PPE, Twitter, 12/12/2021 5:42:25 PM, 268182


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PPE_2021-12-12_01-06-25.xlsx
PPE_2021-12-12_01-06-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2021
Short Description:
PPE via NodeXL https://bit.ly/3IJigZ1
@withorpe
@angelarayner
@nadiawhittomemp
@philmoorhouse76
@this0499154500
@jeremyfarrar
@drkate_miller
@ppe_sale
@no1historychick
@borisjohnson

Top hashtags:
#kdppe
#perthtanapon
#ppe
#badbuddyseriesep7
#ppe_win
#covid19

Description:
Description
The graph represents a network of 8,351 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 Sunday, 12 December 2021 at 09:15 UTC.

The requested start date was Sunday, 12 December 2021 at 01:01 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 3-day, 1-hour, 39-minute period from Wednesday, 08 December 2021 at 10:41 UTC to Saturday, 11 December 2021 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 : 8351
Unique Edges : 4570
Edges With Duplicates : 12442
Total Edges : 17012
Number of Edge Types : 5
Tweet : 1523
Retweet : 5418
MentionsInRetweet : 6528
Replies to : 1253
Mentions : 2290
Self-Loops : 1572
Reciprocated Vertex Pair Ratio : 0.012921038100497
Reciprocated Edge Ratio : 0.0255124291321413
Connected Components : 1173
Single-Vertex Connected Components : 388
Maximum Vertices in a Connected Component : 3982
Maximum Edges in a Connected Component : 9461
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.453519
Graph Density : 0.000131534320892403
Modularity : 0.53801
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,351 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 Sunday, 12 December 2021 at 09:15 UTC.

The requested start date was Sunday, 12 December 2021 at 01:01 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 3-day, 1-hour, 39-minute period from Wednesday, 08 December 2021 at 10:41 UTC to Saturday, 11 December 2021 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:
[17] https://bylinetimes.com/2021/12/10/periods-pandemic-and-ppe-how-even-in-healthcare-the-world-is-built-for-men/
[13] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[12] https://www.hmv.co.jp/artist_月刊少年チャンピオン編集部_000000000458136/item_《ローソン・HMV限定特典:クリアファイル》-月刊少年チャンピオン-2022年-1月号_12357297
[12] https://www.cidrap.umn.edu/news-perspective/2021/12/face-mask-other-ppe-litter-skyrockets-amid-pandemic
[12] https://www.mirror.co.uk/news/politics/care-home-firm-sacked-mp-22689062.amp
[12] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps?CMP=Share_iOSApp_Other
[10] https://bylinetimes.com/2021/12/10/conservative-donors-miss-out-on-5-billion-ppe-contract/
[9] https://www.news24.com/
[9] https://ppe-for-usa.com/Made-In-USA-N95-Box-of-25-Face-Masks-for-Consumers-p266110077
[7] https://ppe-for-usa.com/NIOSH-Approved-N95-High-Filtration-Face-Masks-for-Consumers-Made-In-USA-p266110077

Top URLs in Tweet in G1:
[2] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://www.stroudnewsandjournal.co.uk/news/19472293.calls-steve-dechan-return-millions-ppe-revelations/
[1] https://donate.thebiggive.org.uk/campaign/a056900001v1ha7AAA

Top URLs in Tweet in G2:
[1] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral

Top URLs in Tweet in G3:
[9] https://www.mirror.co.uk/news/politics/care-home-firm-sacked-mp-22689062.amp
[9] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps?CMP=Share_iOSApp_Other
[1] https://twitter.com/mrharrycole/status/1469617202584342528
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://twitter.com/Suej1959/status/1468922736235921413/video/1
[1] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[1] https://www.yorkshirepost.co.uk/read-this/ayanda-capital-supplied-50-million-faulty-face-masks-to-the-uk-this-is-what-the-company-does-2935166
[1] https://www.theguardian.com/world/2020/dec/21/firm-with-mystery-investors-wins-200m-of-ppe-contracts-via-high-priority-lane

