Modularity : 0.560332
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 8,219 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, 13 August 2022 at 08:24 UTC.

The requested start date was Saturday, 13 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, 5-hour, 50-minute period from Wednesday, 10 August 2022 at 06:31 UTC to Friday, 12 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:
[91] https://www.youtube.com/watch?v=_fB0zCsIo2Y&feature=youtu.be

[26] https://toyokeizai.net/articles/-/610271
[21] https://www.youtube.com/shorts/_fB0zCsIo2Y?feature=share

[13] https://newsinfo.inquirer.net/1644623/coa-flags-lack-of-due-diligence-in-p1-38-b-ppe-purchase
[11] https://www.thetimes.co.uk/article/storage-of-unused-ppe-costs-the-taxpayer-700-000-a-day-ssmf8hvtw
[11] https://twitter.com/riitipi2/status/1557680144705536000
[10] https://jojoasbr.bn-ent.net
[10] https://www.youtube.com/watch?v=AUFbzkvXsBY&feature=youtu.be

[10] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[8] https://twitter.com/LBC/status/1557392134281596928

Top URLs in Tweet in G1:
[5] https://twitter.com/LBC/status/1557392134281596928
[4] https://www.utilityproducts.com/tools-supplies/article/14279819/top-tools-of-the-trade-innovation-showcase
[3] https://twitter.com/johnredwood/status/1557607407827800064
[2] https://twitter.com/neildotobrien/status/1557236449786957824
[2] https://www.reuters.com/legal/ex-workers-malaysias-brightway-sue-kimberly-clark-ansell-over-alleged-labour-2022-08-10/
[2] https://ohsonline.com/Articles/2022/08/01/Specific-PPE.aspx?admgarea=news&Page=1
[2] https://theperfectenemy.com/inside-look-at-how-feds-cracked-one-of-the-largest-ppe-theft-cases-in-the-country-during-covid-pandemic/
[2] https://www.cleanlink.com/news/article/Tips-for-Proper-PPE-Disposal--28806?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/itssamanthaaaa_/status/1557262161302507520
[2] https://twitter.com/STVNews/status/1557460645653659649

Top URLs in Tweet in G2:
[3] https://twitter.com/johnredwood/status/1557607407827800064
[2] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[2] https://twitter.com/MichaelLCrick/status/1557478057833017344
[2] https://twitter.com/LBC/status/1557392134281596928
[2] https://eastangliabylines.co.uk/government-wasted-10-billion-on-ppe-east-anglian-mps-implicated/
[1] https://fullfact.org/health/nhs-test-and-trace-cost/
[1] https://twitter.com/danielgoyal/status/1557803182725730306
[1] https://twitter.com/13sarahmurphy/status/1557988081395027970
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/150988/unimaginable-cost-of-test-trace-failed-to-deliver-central-promise-of-averting-another-lockdown/

Top URLs in Tweet in G3:
[7] https://www.thetimes.co.uk/article/storage-of-unused-ppe-costs-the-taxpayer-700-000-a-day-ssmf8hvtw
[3] https://bylinetimes.com/2020/11/18/plymouth-exclusive-brethren-ppe-contracts-uk-government/
[2] https://www.whatdotheyknow.com/request/ppe_procurement_vip_laneparallel_2#incoming-2069692
[2] https://www.bmj.com/content/375/bmj.n2825
[2] https://www-mirror-co-uk.cdn.ampproject.org/v/s/www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211.amp?amp_gsa=1&_js_v=a9&usqp=mq331AQKKAFQArABIIACAw%3D%3D#amp_tf=From%20%251%24s&aoh=16599544826232&referrer=https%3A%2F%2Fwww.google.com&share=https%3A%2F%2Fwww.mirror.co.uk%2Fnews%2Fpolitics%2Fpiles-unused-ppe-costing-1million-25391211
[1] https://www.theguardian.com/law/2022/aug/07/brexit-to-bedroom-tax-judicial-reviews-that-went-against-the-government
[1] https://twitter.com/the_tpa/status/1556617064328171520
[1] https://twitter.com/alanneil1020/status/1557473739691933699
[1] https://www.bbc.co.uk/news/uk-politics-62513966
[1] https://www.dailymail.co.uk/news/article-10795617/Michelle-Mone-faces-criminal-interview-200m-PPE-deal-probe-contracts.html

