PPE, Twitter, 5/15/2022 4:13:10 PM, 276367


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PPE_2022-05-15_01-19-56.xlsx
PPE_2022-05-15_01-19-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2022
Short Description:
PPE via NodeXL https://bit.ly/3Mg3n1G
@johnnysthow
@trackntracer
@billiebobs66
@bbcnews
@michaelgove
@pafo1972
@bbcpolitics
@erdmuted
@jonquillucy
@hopenicolaa

Top hashtags:
#kdppe
#dutybrandfanclubxperth
#perthtanapon
#ppe
#johnsonout108
#got7
#michellemone

Description:
Description
The graph represents a network of 7,786 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, 15 May 2022 at 08:26 UTC.

The requested start date was Sunday, 15 May 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, 3-hour, 18-minute period from Wednesday, 11 May 2022 at 09:03 UTC to Friday, 13 May 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 : 7786
Unique Edges : 5496
Edges With Duplicates : 12433
Total Edges : 17929
Number of Edge Types : 5
Replies to : 1451
Retweet : 5252
MentionsInRetweet : 7544
Tweet : 1478
Mentions : 2204
Self-Loops : 1504
Reciprocated Vertex Pair Ratio : 0.0118319053447572
Reciprocated Edge Ratio : 0.0233870967741935
Connected Components : 993
Single-Vertex Connected Components : 331
Maximum Vertices in a Connected Component : 3592
Maximum Edges in a Connected Component : 9179
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.782869
Graph Density : 0.000163658533728424
Modularity : 0.534288
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,786 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, 15 May 2022 at 08:26 UTC.

The requested start date was Sunday, 15 May 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, 3-hour, 18-minute period from Wednesday, 11 May 2022 at 09:03 UTC to Friday, 13 May 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:
[92] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[69] https://www.youtube.com/watch?v=J3dnkbKoj4A&ab_channel=Co-Immunity

[33] https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiac195/6582941?login=false
[16] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[15] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[14] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/?ref=twtrec
[12] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[12] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m?CMP=share_btn_tw
[10] https://www.bbc.co.uk/news/uk-politics-61432498
[8] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=share_btn_tw

Top URLs in Tweet in G1:
[4] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[1] https://twitter.com/robpowellnews/status/1524998980396109824
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone?CMP=Share_AndroidApp_Other
[1] https://twitter.com/Jacob_Rees_Mogg/status/1524302644294082560

Top URLs in Tweet in G2:
[69] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[4] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[4] https://www.theguardian.com/uk-news/2022/feb/03/dozen-uk-companies-given-vip-covid-ppe-contracts-also-claimed-furlough-grants
[3] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[2] https://news.sky.com/story/cost-of-living-plans-to-cut-90000-civil-servants-is-not-a-return-to-austerity-jacob-rees-mogg-says-12611826
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[2] https://www.insider.co.uk/news/scottish-ppe-supplier-invests-48m-26926227?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.thenational.scot/news/20018060.leaked-emails-show-michael-gove-involved-lucrative-ppe-contracts-deal/
[1] https://www.bbc.co.uk/news/uk-politics-61432498
[1] https://twitter.com/RishiSunak/status/1524666576703733760

Top URLs in Tweet in G3:
[12] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[5] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[4] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m
[3] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928
[1] https://twitter.com/sportmarketing1/status/1524341101716553731
[1] https://twitter.com/bestforbritain/status/1524322105432678400
[1] https://twitter.com/jane__bradley/status/1524647337557172225
[1] https://twitter.com/bloomberguk/status/1525034013466959873
[1] https://www.thetimes.co.uk/article/80f277b6-ce15-11ec-96a3-ee37bbc6604c?shareToken=69ffa8464a177b83b8d689ddab4b24e4
[1] https://goodlawproject.org/update/government-bullied-watchdog-vips/