Top URLs in Tweet in G4:
[2] https://www.mirror.co.uk/news/politics/care-home-firm-sacked-mp-22689062.amp
[2] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps?CMP=Share_iOSApp_Other
[1] https://twitter.com/itvpeston/status/1468724031520129024
[1] https://twitter.com/itvpeston/status/1466186167611760644?t=Rke4ZkT69Mafo5RhFPfFEg&s=09
[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/
[1] https://twitter.com/JMPSimor/status/1469077792079826944
[1] https://twitter.com/davidelfstrom/status/1469082182585044998

Top URLs in Tweet in G5:
[6] https://www.cidrap.umn.edu/news-perspective/2021/12/face-mask-other-ppe-litter-skyrockets-amid-pandemic
[3] https://www.news24.com/fin24/companies/sars-tax-crackdown-turns-to-ppe-vendors-pandora-papers-20211209
[3] https://yazing.com/deals/brookwoodmed/MikeElla
[2] https://www.iol.co.za/news/politics/eff-opens-criminal-case-against-cele-over-alleged-interference-in-ppe-corruption-probe-bc59ff97-c8a4-4e1a-ad47-ba443b36eb6a
[2] https://twitter.com/izjaded/status/1469155118587252739
[2] https://alohamask.com/
[2] https://www.torysleazeuk.com/d
[2] https://vimeo.com/655512870
[2] https://bylinetimes.com/2021/12/10/periods-pandemic-and-ppe-how-even-in-healthcare-the-world-is-built-for-men/
[2] http://www.maskpro.us/

Top URLs in Tweet in G6:
[1] https://twitter.com/avoid_the_null/status/1469093487094210563
[1] https://www.bmj.com/content/375/bmj-2021-065312/rapid-responses
[1] https://www.bma.org.uk/advice-and-support/covid-19/ppe/covid-19-ppe-for-doctors
[1] https://www.bmj.com/content/375/bmj.n2475
[1] https://www.mirror.co.uk/news/politics/care-home-firm-sacked-mp-22689062.amp
[1] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps?CMP=Share_iOSApp_Other
[1] https://twitter.com/shaun_qureshi/status/1469350390688845832
[1] https://twitter.com/suemitch2017/status/1469191534985764865
[1] https://twitter.com/cabinetofficeuk/status/1468951870391554053
[1] https://twitter.com/shaun_qureshi/status/1469256435720724486

Top URLs in Tweet in G7:
[2] https://bylinetimes.com/2021/12/10/periods-pandemic-and-ppe-how-even-in-healthcare-the-world-is-built-for-men/
[1] https://twitter.com/kprather88/status/1328374523943501825
[1] https://twitter.com/Iamgoingtosleep/status/1286026903846092800?t=7Us1cNrZ-vd7WKSxmxcrCw&s=19

Top URLs in Tweet in G8:
[4] https://www.instagram.com/accounts/login/
[2] https://www.youtube.com/watch?v=1L9buCJbXgc&feature=youtu.be

[2] https://m.weibo.cn/status/4713269605959285?
[2] https://www.youtube.com/watch?v=tUsrxcQh6PI&feature=youtu.be

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

[1] https://twitter.com/somdulphan/status/1468905841101209602
[1] https://shop.line.me/@nightper
[1] https://www.iq.com/
[1] https://www.facebook.com/praewmagazine/videos/973608900176347/
[1] https://twitter.com/winkwink_store/status/1469200819908087809

Top URLs in Tweet in G10:
[12] https://www.hmv.co.jp/artist_月刊少年チャンピオン編集部_000000000458136/item_《ローソン・HMV限定特典:クリアファイル》-月刊少年チャンピオン-2022年-1月号_12357297
[4] https://www.amazon.co.jp/dp/B09MJPZLNF/ref=cm_sw_r_awdo_navT_a_RN9T8EES7ABHFFYE1S8B
[3] https://mdpr.jp/interview/2907349
[1] https://mi-muse.mi-glamu.com/ppe/
[1] https://twitter.com/snhr_minami/status/1469206277452869633
[1] https://curecos.com/ja/article/38392
[1] https://twitter.com/MatsuiRyosuke/status/1462334522712756225