Top URLs in Tweet in G4:
[1] https://twitter.com/the_tpa/status/1556617064328171520
[1] https://www.thetimes.co.uk/article/storage-of-unused-ppe-costs-the-taxpayer-700-000-a-day-ssmf8hvtw

Top URLs in Tweet in G5:
[3] https://www.punchline-gloucester.com/articles/aanews/stroud-firm-looks-to-future-after-120m-ppe-contract
[2] https://hideout.co:443/
[1] https://www.theguardian.com/politics/2017/nov/08/priti-patel-forced-to-resign-over-unofficial-meetings-with-israelis
[1] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[1] https://ad-nanotech.com/cowin-guard-material-sheet-for-ppe-kit/
[1] https://grouppolar.com/quality-policy/
[1] https://www.rwmexhibition.com/welcome?utm_source=EXH22CONTEG
[1] https://www.contegosafety.co.uk/about-contego
[1] https://www.pshsa.ca/courses/personal-protective-equipment-ppe-elearning-2?city=&month=
[1] https://bit.ly/3QAL1dp

Top URLs in Tweet in G6:
[2] https://www.dailymail.co.uk/news/article-11102491/Nancy-Pelosis-son-investor-Chinese-telecoms-company.html
[2] https://www.dailymail.co.uk/news/article-2613609/Revealed-Labours-stealth-raid-took-118BILLION-pensions-paving-way-end-final-salary-schemes-suddenly-unaffordable.html
[2] https://www.express.co.uk/news/politics/1653427/Channel-migrants-ECHR-Britishdemocracy-deportations-Suella-Braverman-update
[1] https://twitter.com/ruskin147/status/1557441402950373376
[1] https://twitter.com/teresadg0/status/1557436739530227713
[1] https://twitter.com/gbnews/status/1557449850622451712
[1] https://twitter.com/GdnPolitics/status/1557808331003031553
[1] https://www.telegraph.co.uk/politics/2022/08/11/david-lammy-breached-mps-code-conduct/?utm_content=politics&utm_medium=Social&utm_campaign=Echobox&utm_source=Twitter#Echobox=1660235001-2
[1] https://www.dailymail.co.uk/femail/article-11099865/After-devastating-report-Telford-grooming-scandal-one-victim-shares-courageous-testimony.html
[1] https://www.youtube.com/watch?v=yPfS7IoePjU


Top URLs in Tweet in G7:
[91] https://www.youtube.com/watch?v=_fB0zCsIo2Y&feature=youtu.be

[20] https://www.youtube.com/shorts/_fB0zCsIo2Y?feature=share

[3] https://www.youtube.com/watch?v=QSfQ8dK7byo&feature=youtu.be

[3] https://www.youtube.com/watch?v=XnmV8ucJrzM&feature=youtu.be

[2] https://www.youtube.com/watch?v=uWzObP1qHDY&feature=youtu.be

[2] https://www.youtube.com/shorts/BNHlfBxTGuk?feature=share

[2] https://entamenext.com/articles/detail/19499
[1] https://www.youtube.com/watch?v=OjmqiRsv2UQ&feature=youtu.be

[1] https://twitter.com/snhr_minami/status/1557674692747485184
[1] https://twitter.com/ishi_ppe_kokoro/status/1556979143807406082

Top URLs in Tweet in G8:
[5] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[2] https://nj.gov/health/cd/documents/topics/NCOV/AS_LINCS_2019n_cov_IPguidance_01_31_20_combined.108062.pdf
[1] https://twitter.com/PPEtoheros/status/1515342597941825536
[1] https://stacks.cdc.gov/view/cdc/31236/cdc_31236_DS1.pdf?download-document-submit=Download
[1] https://stacks.cdc.gov/view/cdc/108121/cdc_108121_DS1.pdf?download-document-submit=Download
[1] https://stacks.cdc.gov/view/cdc/25057/cdc_25057_DS1.pdf?download-document-submit=Download
[1] https://twitter.com/ppetoheros/status/1515342597941825536
[1] https://www.dhs.gov/sites/default/files/2022-07/22_0712_st_monkeypox_mql.pdf
[1] https://news.bloomberglaw.com/safety/osha-covid-19-rule-intended-to-cover-all-workers-draft-shows
[1] https://twitter.com/CentralLaborNYC/status/1555264267447947264