Top URLs in Tweet in G4:
[6] https://www.bbc.co.uk/news/uk-politics-61432498
[3] https://www.dailyrecord.co.uk/news/politics/michelle-mone-faces-police-interview-26909928?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://mf.jiho.jp/article/229351?utm_source=dlvr.it&utm_medium=twitter
[2] https://twitter.com/Jacob_Rees_Mogg/status/1524302644294082560
[2] https://www.canplastics.com/covid-19/province-to-build-ppe-glove-manufacturing-facility-in-ontario/1003458767/
[2] https://www.youtube.com/watch?v=ZFjLFqESxY0&feature=youtu.be

[2] https://twitter.com/pritipatel/status/1524654713270161409
[2] https://peing.net/ja/mita_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[1] https://twitter.com/ajenglish/status/1524268510897131525
[1] https://twitter.com/ChrisBurn_Post/status/1523960769418772480

Top URLs in Tweet in G5:
[13] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[2] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://twitter.com/BloombergUK/status/1525034013466959873
[1] https://www.artlyst.com/news/arts-council-england-reports-230m-decline-in-arts-funding-since-2010/

Top URLs in Tweet in G6:
[1] https://aje.io/jpu9ug

Top URLs in Tweet in G7:
[4] https://www.youtube.com/watch?v=bIONKO09SvY&feature=youtu.be

[4] https://www.instagram.com/accounts/login/?next=/p/CdfDq0rhD7w/
[3] https://twitter.com/i/events/1525024028540293120
[3] https://www.thaiticketmajor.com/concert/got7-homecoming-2022-fancon.html?utm_source=ttm-tw&utm_medium=social&utm_campaign=GOT7_HomeComing2022
[2] https://forms.gle/jNHw4oxG6qfg3Zf58
[2] https://www.instagram.com/stories/jinyoung_0922jy/2825590183838126608?igshid=YmMyMTA2M2Y=
[2] https://www.thaiticketmajor.com/concert/got7-homecoming-2022-fancon.html
[2] https://twitter.com/i/broadcasts/1lPJqmdgrywJb
[2] https://www.instagram.com/accounts/login/?next=/p/CdfW6qCtFLS/
[1] https://twitter.com/witurada/status/1524718950223065089

Top URLs in Tweet in G8:
[7] https://www.ft.com/content/d00bfb9e-a242-4a44-b0c2-aa289ce1eb52
[4] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[3] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://twitter.com/BBCNews/status/1524865145222184963
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[1] https://twitter.com/jane__bradley/status/1524647337557172225
[1] https://twitter.com/adambienkov/status/1524748603578671104
[1] https://twitter.com/nytimes/status/1524667973147013122
[1] https://www.mirror.co.uk/news/politics/breaking-met-police-issue-more-26943471
[1] https://twitter.com/lordmcconnell/status/1524870839606337550

Top URLs in Tweet in G9:
[1] https://twitter.com/JCaramac/status/1524868271509585925
[1] https://twitter.com/UnethicalTories/status/1524162761546244096
[1] https://twitter.com/susie5581/status/1524278033615568896
[1] https://twitter.com/snb19692/status/1524358143609876482
[1] https://twitter.com/GMB/status/1524295105041076225
[1] https://twitter.com/NicholasTyrone/status/1524283338093125632
[1] https://twitter.com/13sarahmurphy/status/1524445704357302273
[1] https://twitter.com/13sarahmurphy/status/1524280978369359872
[1] https://twitter.com/jaacq1/status/1524450903054499841
[1] https://twitter.com/jaacq1/status/1524449840339603457

Top Domains
Top Domains in Tweet in Entire Graph:
[262] twitter.com
[160] theguardian.com
[107] co.uk
[101] youtube.com
[33] oup.com
[20] ppe.pl
[19] thenational.scot
[14] com.ua
[12] peing.net
[11] co.jp

