PPE, Twitter, 1/31/2022 11:02:05 AM, 271011


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PPE_2022-01-31_01-37-47.xlsx
PPE_2022-01-31_01-37-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2022
Short Description:
PPE via NodeXL https://bit.ly/3INAzLW
@goodlawproject
@davidschneider
@suesuezep
@jolyonmaugham
@britain_people
@trackntracer
@msm_monitor
@craigmurrayorg
@news24
@bonglez

Top hashtags:
#บอกโลกให้รู้ว่ากูรักมึง
#kdppe
#ppe
#perthtanapon
#บอกโลกฉายแล้ววันนี้

Description:
Description
The graph represents a network of 7,895 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 Monday, 31 January 2022 at 09:49 UTC.

The requested start date was Monday, 31 January 2022 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 2-day, 3-hour, 4-minute period from Wednesday, 26 January 2022 at 09:16 UTC to Friday, 28 January 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 : 7895
Unique Edges : 4053
Edges With Duplicates : 12327
Total Edges : 16380
Number of Edge Types : 5
Retweet : 5529
MentionsInRetweet : 6598
Mentions : 1649
Replies to : 1177
Tweet : 1427
Self-Loops : 1457
Reciprocated Vertex Pair Ratio : 0.0113609744670883
Reciprocated Edge Ratio : 0.022466705269253
Connected Components : 1069
Single-Vertex Connected Components : 385
Maximum Vertices in a Connected Component : 2787
Maximum Edges in a Connected Component : 5968
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.728475
Graph Density : 0.000138552091334309
Modularity : 0.526898
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,895 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 Monday, 31 January 2022 at 09:49 UTC.

The requested start date was Monday, 31 January 2022 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 2-day, 3-hour, 4-minute period from Wednesday, 26 January 2022 at 09:16 UTC to Friday, 28 January 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:
[198] https://goodlawproject.org/update/437-million-unusable-ppe-vip/?utm_source=Twitter&utm_campaign=PPEVIPBlog280122&utm_medium=social%20media
[28] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[23] https://www.news24.com/news24/southafrica/news/ace-magashules-sons-in-clear-after-siu-probe-into-r3-million-ppe-tenders-20220127
[20] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-businessman-ndlovu-scores-big-in-irregular-ppe-contracts/
[16] https://www.news24.com/news24/southafrica/news/how-flashy-businessman-hamilton-ndlovu-scored-close-to-r172-million-in-irregular-ppe-tenders-20220127
[13] https://trib.al/bUe6w3A
[13] https://goodlawproject.org/update/437-million-unusable-ppe-vip/
[13] https://www.thelondoneconomic.com/politics/seven-week-old-firm-with-links-to-tory-peer-lands-122-million-ppe-contract-204661/
[12] https://www.businesslive.co.za/bd/opinion/2022-01-27-cartoon-rotten-ppe-procurement/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1643258005
[8] https://www.bbc.co.uk/news/uk-scotland-60144444

Top URLs in Tweet in G1:
[184] https://goodlawproject.org/update/437-million-unusable-ppe-vip/?utm_source=Twitter&utm_campaign=PPEVIPBlog280122&utm_medium=social%20media
[6] https://goodlawproject.org/update/437-million-unusable-ppe-vip/
[1] https://twitter.com/MrMKimber/status/1486276097738256387
[1] https://twitter.com/flowermusickids/status/1484787630776758273

Top URLs in Tweet in G2:
[20] https://www.sowetanlive.co.za/news/south-africa/2022-01-26-businessman-ndlovu-scores-big-in-irregular-ppe-contracts/
[18] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[3] https://www.news24.com/news24/southafrica/news/supplier-inflated-prices-by-almost-100-for-covid-19-ppe-contract-with-gauteng-health-dept-siu-20220126
[3] https://www.citizen.co.za/news/south-africa/government/2992672/limpopo-health-spent-r-10m-cellphones-during-first-lockdown/
[2] https://www.news24.com/
[2] https://www.sowetanlive.co.za/news/south-africa/2022-01-27-npa-denies-stalling-prosecution-of-ppe-tender-cases/?utm_medium=Social&utm_source=Twitter#Echobox=1643263696-1
[2] https://www.businesslive.co.za/bd/opinion/2022-01-27-cartoon-rotten-ppe-procurement/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1643276555
[2] https://www.businesslive.co.za/bd/national/2022-01-25-siu-recovers-r24m-of-gauteng-healths-r250m-irregular-ppe-tenders/?utm_medium=Social&utm_source=Twitter#Echobox=1643136467
[2] https://www.news24.com/news24/southafrica/news/how-flashy-businessman-hamilton-ndlovu-scored-close-to-r172-million-in-irregular-ppe-tenders-20220127
[2] https://thescuffle.blogspot.com/2020/09/try-little-tendering.html