Top URLs in Tweet in G9:
[1] https://fullfact.org/health/nhs-test-and-trace-cost/
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://twitter.com/michaellcrick/status/1557478057833017344
[1] https://www.thetimes.co.uk/article/storage-of-unused-ppe-costs-the-taxpayer-700-000-a-day-ssmf8hvtw
[1] https://twitter.com/mikegalsworthy/status/1557439851313643523
[1] https://twitter.com/brummieboy5/status/1556587278373470210
[1] https://www.thelondoneconomic.com/politics/two-german-mps-resign-on-the-back-of-ppe-procurement-scandal-257288/amp/

Top URLs in Tweet in G10:
[11] https://twitter.com/riitipi2/status/1557680144705536000

Top Domains
Top Domains in Tweet in Entire Graph:
[275] twitter.com
[175] youtube.com
[85] co.uk
[38] com.ua
[29] censor.net
[29] ppe.pl
[27] toyokeizai.net
[25] theguardian.com
[24] espreso.tv
[14] inquirer.net

Top Domains in Tweet in G1:
[85] twitter.com
[21] co.uk
[5] co.za
[5] youtube.com
[5] swingtradebot.com
[4] theguardian.com
[4] youtu.be
[4] cleanlink.com
[4] utilityproducts.com
[3] ftc.gov

Top Domains in Tweet in G2:
[25] twitter.com
[4] co.uk
[3] theguardian.com
[2] org.uk
[2] parliament.uk
[1] fullfact.org
[1] order-order.com
[1] cornwalllive.com
[1] connexionfrance.com

Top Domains in Tweet in G3:
[12] twitter.com
[10] co.uk
[3] bylinetimes.com
[2] theguardian.com
[2] whatdotheyknow.com
[2] bmj.com
[2] ampproject.org
[1] goodlawproject.org

Top Domains in Tweet in G4:
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G5:
[8] co.uk
[4] hideout.co
[3] punchline-gloucester.com
[3] twitter.com
[3] mcrsafetyeurope.com
[2] t-safety.com
[1] theguardian.com
[1] thenational.scot
[1] ad-nanotech.com
[1] grouppolar.com

Top Domains in Tweet in G6:
[12] co.uk
[5] twitter.com
[2] youtube.com
[1] msn.com
[1] globalcitizen.org
[1] theguardian.com

Top Domains in Tweet in G7:
[122] youtube.com
[7] twitter.com
[3] co.jp
[2] bit.ly
[2] entamenext.com
[1] 4gamer.net
[1] ppe.jp
[1] omni7.jp

Top Domains in Tweet in G8:
[6] twitter.com
[6] nytimes.com
[3] cdc.gov
[2] nj.gov
[1] dhs.gov
[1] bloomberglaw.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] fullfact.org
[1] org.uk
[1] co.uk
[1] thelondoneconomic.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[207] ppe
[73] kdppe
[71] perthtanapon
[65] えなこ
[64] puipuibirthday
[61] モルカーファンアート
[59] ppe41
[58] モルカー
[57] チョコ誕生日
[54] ヤングアニマル



Top Hashtags in Tweet in G1:
[70] ppe
[9] safety
[8] workwear
[7] covid19
[7] construction
[6] えなこ
[4] technology
[4] healthandsafety
[4] ppe41
[4] utilitycrews

Top Hashtags in Tweet in G2:
[4] tory
[3] costoflivingcrisis
[3] torychaos
[3] brexit
[2] torycorruption
[2] tories
[2] energycrisis
[2] zombiegovernment
[2] torycostoflivingcrisis
[2] toryincompetence

Top Hashtags in Tweet in G3:
[15] randox
[13] ppe
[8] bbcnews
[8] skynews
[8] itvnews
[8] c4news
[7] didoharding
[2] toryincompetence
[2] plymouthbrethren
[2] torycorruption

Top Hashtags in Tweet in G5:
[35] ppe
[6] safety
[5] covid19
[5] nhs
[3] taxpayers
[3] hazards
[3] illness
[3] injury
[3] ir35
[3] healthandsafety

Top Hashtags in Tweet in G6:
[2] bananarepublic
[2] thirdworldcountry
[2] climatescam
[1] scrapmpsexpenses
[1] tryagain
[1] safetyalways

Top Hashtags in Tweet in G7:
[57] えなこ
[55] ppe41
[51] ヤングアニマル
[10] ppe_win
[7] ppe
[4] c100
[4] 金髪ショー党
[4] えなこりん
[4] 幻塔リリース直前生放送
[4] shorts

Top Hashtags in Tweet in G8:
[13] hcws
[2] ppe
[1] covid19
[1] burnout
[1] auspol
[1] n95