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

Top Domains in Tweet in G2:
[79] theguardian.com
[10] twitter.com
[6] co.uk
[4] org.uk
[2] sky.com
[2] thenational.scot
[1] bmj.com
[1] becgroup.com

Top Domains in Tweet in G3:
[22] theguardian.com
[14] co.uk
[8] twitter.com
[2] thenational.scot
[1] goodlawproject.org
[1] bit.ly

Top Domains in Tweet in G4:
[60] twitter.com
[29] co.uk
[5] youtube.com
[4] theguardian.com
[3] peing.net
[3] co.za
[3] reedb.com
[2] jiho.jp
[2] canplastics.com
[2] org.uk

Top Domains in Tweet in G5:
[15] co.uk
[1] twitter.com
[1] artlyst.com

Top Domains in Tweet in G6:
[1] aje.io

Top Domains in Tweet in G7:
[30] twitter.com
[8] instagram.com
[5] youtube.com
[5] forms.gle
[5] thaiticketmajor.com
[3] co.th
[2] shorturl.at
[2] facebook.com
[1] tiny.cc
[1] rb.gy

Top Domains in Tweet in G8:
[9] theguardian.com
[7] ft.com
[5] twitter.com
[2] co.uk

Top Domains in Tweet in G9:
[71] twitter.com
[1] civilserviceworld.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[359] kdppe
[320] dutybrandfanclubxperth
[295] perthtanapon
[132] ppe
[92] johnsonout108
[38] got7
[27] michellemone
[24] そそふぁいin金沢
[20] costoflivingcrisis
[20] bbcbreakfast



Top Hashtags in Tweet in G1:
[4] kayburley
[3] r4today
[1] jacobreesmogg
[1] tories
[1] nhs
[1] ppe
[1] testandtrace
[1] michellemone
[1] torycostoflivingcrisis
[1] torybudgetingtips

Top Hashtags in Tweet in G2:
[15] torycostoflivingcrisis
[11] toriespartiedwhilepeopledied
[11] toriesunfittogovern
[11] toriesdeviodofshame
[8] ppe
[6] costoflivingcrisis
[5] torybritain
[4] johnsonout108
[4] michellemone
[3] brexit

Top Hashtags in Tweet in G3:
[14] wagathachristie
[13] michellemone
[13] bbcnews
[11] ppe
[8] bbcbreakfast
[4] tory
[3] cladding
[3] r4today
[3] deppvheard
[2] michaelgove

Top Hashtags in Tweet in G4:
[52] ppe
[10] workwear
[9] safety
[7] healthandsafety
[6] ppe41
[6] safetyfirst
[5] ppe_win
[5] 篠崎こころ
[5] つんこ
[5] covid

Top Hashtags in Tweet in G5:
[1] chumocracy

Top Hashtags in Tweet in G6:
[1] bycottisrael
[1] solana
[1] solananfts
[1] giveaway

Top Hashtags in Tweet in G7:
[348] kdppe
[313] dutybrandfanclubxperth
[285] perthtanapon
[38] got7
[15] gmmtv
[11] homecomingwithigot7
[11] getwellsoondunk
[10] 갓세븐
[10] dutybrandfanclupxperth
[9] igot7

Top Hashtags in Tweet in G8:
[6] bbcqt
[3] michellemone
[2] ppe
[2] torycorruption
[1] bbcnews
[1] skynews
[1] itvnews
[1] c4mews
[1] ppescandal
[1] toryscum

Top Hashtags in Tweet in G9:
[86] johnsonout108
[6] parygate
[2] johnsonout107
[2] suegrayreportnow
[2] ppescandal
[2] jeremyvine
[1] johnsonout109
[1] johnsonmustgo
[1] suegrayreport
[1] russiareport

Top Words
Top Words in Tweet in Entire Graph:
[3143] ppe
[1249] news
[1249] investigation
[1056] story
[1041] bbc
[1025] time
[980] saying
[978] nothing
[953] ridiculous
[933] johnnysthow