Top Domains
Top Domains in Tweet in Entire Graph:
[223] twitter.com
[52] co.uk
[39] theguardian.com
[37] co.za
[35] bylinetimes.com
[34] ppe.pl
[32] co.jp
[22] news24.com
[22] ppe-for-usa.com
[17] youtube.com

Top Domains in Tweet in G1:
[2] theguardian.com
[1] co.uk
[1] org.uk

Top Domains in Tweet in G2:
[1] theguardian.com

Top Domains in Tweet in G3:
[11] co.uk
[10] theguardian.com
[2] twitter.com
[1] org.uk

Top Domains in Tweet in G4:
[4] twitter.com
[2] co.uk
[2] theguardian.com
[1] parliament.uk

Top Domains in Tweet in G5:
[57] twitter.com
[11] co.uk
[9] co.za
[7] co.jp
[7] bylinetimes.com
[6] umn.edu
[5] news24.com
[3] youtube.com
[3] agenparl.eu
[3] ebay.com

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

Top Domains in Tweet in G7:
[2] bylinetimes.com
[2] twitter.com

Top Domains in Tweet in G8:
[13] twitter.com
[6] youtube.com
[4] instagram.com
[2] weibo.cn
[1] line.me
[1] iq.com
[1] facebook.com
[1] tiktok.com

Top Domains in Tweet in G10:
[16] co.jp
[3] mdpr.jp
[2] twitter.com
[1] mi-glamu.com
[1] curecos.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[162] kdppe
[148] perthtanapon
[145] ppe
[44] badbuddyseriesep7
[40] ppe_win
[39] covid19
[37] 月刊少年チャンピオン
[35] torypartygames
[31] usa
[30] n95



Top Hashtags in Tweet in G1:
[3] tory
[2] ppe
[1] northshropshire
[1] gmb
[1] no10xmasparty
[1] biggive
[1] nevertrustatory

Top Hashtags in Tweet in G2:
[1] ppe
[1] chumocracy
[1] carehomedeaths
[1] cashforpeerages
[1] afghanevac
[1] hypocrisy

Top Hashtags in Tweet in G3:
[6] torycorruption
[2] downingstreetparty
[2] corruption
[2] ppe

Top Hashtags in Tweet in G4:
[1] bbcqt
[1] followbackfriday
[1] cronychristmascountdown
[1] torycoviddisaster

Top Hashtags in Tweet in G5:
[55] ppe
[17] healthcare
[17] hospital
[16] workwear
[15] denim
[15] camouflage
[15] scrubs
[15] intalgarments
[15] scrubsuit
[15] doctor

Top Hashtags in Tweet in G6:
[4] covidinquirynow
[3] covid
[3] covidisairborne
[3] ppe
[2] ffp3
[2] longcovid
[2] covid19
[1] dispatches
[1] toryscum
[1] torypartygames

Top Hashtags in Tweet in G7:
[2] covidisairborne
[1] getmeppe
[1] raisethewage
[1] firedejoy

Top Hashtags in Tweet in G8:
[157] kdppe
[143] perthtanapon
[44] badbuddyseriesep7
[30] แบนsitala
[21] planrathavit
[21] mynameisnanon
[21] missuniversethailand2021
[19] คนของแปลน
[14] centralayutthayaxnanon
[14] zkyxtmea

Top Hashtags in Tweet in G10:
[37] ppe_win
[35] 月刊少年チャンピオン
[4] 篠崎こころ
[3] ミーミューズ
[3] mimuse
[3] 金髪ショー党
[3] ヤングアニマル
[3] 篠宮つん吉
[3] えなこ
[3] つんこ

Top Words
Top Words in Tweet in Entire Graph:
[4211] ppe
[1140] procurement
[1107] decision
[1084] covid
[1029] lying
[927] ˆà
[797] šà
[682] people
[640] care
[631] 000

Top Words in Tweet in G1:
[989] procurement
[981] decision
[745] ppe
[495] withorpe
[495] went
[494] gove
[493] michael
[493] stage
[492] single
[491] lying