Top URLs in Tweet in G3:
[12] https://trib.al/bUe6w3A
[5] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[3] https://goodlawproject.org/update/437-million-unusable-ppe-vip/?utm_source=Twitter&utm_campaign=PPEVIPBlog280122&utm_medium=social%20media
[2] https://twitter.com/bryan_k1/status/1486270559407288321
[2] https://goodlawproject.org/update/437-million-unusable-ppe-vip/
[2] https://www.theguardian.com/society/2020/may/13/ministers-were-warned-two-years-ago-of-care-homes-exposure-to-pandemics
[2] https://www.theguardian.com/world/2020/nov/17/businessman-gabriel-gonzalez-andersson-paid-taxpayer-cash-for-securing-nhs-ppe
[1] https://twitter.com/SkyNewsBreak/status/1486976493368627202
[1] https://news.sky.com/
[1] https://news.sky.com/story/covid-vip-lane-used-by-government-to-hand-out-ppe-contracts-to-two-companies-during-first-coronavirus-wave-was-unlawful-high-court-rules-12514239

Top URLs in Tweet in G5:
[7] https://www.news24.com/news24/southafrica/news/how-flashy-businessman-hamilton-ndlovu-scored-close-to-r172-million-in-irregular-ppe-tenders-20220127
[6] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[5] https://www.bbc.co.uk/news/uk-scotland-60144444
[4] https://www.youtube.com/watch?v=si0zlfcZSkc&feature=youtu.be

[3] https://www.bbc.co.uk/news/uk-scotland-60144444?at_medium=RSS&at_campaign=KARANGA
[3] https://www.independent.co.uk/climate-change/news/plastic-ppe-waste-fuel-scotland-b2002041.html
[3] https://goodlawproject.org/update/437-million-unusable-ppe-vip/
[3] https://productphotoediting.com/services/
[2] https://www.ebay.co.uk/itm/175128991391?hash=item28c680569f%3Ag%3ApfkAAOSwjN1h8Rit&mkcid=1&mkrid=710-53481-19255-0&siteid=3&campid=5338752399&customid=&toolid=10001&mkevt=1
[2] https://www.hicargo.com/hicnews/750-tons-of-ppe-no-capacity-tight-deadline-this-is-how-its-done/

Top URLs in Tweet in G6:
[2] https://www.independent.co.uk/climate-change/news/plastic-ppe-waste-fuel-scotland-b2002041.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1643302049
[1] https://trib.al/bUe6w3A
[1] https://twitter.com/AdamBienkov/status/1486285305867087876
[1] https://twitter.com/theeconomist/status/1486269216177238018

Top URLs in Tweet in G7:
[16] https://www.news24.com/news24/southafrica/news/ace-magashules-sons-in-clear-after-siu-probe-into-r3-million-ppe-tenders-20220127
[4] https://www.timeslive.co.za/news/south-africa/2022-01-26-siu-refers-magashule-associate-to-the-npa-over-alleged-ppe-tender-fraud/
[4] https://www.news24.com/news24/southafrica/news/how-flashy-businessman-hamilton-ndlovu-scored-close-to-r172-million-in-irregular-ppe-tenders-20220127
[3] https://www.news24.com/news24/SouthAfrica/News/how-flashy-businessman-hamilton-ndlovu-scored-close-to-r172-million-in-irregular-ppe-tenders-20220127
[2] https://www.timeslive.co.za/sunday-times-daily/politics/2022-01-27-help-us-get-paid-special-investigating-unit-pleads-with-ramaphosa/?utm_medium=Social&utm_source=Twitter#Echobox=1643341348-2
[2] https://www.citizen.co.za/news/south-africa/government/2992366/ppe-report-nomvula-mokonyane-paid-suppliers-from-personal-account/
[1] https://www.news24.com/news24/southafrica/news/supplier-inflated-prices-by-almost-100-for-covid-19-ppe-contract-with-gauteng-health-dept-siu-20220126
[1] https://www.timeslive.co.za/news/south-africa/2022-01-26-no-amount-of-renewal-will-fix-this--five-reactions-to-the-siu-report-into-ppe-corruption/?utm_medium=Social&utm_source=Twitter#Echobox=1643187021
[1] https://www.timeslive.co.za/news/south-africa/2022-01-26-siu-refers-magashule-associate-to-the-npa-over-alleged-ppe-tender-fraud/?utm_medium=Social&utm_source=Twitter#Echobox=1643185873-1
[1] https://twitter.com/SthembileCel/status/1486615545881452544