Top Words in Tweet in G1:
[845] story
[845] investigation
[843] nothing
[842] johnnysthow
[841] bbc
[841] news
[840] saying
[839] devoting
[839] time
[839] ridiculous

Top Words in Tweet in G2:
[370] ppe
[158] money
[151] track
[145] trace
[99] billions
[95] covid
[91] fraud
[83] being
[76] contracts
[75] wasted

Top Words in Tweet in G3:
[197] ppe
[139] bbcnews
[125] mone
[104] pafo1972
[95] tory
[95] coverage
[89] michaelgove
[89] money
[82] story
[78] police

Top Words in Tweet in G4:
[260] ppe
[52] #ppe
[42] money
[37] covid
[35] more
[27] contracts
[25] people
[20] work
[19] make
[19] civil

Top Words in Tweet in G5:
[260] ppe
[254] investigation
[253] mone
[253] news
[252] michelle
[252] 200m
[241] first
[241] lady
[241] criminal
[240] lingerie

Top Words in Tweet in G6:
[469] ppe_sol
[242] greatgoatsnft
[237] great
[236] goats
[234] 5x
[234] giveaway
[234] enter
[234] follow
[232] whitelist
[4] wl

Top Words in Tweet in G7:
[347] #kdppe
[313] #dutybrandfanclubxperth
[285] #perthtanapon
[204] น
[196] ม
[168] perth
[163] บ
[137] ว
[137] dutybrand
[135] ร

Top Words in Tweet in G8:
[143] ppe
[54] douglas4moray
[50] scottories
[40] more
[37] scandal
[37] pete_nicoll
[37] tory
[35] trace
[35] tories
[35] cost

Top Words in Tweet in G9:
[184] ppe
[141] goes
[113] oppose
[113] breaking
[113] international
[113] law
[113] bonfire
[113] regulations
[113] refugee
[113] trafficking

Top Words in Tweet in G10:
[144] covid
[143] india
[143] strides
[143] field
[143] technology
[143] digitalisation
[143] truly
[143] remarkable
[143] during
[143] 19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[937] bbc,news
[930] saying,nothing
[929] news,devoting
[929] devoting,time
[929] time,ridiculous
[929] ridiculous,rooney
[929] rooney,vardy
[929] vardy,story
[929] story,saying
[929] nothing,investigation

Top Word Pairs in Tweet in G1:
[840] bbc,news
[839] news,devoting
[839] devoting,time
[839] time,ridiculous
[839] ridiculous,rooney
[839] rooney,vardy
[839] vardy,story
[839] story,saying
[839] saying,nothing
[839] nothing,investigation

Top Word Pairs in Tweet in G2:
[128] track,trace
[57] kevinaschofield,being
[57] being,talked
[56] hopenicolaa,kevinaschofield
[54] ppe,contracts
[45] unusable,ppe
[40] civil,servants
[32] michelle,mone
[31] lbc,nickferrarilbc
[29] ppe,fraud

Top Word Pairs in Tweet in G3:
[60] michelle,mone
[54] baroness,mone
[44] mrdanwalker,really
[44] really,good
[44] good,bbcnews
[44] bbcnews,started
[44] started,working
[44] working,people
[44] people,uk
[44] uk,reported

Top Word Pairs in Tweet in G4:
[21] ppe,contracts
[11] civil,servants
[10] test,trace
[8] dodgy,ppe
[8] baby,formula
[8] civil,service
[7] 000,civil
[7] cost,living
[7] payers,money
[6] living,crisis

Top Word Pairs in Tweet in G5:
[252] michelle,mone
[240] mone,first
[240] first,lady
[240] lady,lingerie
[240] lingerie,embroiled
[240] embroiled,criminal
[240] criminal,investigation
[240] investigation,over
[240] over,200m
[240] 200m,ppe