Top Words in Tweet in G2:
[398] 000
[397] covid
[395] nearly
[394] 150
[394] angelarayner
[393] people
[393] died
[393] uk
[393] hundreds
[393] local

Top Words in Tweet in G3:
[433] ppe
[421] lying
[414] nadiawhittomemp
[409] tory
[407] mps
[407] care
[406] ministers
[406] lords
[406] accused
[406] shortages

Top Words in Tweet in G4:
[272] wearing
[272] being
[271] mask
[271] everyone
[270] utter
[270] crap
[270] taught
[270] classrooms
[270] last
[270] year

Top Words in Tweet in G5:
[326] ppe
[55] #ppe
[47] covid
[26] pandemic
[25] contracts
[25] people
[23] more
[19] full
[19] money
[18] staff

Top Words in Tweet in G6:
[127] ppe
[56] borisjohnson
[44] covid
[36] trace
[29] track
[29] danielgoyal
[28] many
[27] contracts
[24] money
[22] public

Top Words in Tweet in G7:
[158] work
[157] teachers
[157] without
[156] drkate_miller
[156] shoutout
[156] melbourne
[156] who've
[156] showing
[156] day
[156] exposed

Top Words in Tweet in G8:
[392] ˆà
[193] šà
[157] #kdppe
[143] #perthtanapon
[143] น
[132] µà
[114] ร
[90] ว
[87] ªà
[76] ด

Top Words in Tweet in G9:
[351] œfollowed
[234] rulesâ
[123] party
[122] johnson
[122] barnard
[122] castle
[122] nazirafzal
[121] boris
[121] xmas
[121] ministerial

Top Words in Tweet in G10:
[106] snhr_minami
[105] お知らせ
[105] 12月13日
[105] 月
[105] 発売のヤングキング
[105] 表紙
[105] 巻頭
[105] 巻中ppeジャックに
[105] 篠原みなみも登場します
[105] これからの季節にぴったりな

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1100] procurement,decision
[558] michael,gove
[556] ppe,procurement
[554] 150,000
[554] decision,went
[551] went,stage
[547] single,ppe
[546] gove,single
[546] stage,procurement
[546] decision,lying

Top Word Pairs in Tweet in G1:
[981] procurement,decision
[492] michael,gove
[492] ppe,procurement
[492] decision,went
[489] gove,single
[489] single,ppe
[489] went,stage
[489] stage,procurement
[489] decision,lying
[488] withorpe,michael

Top Word Pairs in Tweet in G2:
[394] 150,000
[393] nearly,150
[393] 000,people
[393] people,died
[393] died,covid
[393] covid,uk
[393] uk,hundreds
[393] hundreds,local
[393] local,businesses
[393] businesses,forced

Top Word Pairs in Tweet in G3:
[406] tory,ministers
[406] ministers,mps
[406] mps,lords
[406] lords,accused
[406] accused,lying
[406] lying,ppe
[406] ppe,shortages
[406] shortages,care
[406] care,worker
[406] worker,frontline

Top Word Pairs in Tweet in G4:
[270] utter,crap
[270] crap,taught
[270] taught,classrooms
[270] classrooms,last
[270] last,year
[270] year,everyone
[270] everyone,wearing
[270] wearing,mask
[270] mask,problems
[270] problems,being

Top Word Pairs in Tweet in G5:
[19] ppe,contracts
[15] #denim,#camouflage
[15] #camouflage,#scrubs
[15] #scrubs,09e
[15] 09e,#intalgarments
[15] #intalgarments,#scrubsuit
[15] #scrubsuit,#doctor
[15] #doctor,#nurse
[15] #nurse,#physician
[15] #physician,#dentist

Top Word Pairs in Tweet in G6:
[26] track,trace
[18] shaun_qureshi,borisjohnson
[18] borisjohnson,absolutely
[18] absolutely,need
[18] need,covid
[18] covid,inquiry
[18] inquiry,many
[18] many,policies
[18] policies,caused
[18] caused,harm

Top Word Pairs in Tweet in G7:
[156] shoutout,teachers
[156] teachers,melbourne
[156] melbourne,who've
[156] who've,showing
[156] showing,work
[156] work,day
[156] day,exposed
[156] exposed,without
[156] without,high
[155] drkate_miller,shoutout