Top Hashtags in Tweet in G9:
[1] annibyniaeth
[1] indywales
[1] torycorruption
[1] ppe
[1] cronies
[1] r4today
[1] bbcpm

Top Words
Top Words in Tweet in Entire Graph:
[3601] ppe
[639] money
[587] covid
[503] trace
[492] government
[437] people
[364] contracts
[357] tory
[335] test
[334] wasted

Top Words in Tweet in G1:
[395] ppe
[70] #ppe
[59] ช
[50] covid
[43] ด
[31] full
[27] money
[26] more
[24] n95
[24] จำนวน

Top Words in Tweet in G2:
[399] ppe
[185] trace
[164] track
[160] money
[119] billions
[101] government
[85] eddiemair
[83] billion
[81] contracts
[80] lbc

Top Words in Tweet in G3:
[212] ppe
[54] trussliz
[51] contracts
[43] conservatives
[40] trace
[37] money
[32] vip
[29] billions
[29] government
[26] profit

Top Words in Tweet in G4:
[153] wasted
[153] trace
[151] test
[150] mikegalsworthy
[150] govt
[150] 37bn
[148] taxpayer
[148] representing
[148] failed
[148] run

Top Words in Tweet in G5:
[150] ppe
[57] michaellcrick
[35] contracts
[35] #ppe
[33] rishisunak
[31] macscotland4
[29] uk
[29] michelle
[28] mone
[27] gov

Top Words in Tweet in G6:
[39] people
[36] ppe
[29] ppe_sale
[26] trump
[21] world
[21] still
[15] uk
[15] same
[15] being
[14] one

Top Words in Tweet in G7:
[106] ppe更衣室
[100] 元気になれ
[56] iorimoe_five
[54] #えなこ
[53] #ppe41
[50] ハワイアンズで撮った時のやつ更新されたよ
[49] #ヤングアニマル
[47] younganimalhaku
[47] 16号本日発売
[47] 表紙

Top Words in Tweet in G8:
[144] reutersfacts
[86] ppetoheros
[79] fact
[79] check
[79] facts
[69] ve
[68] confused
[68] checking
[68] mean
[68] few

Top Words in Tweet in G9:
[67] tory
[62] ppe
[51] firms
[50] edwinhayward
[40] tax
[39] vip
[36] profits
[35] windfall
[34] impose
[34] made

Top Words in Tweet in G10:
[126] ppeを装備して発熱外来やコロナ病棟で何ヶ月も勤務するより
[126] 換気の悪い居酒屋で数回飲み会する方が
[126] はるかに感染リスクは高いと思う
[126] 特に現状だと
[125] mikito_777

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[266] test,trace
[238] ppe,contracts
[230] track,trace
[170] failed,test
[160] taxpayer,representing
[160] representing,govt
[160] govt,wasted
[160] wasted,37bn
[160] 37bn,failed
[160] trace,run

Top Word Pairs in Tweet in G1:
[40] ช,ด
[21] full,ppe
[18] ด,ppe
[16] สมเด,จพระกน
[16] จพระกน,ษฐาธ
[16] ษฐาธ,ราชเจ
[16] ราชเจ,า
[16] า,กรมสมเด
[16] กรมสมเด,จพระเทพร
[16] จพระเทพร,ตนราชส

Top Word Pairs in Tweet in G2:
[157] track,trace
[67] eddiemair,mpiainds
[62] lbc,eddiemair
[56] ppe,contracts
[31] 37,billion
[28] dodgy,ppe
[25] mpiainds,ids
[25] test,trace
[24] ppe,track
[23] useless,ppe

Top Word Pairs in Tweet in G3:
[33] ppe,contracts
[25] test,trace
[20] private,eye
[20] dear,michelledonelan
[20] michelledonelan,elected
[20] elected,representative
[20] representative,tell
[20] tell,constituents
[20] constituents,acceptable
[19] mattstephen62,dear

Top Word Pairs in Tweet in G4:
[151] test,trace
[148] taxpayer,representing
[148] representing,govt
[148] govt,wasted
[148] wasted,37bn
[148] 37bn,failed
[148] failed,test
[148] trace,run
[147] mikegalsworthy,taxpayer
[147] run,thei

Top Word Pairs in Tweet in G5:
[26] refuse,share
[25] michelle,mone
[23] uk,gov
[23] gov,refuse
[23] share,files
[23] files,relating
[23] relating,200m
[23] 200m,ppe
[23] ppe,contact
[23] contact,michelle