Top URLs in Tweet in G8:
[2] https://www.youtube.com/watch?app=desktop&v=vtzDOltG4E4
[1] https://twitter.com/GezHaddon/status/1486958493945016320
[1] https://goodlawproject.org/update/437-million-unusable-ppe-vip/?utm_source=Twitter&utm_campaign=PPEVIPBlog280122&utm_medium=social%20media
[1] https://fullfact.org/health/boris-johnson-domestic-ppe-pmqs/
[1] https://twitter.com/sammwittings/status/1486600943990972417
[1] https://static.guim.co.uk/images/favicon-32x32.ico

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=eVgjyms2twc&feature=youtu.be

[3] https://eb23h.app.goo.gl/FLxX
[3] https://www.majorcineplex.com/booking2/search_showtime/movie=1617
[2] https://twitter.com/PS_OfficialTH/status/1486311692569301004
[2] https://twitter.com/PerthHome_CN/status/1486522941219086338
[2] https://twitter.com/TellTheWorldILU/status/1486647946187718657
[2] https://twitter.com/i/spaces/1zqJVBpMMWAJB
[2] https://twitter.com/lazadath/status/1486972765450403840
[2] https://www.instagram.com/accounts/login/
[2] https://www.jiggaban.com/141198-movies-201/

Top URLs in Tweet in G10:
[1] https://twitter.com/goodlawproject/status/1487011468696559622
[1] https://www.theguardian.com/society/2022/jan/27/universal-credit-claimants-face-tough-sanctions-in-uk-job-crackdown

Top Domains
Top Domains in Tweet in Entire Graph:
[214] goodlawproject.org
[194] twitter.com
[111] co.za
[62] co.uk
[54] news24.com
[29] theguardian.com
[25] youtube.com
[19] trib.al
[15] ppe.pl
[13] thelondoneconomic.com

Top Domains in Tweet in G1:
[190] goodlawproject.org
[2] twitter.com

Top Domains in Tweet in G2:
[59] co.za
[9] news24.com
[3] twitter.com
[2] youtu.be
[2] blogspot.com

Top Domains in Tweet in G3:
[16] theguardian.com
[12] trib.al
[9] twitter.com
[5] goodlawproject.org
[3] co.uk
[2] sky.com
[1] channel4.com
[1] sook.love

Top Domains in Tweet in G5:
[52] twitter.com
[38] co.uk
[16] co.za
[14] news24.com
[7] youtube.com
[6] goodlawproject.org
[4] peing.net
[3] theguardian.com
[3] edu.sa
[3] linkedin.com

Top Domains in Tweet in G6:
[2] co.uk
[2] twitter.com
[1] trib.al

Top Domains in Tweet in G7:
[24] news24.com
[11] co.za
[1] twitter.com

Top Domains in Tweet in G8:
[2] twitter.com
[2] youtube.com
[1] goodlawproject.org
[1] fullfact.org
[1] co.uk

Top Domains in Tweet in G9:
[40] twitter.com
[6] youtube.com
[4] facebook.com
[3] goo.gl
[3] majorcineplex.com
[2] forms.gle
[2] siamzone.com
[2] instagram.com
[2] jiggaban.com
[2] trueid.net

Top Domains in Tweet in G10:
[1] twitter.com
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[331] บอกโลกให้รู้ว่ากูรักมึง
[323] kdppe
[303] ppe
[279] perthtanapon
[262] บอกโลกฉายแล้ววันนี้
[248] telltheworldiloveyou
[157] corruption
[103] บาสเด็กอ้วนที่แท้จริง
[80] 発熱外来
[80] pcr



Top Hashtags in Tweet in G1:
[21] pmqs
[6] ppe
[3] johnson
[3] corruption
[2] goodlawproject
[1] followbackfriday
[1] fbpe
[1] toryscum
[1] torycovidcatastrophe

Top Hashtags in Tweet in G2:
[12] siureport
[11] southafrica
[9] fcukthepoor
[9] voetsekanc
[9] corruption
[7] mervyndirks
[3] 702breakfast
[3] ppe
[2] newzroom405
[2] cadre