Top Word Pairs in Tweet in G8:
[131] ˆà,ˆà
[105] #kdppe,#perthtanapon
[62] ˆà,šà
[57] µà,ˆà
[49] šà,ˆà
[44] ˆà,ªà
[43] ˆà,µà
[34] #perthtanapon,#kdppe
[33] #à,šà
[31] šà,šà

Top Word Pairs in Tweet in G9:
[234] œfollowed,rulesâ
[122] barnard,castle
[121] boris,johnson
[121] johnson,barnard
[121] xmas,party
[121] ministerial,bullying
[120] nazirafzal,boris
[117] castle,œfollowed
[117] rulesâ,xmas
[117] party,œfollowed

Top Word Pairs in Tweet in G10:
[105] お知らせ,12月13日
[105] 12月13日,月
[105] 月,発売のヤングキング
[105] 発売のヤングキング,表紙
[105] 表紙,巻頭
[105] 巻頭,巻中ppeジャックに
[105] 巻中ppeジャックに,篠原みなみも登場します
[105] 篠原みなみも登場します,これからの季節にぴったりな
[105] これからの季節にぴったりな,虎クリスマスグラビアだよ
[105] 虎クリスマスグラビアだよ,ppeメンバーになった私の初めての1冊

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@format_ppe
@thelastleg
@pimr_ppe
@perthplangun
@yasu_ppe
@emmett_dog
@f_alfonsi
@murdo_fraser
@fai_ppe

Top Replied-To in G1:
@withorpe
@louisemeredith0
@timdekker18
@nigethugrug
@spoolemcs
@kevin_maguire
@siobhan_baillie
@lyndaobst
@onlinesavant
@notobesniffedat

Top Replied-To in G2:
@davidlammy
@ukhomeoffice
@adognamedmagnus
@deesyrano
@implausibleblog
@deborahmeaden
@eyejosh
@teejaybee3

Top Replied-To in G3:
@mrharrycole
@nadiawhittomemp
@stevebakerhw
@ariana_erbon
@dwp

Top Replied-To in G4:
@paullomax
@cocobelladoodle
@hpratt01
@leehooper1
@will197811
@stephenmorganmp
@markceo01
@msccollins1
@lloydhardy
@richard09418446

Top Replied-To in G5:

Top Replied-To in G6:
@bobatron87
@davidhirsh
@243andrew
@murdo_fraser
@toryboypierce
@realstephenkerr
@borisjohnson
@georgefoulkes
@lucyallan
@danielgoyal

Top Replied-To in G7:
@surgeon_general
@becs_and
@markjohnsontw
@watinthe_
@warblergrey
@iamgoingtosleep
@cleavon_md
@andrewmaketweet
@drkate_miller
@1rpotter

Top Replied-To in G8:
@perthplangun
@myppeily
@boomytorao
@mxxt_ppe
@aclanni
@moe_ppe
@perthkrsupport
@whattheppe
@bowppe
@zentradies

Top Replied-To in G9:
@uk_domain_names
@freespeech_0
@nazirafzal
@ko11710
@mrrobertbob1

Top Replied-To in G10:
@iorimoe_five
@saki_miyamoto
@tsunko_p
@snhr_minami
@kokoro777pp

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@nadiawhittomemp
@angelarayner
@philmoorhouse76
@drkate_miller
@nazirafzal
@80_mcswan
@goodlawproject
@wulf_helm
@snhr_minami

Top Mentioned in G1:
@withorpe
@80_mcswan
@goodlawproject
@philmoorhouse76
@bmay
@ukiswitheu
@paul__johnson
@45albannach
@itvnews
@10downingstreet

Top Mentioned in G2:
@angelarayner
@implausibleblog
@jayjay08752584
@nadiawhittomemp
@withorpe
@amrakunj
@davidlammy
@philmoorhouse76
@karl_everest
@wulf_helm

Top Mentioned in G3:
@nadiawhittomemp
@mikegalsworthy
@withorpe
@europeanunity1
@philmoorhouse76
@susie_dent
@mrdarrenyoung
@stevebakerhw
@shazzbakes
@ariana_erbon