Top Word Pairs in Tweet in G6:
[10] chrissysense,ppe_sale
[8] david,lammy
[7] ppe_sale,countries
[7] countries,world
[7] world,polio
[7] polio,still
[7] still,endemic
[7] endemic,afghanistan
[7] afghanistan,pakistan
[6] furbabygirl,chrissysense

Top Word Pairs in Tweet in G7:
[50] ppe更衣室,ハワイアンズで撮った時のやつ更新されたよ
[50] ハワイアンズで撮った時のやつ更新されたよ,元気になれ
[50] 元気になれ,元気になれ
[49] iorimoe_five,ppe更衣室
[47] #ヤングアニマル,16号本日発売
[47] 16号本日発売,表紙
[47] 表紙,巻頭グラビアは
[47] 巻頭グラビアは,#えなこ
[47] #えなこ,何度
[47] 何度,どこを見ても可愛い彼女を目に焼き付けよう

Top Word Pairs in Tweet in G8:
[68] ppetoheros,reutersfacts
[68] reutersfacts,reutersfacts
[68] reutersfacts,ve
[68] ve,confused
[68] confused,fact
[68] fact,checking
[68] checking,mean
[68] mean,check
[68] check,facts
[68] facts,few

Top Word Pairs in Tweet in G9:
[35] tory,vip
[34] impose,windfall
[34] windfall,tax
[34] tax,firms
[34] firms,made
[34] made,staggering
[34] staggering,profits
[34] profits,tory
[34] vip,procurement
[34] procurement,backchannels

Top Word Pairs in Tweet in G10:
[126] ppeを装備して発熱外来やコロナ病棟で何ヶ月も勤務するより,換気の悪い居酒屋で数回飲み会する方が
[126] 換気の悪い居酒屋で数回飲み会する方が,はるかに感染リスクは高いと思う
[126] はるかに感染リスクは高いと思う,特に現状だと
[125] mikito_777,ppeを装備して発熱外来やコロナ病棟で何ヶ月も勤務するより

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@johnredwood
@lbc
@breck_worsham
@neildotobrien
@ppe_doo
@the_tpa
@ppe__b
@danieljhannan
@stvnews

Top Replied-To in G2:
@johnredwood
@lbc
@danielmgmoylan
@mrjamesob
@haggis_uk
@tobias_ellwood
@dpjhodges
@kayburley
@saulstaniforth
@underdog67risen

Top Replied-To in G3:
@sophielouisecc
@trussliz
@nadhimzahawi
@sajidjavid
@davidghfrost
@nettiehy
@petertcross
@marrtoffee
@neilwatson20
@edlonguk

Top Replied-To in G4:
@brianmoore666
@mikegalsworthy
@billyvacant
@seanmagee
@sourin401
@damo1985l
@liztruss_mp
@jonjonessnr

Top Replied-To in G5:
@michaellcrick
@russelldutton
@rishisunak
@c28862933
@muzzyhillbilly
@burnsidenottosh
@kruger4devizes
@ellandback1919
@emmakennedy
@matthancock

Top Replied-To in G6:
@ppe_sale
@skynews
@craigallen_25
@furbabygirl
@matt_horwoodws
@marcogbiagi
@xeshi_foh
@hollysmum
@telepolitics
@franchesharper

Top Replied-To in G7:
@kokoro777pp
@tsunko_p
@snhr_minami
@_akari_0122
@yokyu_n
@beko_ppe
@enako_cos
@iorimoe_five
@saki_miyamoto
@yoshida_saki

Top Replied-To in G8:
@watergatesummer
@mkarolian
@danaparish
@drericding
@reutersfacts
@realsexycyborg
@alrantal
@gardiantech
@americanair
@gardengirl778

Top Replied-To in G9:
@danieljhannan
@thattimwalker
@d1_david
@chana9mufc
@andrewrtdavies
@harley_tory
@merrynsw
@edwinhayward
@gibble1979
@stevebarclay

Top Mentioned
Top Mentioned in Entire Graph:
@mikegalsworthy
@mikito_777
@bestforbritain
@eddiemair
@ppetoheros
@elio_vito
@reutersfacts
@therealrhllor
@mpiainds
@gop

Top Mentioned in G1:
@kwokscholars
@brokentwitty
@dai_jiro
@tanisha_bliss
@wendyisacsson
@hcsaprocurement
@remateph
@kyamisummers
@escortvehicle