Top Hashtags in Tweet in G3:
[8] johnsonliedpeopledied
[7] bumblingjohnson
[6] ppe
[4] rosindell
[3] borisjohnson
[3] pmqs
[3] nhs
[3] tory
[2] covid19
[2] corruption

Top Hashtags in Tweet in G5:
[50] ppe
[9] covid19
[8] safety
[5] pmqs
[5] 秘密のケンミンshow極
[4] cargo
[4] covid
[4] healthcare
[4] 質問箱
[4] 匿名質問募集中

Top Hashtags in Tweet in G8:
[4] r4today
[3] ppe
[3] corruption
[1] johnsonout4
[1] covid19
[1] pmq
[1] gtto
[1] johnsonout

Top Hashtags in Tweet in G9:
[331] บอกโลกให้รู้ว่ากูรักมึง
[323] kdppe
[279] perthtanapon
[262] บอกโลกฉายแล้ววันนี้
[248] telltheworldiloveyou
[103] บาสเด็กอ้วนที่แท้จริง
[67] bbasjtr
[29] movietwit
[22] netsiraphop
[18] บอกโลกworldpremiere

Top Hashtags in Tweet in G10:
[10] bbcqt
[1] toryscum
[1] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[3690] ppe
[1097] ร
[955] money
[939] suppliers
[896] three
[894] covid
[870] government
[821] million
[820] vip
[762] wasted

Top Words in Tweet in G1:
[825] three
[825] suppliers
[662] ppe
[647] government
[647] money
[646] million
[645] wasted
[645] vip
[644] unusable
[642] revealed

Top Words in Tweet in G2:
[505] ppe
[327] bonglez
[315] paid
[308] nomvula
[308] mokonyane
[281] fingered
[281] minister
[280] r1
[280] 6m
[280] dettol

Top Words in Tweet in G3:
[286] ppe
[99] contracts
[81] billions
[79] trace
[76] money
[61] track
[54] covid
[44] borisjohnson
[42] tory
[42] fraud

Top Words in Tweet in G4:
[400] 狩猟銃で銃殺された鈴木先生は在宅医療に真摯に向き合うアツい人格者でした
[400] 自宅療養covid19患者をフルppeで廻って積み重なる疲弊もエグかったと思います
[400] ただ
[400] 医者が撃たれる時代
[400] です
[400] サービス業としての医療ってそろそろ限界じゃないすか
[399] krow_dr_
[2] next
[2] generation
[2] standard

Top Words in Tweet in G5:
[313] ppe
[50] #ppe
[45] covid
[38] contracts
[37] more
[28] work
[27] money
[23] government
[22] waste
[22] need

Top Words in Tweet in G6:
[327] test
[326] economic
[326] hit
[326] davidschneider
[325] 170k
[325] covid
[325] deaths
[325] greatest
[325] g7
[325] 1000s

Top Words in Tweet in G7:
[314] news24
[300] probe
[284] special
[284] investigating
[284] unit
[274] ace
[273] sons
[262] free
[258] two
[254] magashule's

Top Words in Tweet in G8:
[178] suesuezep
[167] johnson
[165] 000
[164] 3billion
[161] vanished
[161] 37billion
[161] disappeared
[161] priti
[161] patel
[161] 340

Top Words in Tweet in G9:
[1070] ร
[616] ง
[575] ว
[412] าก
[389] กม
[379] นน
[358] น
[353] #บอกโลกให
[328] วว
[323] #kdppe

Top Words in Tweet in G10:
[145] covid
[139] johnson
[137] boris
[135] big
[135] decisions
[135] right
[135] originally
[135] wanted
[135] take
[135] chin

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[703] unusable,ppe
[695] government,wasted
[694] wasted,437
[694] 437,million
[694] million,money
[694] money,unusable
[694] ppe,three
[694] three,vip
[694] vip,suppliers
[693] revealed,government

Top Word Pairs in Tweet in G1:
[644] unusable,ppe
[642] revealed,government
[642] government,wasted
[642] wasted,437
[642] 437,million
[642] million,money
[642] money,unusable
[642] ppe,three
[642] three,vip
[642] vip,suppliers

Top Word Pairs in Tweet in G2:
[308] nomvula,mokonyane
[279] former,minister
[279] minister,nomvula
[279] mokonyane,fingered
[279] fingered,links
[279] links,ppe
[279] ppe,irregularities
[279] irregularities,paid
[279] paid,relatives
[279] relatives,r1