Top Mentioned in G4:
@philmoorhouse76
@drrosena
@lloydhardy
@nadiawhittomemp
@angelarayner
@farhanagani11
@bestforbritain
@jacquep
@gnev2
@withorpe

Top Mentioned in G5:
@michaelleella
@wsjp_insight
@bdbongz
@zanupf_patriots
@aloha_mask
@jmcrookston
@natlawprivacy
@madan_abcd

Top Mentioned in G6:
@borisjohnson
@danielgoyal
@shaun_qureshi
@doctorshaib
@jazzycatbristol
@ahmedaftab68
@helenrsalisbury
@azeem_majeed
@welshgovernment
@chriskimberley

Top Mentioned in G7:
@drkate_miller
@busycactus
@augersmonster
@judyandhuahua
@warblergrey
@loisrp
@surgeon_general
@danaparish
@linseymarr
@drkatrin_rabiei

Top Mentioned in G8:
@perthppe
@perthplangun
@mynameisnanon
@ppetrends
@crushonperth
@loveinppe
@kepat_th
@bowppe
@ohmpawatt
@mayppe65640849

Top Mentioned in G9:
@nazirafzal
@uk_domain_names
@angelarayner
@withorpe
@nadiawhittomemp
@philmoorhouse76
@goodlawproject
@racc88955805
@hindhassannews
@lm85632953

Top Mentioned in G10:
@snhr_minami
@yokyu_n
@monthlychampion
@kokoro777pp
@iorimoe_five
@saki_miyamoto
@modelpress
@tsunko_p
@yoshida_saki
@netyu1218

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@akiko_lawson
@kirin_brewery
@gusto_official
@famima_now
@hyoketsu_kirin
@ichibankuji
@missb62
@mrdjones
@ichiban_kirin

Top Tweeters in G1:
@hazelglasgow
@rtweetie5
@roadwarrior29
@tartancobweb
@camz99
@mckinlay_liz
@childofalba
@goddess1345
@uncleprober
@safarisara

Top Tweeters in G2:
@jbwhitesnake
@cleggy261
@unojen_wood
@iloveautumn2
@yah_reed
@flomoll
@2spencerroad
@knitagran
@declan_hoare
@neutralbrit

Top Tweeters in G3:
@tighnacoille
@suegray834
@marciaj64
@carolehope2
@hausofrushdi
@shambles151
@petermccue1
@cristinaprkr
@zuperpie
@svenradio

Top Tweeters in G4:
@curiocat13
@tkysk8r
@hughjaeger
@natalie91231732
@pennytindall
@dorothy90237074
@heather63262308
@zidanesboots
@msccollins1
@michaelrosenyes

Top Tweeters in G5:
@afropages
@agenparl
@isearch247
@pgn_new
@newsafricanow
@immo_reedb
@news365coza
@allafrica
@danspena
@seasonsgala

Top Tweeters in G6:
@scott1984fp
@david96212152
@trackntracer
@peterdilworth1
@nicolajames007
@vjl2
@mortimer4kim
@factsreason
@abholymoly
@justice30

Top Tweeters in G7:
@3wombats
@sallyrmelb
@jot_au
@morpheusbeing
@bigvapingnunga
@mariecolemanao
@msronnyb
@gailcoastie
@margarethollin1
@magpie1954nbird

Top Tweeters in G8:
@noonathty
@mickeynuttt
@schinarat
@coffeematez
@roseraindear97
@boonzoonlee
@sdyard
@52squared_
@tuanxcoco
@tarotyouuuu

Top Tweeters in G9:
@lesleygsmith3
@wildwalkerwoman
@ferguson2811
@speedy_hen
@ellih53
@fixed_that_4_u
@gillgreeny
@iceman_cometh1
@philt5116
@cambuslangsteve

Top Tweeters in G10:
@showkatana7
@tomohiro5213
@marco_sensei
@raven_dq10
@knight_of_skull
@rinanomasyuty
@modelpress
@dummyxtweet
@sunoyan
@brh_rimu


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