Top Mentioned in G2:
@eddiemair
@mpiainds
@lbc
@johnredwood
@mrjamesob
@heathertheheron
@jamescleverly
@viewvalley
@https
@saulstaniforth

Top Mentioned in G3:
@trussliz
@conservatives
@michelledonelan
@goodlawproject
@damianhastie
@mattstephen62
@suesuezep
@sophielouisecc
@alastairwalker2
@rhodrimwindsor

Top Mentioned in G4:
@mikegalsworthy
@jonjonessnr
@liztruss_mp
@brianmoore666
@jeremycorbyn
@webylines
@gillgall23
@w41gy
@markobhoy
@rickydhale

Top Mentioned in G5:
@michaellcrick
@macscotland4
@rishisunak
@gordonbrown
@marinapurkiss
@emmakennedy
@ste16063620
@russelldutton
@mryeswecan
@mcardletrevor

Top Mentioned in G6:
@ppe_sale
@chrissysense
@furbabygirl
@skynews
@trussliz
@adamtranter
@hodgetwins
@mal_dubois
@alstewartobe
@gbnews

Top Mentioned in G7:
@iorimoe_five
@younganimalhaku
@enako_cos
@kokoro777pp
@snhr_minami
@beko_ppe
@yoshida_saki
@fj_dragonage
@saki_miyamoto
@yokyu_n

Top Mentioned in G8:
@ppetoheros
@reutersfacts
@cdcgov
@danaparish
@reuters
@drtammrawarby
@drericding
@cdrhbiscuitiii
@gardiantech
@ashishkjha46

Top Mentioned in G9:
@edwinhayward
@didoharding
@yescymru
@black6pearl
@danielmgmoylan
@thattimwalker
@jon_trickett
@stevebarclay
@danieljhannan
@aehall1983

Top Mentioned in G10:
@mikito_777

Top Tweeters
Top Tweeters in Entire Graph:
@kirin_brewery
@subwayjp
@asahibeer_jp
@kfc_jp
@famima_now
@dennys_pr
@sanyobussan
@nescafe_jp
@americanair
@chidambara09

Top Tweeters in G1:
@vivacoid
@lady_smoker_
@medical_news_j
@jnb2019
@danspena
@beritajatimcom
@sheelaghg
@brokentwitty
@hhelenakhl
@annemarieflynn2

Top Tweeters in G2:
@s9tmt
@dailymirror
@terryelaineh1
@vespasian91
@sydesjokes
@peterandann
@jackalsbynight
@brookebay21
@natalie91231732
@trackntracer

Top Tweeters in G3:
@sandradunn1955
@lesleygsmith3
@tartancobweb
@cristinaprkr
@guse_guse
@msalliance
@fascinatorfun
@hugh_canning
@gareth0108
@vesperuk

Top Tweeters in G4:
@suegray834
@fiona_fionnagal
@aunty_shirley
@hausofrushdi
@yllekonadnerb
@joandevizes
@rolynhome
@sixfieldssid
@geziwoman
@burtsbikebits

Top Tweeters in G5:
@roblwilson
@guardian
@spanishdan1
@kevinpbreslin
@equi_noctis
@martinandrea86
@hephaistos_ai
@countryskills
@mryeswecan
@ggriffithsbrown

Top Tweeters in G6:
@gwrhelp
@skynews
@mailonline
@mickgreenhough
@sandieshoes
@daveatherton20
@flowersenglish
@dunstablian
@ukmemberships07
@mikemcg65624002

Top Tweeters in G7:
@showkatana7
@gooochin
@repipuhoney
@ori_takita
@tomohiro5213
@x04nana
@safefield
@_y21y_
@sinya10rakuten
@monmon923

Top Tweeters in G8:
@americanair
@reuters
@alizardx
@cryborg
@arcticfox_am_i
@kirkmurphy
@natricer
@watergatesummer
@joejaggi
@cassandranocov

Top Tweeters in G9:
@supazeez
@hacketttom
@quangels
@cabbidges
@jemloire
@jjsalmo
@bernardwalsh1
@sebkraemer
@robertjoseph
@peterrsimms

Top Tweeters in G10:
@sunny_days365
@hossy1987
@otakutokkai
@takitandai18m54
@baatarism
@eimc3z
@5910mikiya
@zion_ametista
@ka_ku_ta
@amane1735