Top Word Pairs in Tweet in G3:
[75] ppe,contracts
[54] track,trace
[28] dodgy,ppe
[26] mrmkimber,kayburley
[25] test,trace
[19] robbed,bank
[17] trace,system
[15] useless,ppe
[13] vip,lane
[13] excess,deaths

Top Word Pairs in Tweet in G4:
[400] 狩猟銃で銃殺された鈴木先生は在宅医療に真摯に向き合うアツい人格者でした,自宅療養covid19患者をフルppeで廻って積み重なる疲弊もエグかったと思います
[400] 自宅療養covid19患者をフルppeで廻って積み重なる疲弊もエグかったと思います,ただ
[400] ただ,医者が撃たれる時代
[400] 医者が撃たれる時代,です
[400] です,サービス業としての医療ってそろそろ限界じゃないすか
[399] krow_dr_,狩猟銃で銃殺された鈴木先生は在宅医療に真摯に向き合うアツい人格者でした
[2] next,generation
[2] generation,standard
[2] standard,precaution
[2] precaution,防弾チョッキ

Top Word Pairs in Tweet in G5:
[29] ppe,contracts
[16] full,ppe
[14] plastic,ppe
[12] test,trace
[11] ppe,tenders
[11] hamilton,ndlovu
[10] covid,19
[10] ppe,recycled
[10] recycled,waste
[10] waste,reduction

Top Word Pairs in Tweet in G6:
[325] 170k,covid
[325] covid,deaths
[325] deaths,greatest
[325] greatest,economic
[325] economic,hit
[325] hit,g7
[325] g7,1000s
[325] 1000s,abandoned
[325] abandoned,die
[325] die,care

Top Word Pairs in Tweet in G7:
[284] special,investigating
[284] investigating,unit
[258] two,sons
[254] ace,magashule's
[254] magashule's,two
[254] sons,cleared
[254] cleared,wrongdoing
[254] wrongdoing,special
[254] unit,following
[254] following,probe

Top Word Pairs in Tweet in G8:
[161] 3billion,vanished
[161] vanished,37billion
[161] 37billion,disappeared
[161] disappeared,priti
[161] priti,patel
[161] patel,340
[161] 340,000
[161] 000,settlement
[161] settlement,johnson
[161] johnson,spent

Top Word Pairs in Tweet in G9:
[418] ร,ว
[398] ว,าก
[390] าก,ร
[384] ร,กม
[379] กม,ง
[350] #บอกโลกให,ร
[302] วว,นน
[267] #บอกโลกฉายแล,วว
[158] ง,#telltheworldiloveyou
[138] #perthtanapon,#kdppe

Top Word Pairs in Tweet in G10:
[136] boris,johnson
[135] johnson,big
[135] big,decisions
[135] decisions,right
[135] right,originally
[135] originally,wanted
[135] wanted,take
[135] take,covid
[135] covid,chin
[135] chin,lockdown

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@mrmkimber
@format_ppe
@ppe_ik
@jacob_rees_mogg
@scottories
@adambienkov
@johnredwood
@bonglez
@borisjohnson

Top Replied-To in G1:
@jolyonmaugham
@goodlawproject
@hjj92_
@batholiver
@russellscott1
@infosecps
@dcuthbert
@peterlmbrt

Top Replied-To in G2:
@bonglez
@hlathisidwell
@bonginko01
@kgosi_maepa
@wendy94669657
@tusani_ngiba
@neilz4eva1234u
@rsasiu

Top Replied-To in G3:
@mrmkimber
@jacob_rees_mogg
@adambienkov
@johnredwood
@borisjohnson
@nadinedorries
@rishisunak
@skynews
@peston
@andrewrosindell

Top Replied-To in G5:

Top Replied-To in G6:
@bengoldsmith
@swoody1500
@davidschneider

Top Replied-To in G7:
@news24
@mokoenaoankopan
@pierredevos
@hermanhg

Top Replied-To in G8:
@suesuezep
@snb19692
@bthroughparty
@themingford
@nigel__w_
@the_dogwalker
@linguagroover
@bbcpolitics
@factsmatter81
@paul59781345

Top Replied-To in G9:
@perthplangun
@moe_ppe
@ohmpawatt
@chenchenppe
@onlymp88
@perthppe
@poj_arnon
@tawan_v
@newstart4perth
@ing__ppe

Top Replied-To in G10:
@scottories
@peterstefanovi2
@jamiegreeneuk
@luluphooey
@emmakennedy
@mgoldenmsp
@realstephenkerr
@rachelg21879460

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@krow_dr_
@davidschneider
@news24
@bonglez
@jolyonmaugham
@suesuezep
@craigmurrayorg
@britain_people
@msm_monitor

Top Mentioned in G1:
@goodlawproject
@jolyonmaugham
@russellscott1
@liamthorpecho
@politicsmark1
@britain_people
@suegray834
@suesuezep
@msm_monitor
@thegrit_music

Top Mentioned in G2:
@bonglez
@rsasiu
@magashule_ace
@comrademdu
@neilz4eva1234u
@sowetanlive
@news24
@thecitizen_news
@myanc
@brettherron

Top Mentioned in G3:
@borisjohnson
@kayburley
@eddystone506
@bbcnews
@rishisunak
@conservatives
@jacob_rees_mogg
@skynews
@mrmkimber
@angelarayner

Top Mentioned in G4:
@krow_dr_
@hagure_ped

Top Mentioned in G5:
@hupzdnm9qwxewuq
@labelsourceuk
@havenfoundation
@training_itti
@andrewjtagg
@uofztnoobz0w5yx

Top Mentioned in G6:
@davidschneider
@goodlawproject
@timpollard2
@bbcnews
@independent
@russellscott1
@korrbardh
@davidbr55025958
@gbullstein
@snowyd68

Top Mentioned in G7:
@news24
@bonglez
@khandanim
@jkwritingz
@pierredevos
@timeslive
@leobombayage
@raymondsuttner
@bulelaniphillip
@ferialhaffajee

Top Mentioned in G8:
@suesuezep
@robertcooperlb
@colwillstephen
@goodlawproject
@hobbitoncentral
@uptheworkers
@cid_group_llp
@markrabbit
@factsmatter81
@iloveautumn2

Top Mentioned in G9:
@telltheworldilu
@perthplangun
@perthppe
@witurada
@perthhome_cn
@allaroundperth
@welovesf
@poj_arnon
@loveinppe
@gotchababy4

Top Mentioned in G10:
@msm_monitor
@scottories
@mrs__gardener
@h57william
@davidschneider
@goodlawproject
@albasarachnid
@danieljmath1
@peterboneuk
@suesuezep

Top Tweeters
Top Tweeters in Entire Graph:
@housefoods_now
@elnacionalweb
@jalannet
@dospara_web
@kattemiru
@alhanda
@afropages
@as_sakimori
@moonbootica
@roblwilson

Top Tweeters in G1:
@sandradunn1955
@allchanges
@wildwalkerwoman
@tartancobweb
@lorettabower3
@spanishdan1
@suegray834
@cleggy261
@aunty_shirley
@theroigner

Top Tweeters in G2:
@khuze_elikhulu
@penxenxe
@sabreakingnews
@lekohd_
@maluh_031
@phislash
@benjiseitlhamo
@time2coach
@thecitizen_news
@botshelo_sa

Top Tweeters in G3:
@ferguson2811
@skynews
@bbcnews
@uncleprober
@shirleyyoung2
@o_g_log
@mailonline
@robertgedge
@peterandann
@trackntracer

Top Tweeters in G4:
@as_sakimori
@akane_kawahata
@du_bois
@nicomikuro
@shidenpg10
@nakanoyoo
@charl_folife
@rivegauche88
@bearia
@dagon_salmon

Top Tweeters in G5:
@afropages
@scotland4me
@agenparl
@wwaannii21
@isearch247
@alresfordbear
@melissasweetdr
@steph80335
@alphabet3bot
@hope4the_future

Top Tweeters in G6:
@independent
@lunaperla
@ellen_coyle
@thatcarterblunt
@the_plugseeker
@sarahrosemary3
@d4nt4ky1
@hazelskel53
@alisonharriso16
@dalebrogan

Top Tweeters in G7:
@alettaha
@thabane_
@_uprince
@legendary_thato
@news24
@udosa_
@masb_quik
@timeslive
@kabzalone
@zhitovic

Top Tweeters in G8:
@wavetop
@johnedginton
@iloveautumn2
@meallyhen
@themingford
@quangels
@daisybelll
@birdonthewire3
@jkldnmad
@jagxjr40

Top Tweeters in G9:
@noonathty
@wering1419
@boonzoonlee
@whitebearxz
@nunamaki_kyumin
@yesterdaeclub
@nongnappe
@newsplusth
@sfkkfs_
@md_ppe

Top Tweeters in G10:
@mckinlay_liz
@childofalba
@fiona_fionnagal
@cathymcrorie
@petermccue1
@dorothy90237074
@evolvedpeasant
@starterpat
@johnnydundee
@katiec1314


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