Top Word Pairs in Tweet in G6:
[236] great,goats
[234] 5x,great
[234] enter,follow
[234] follow,greatgoatsnft
[232] goats,whitelist
[232] whitelist,giveaway
[232] giveaway,enter
[232] greatgoatsnft,ppe_sol
[231] ppe_sol,5x
[6] ppe_sol,greatgoatsnft

Top Word Pairs in Tweet in G7:
[171] #kdppe,#perthtanapon
[130] perth,dutybrand
[103] #perthtanapon,#kdppe
[100] #dutybrandfanclubxperth,perth
[49] #dutybrandfanclubxperth,#perthtanapon
[43] ว,นน
[40] บ,#dutybrandfanclubxperth
[37] #dutybrandfanclubxperth,#kdppe
[34] บ,ม
[33] perthppe,#kdppe

Top Word Pairs in Tweet in G8:
[35] ppe,scandal
[26] tories,scotland
[26] scotland,involvement
[26] involvement,diabolical
[26] diabolical,ppe
[26] scandal,cost
[26] cost,taxpayers
[25] michelle,mone
[25] taxpayers,more
[24] douglas4moray,tories

Top Word Pairs in Tweet in G9:
[113] oppose,breaking
[113] breaking,international
[113] international,law
[113] law,bonfire
[113] bonfire,regulations
[113] regulations,refugee
[113] refugee,trafficking
[107] trafficking,levelling
[107] levelling,down
[85] #johnsonout108,oppose

Top Word Pairs in Tweet in G10:
[143] india,strides
[143] strides,field
[143] field,technology
[143] technology,digitalisation
[143] digitalisation,truly
[143] truly,remarkable
[143] remarkable,during
[143] during,covid
[143] covid,19
[143] 19,pandemic

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@jacob_rees_mogg
@lbc
@skynews
@bbcpolitics
@tomilahren
@ppe__b
@monyo_ppe
@scottories
@dpjhodges

Top Replied-To in G1:
@lbc
@rorystewartuk
@johnnysthow
@erdmuted
@chrismasonbbc
@ronfilipkowski

Top Replied-To in G2:
@jacob_rees_mogg
@lbc
@skynews
@peston
@cabinetofficeuk
@chris08505199
@conor_matchett
@gmb
@campbellclaret
@bloomberguk

Top Replied-To in G3:
@dpjhodges
@mrdanwalker
@rishisunak
@angelarayner
@michaelgove
@lisanandy
@karlturnermp
@ruskin147
@johnredwood
@jolyonmaugham

Top Replied-To in G5:
@bbcquestiontime
@jayarwel
@johnsilver_1715
@swmoco

Top Replied-To in G6:
@ppe_sol
@playskatex
@yumna_patel

Top Replied-To in G7:
@moe_ppe
@ing__ppe
@thisislittle93
@mynameisnanon
@mystouruss
@tigergangid
@chenchenppe
@makemacan
@sojayhi
@jojibam_2

Top Replied-To in G8:
@scottories
@douglas4moray
@liamkerrmsp
@kayburley
@bbcscotlandnews
@tesswhite4ne
@martinslewis
@glennbbc
@craigwhoy1
@scotlibdems

Top Replied-To in G9:
@thegrit_music
@owenjones84
@jeremyvineon5
@dinkumbohos
@suzysasha
@happyjack1981
@stephen93494866

Top Mentioned
Top Mentioned in Entire Graph:
@johnnysthow
@billiebobs66
@greatgoatsnft
@ppe_sol
@bbcnews
@amitshah
@aoihana1213
@thegrit_music
@pafo1972
@michaelgove

Top Mentioned in G1:
@johnnysthow
@erdmuted
@iaindale
@bbcbreaking
@katiejames76
@deirbhilesdaddy
@rosiecat2
@johnnyforeign12
@ellim12
@michaelrosens

Top Mentioned in G2:
@hopenicolaa
@kevinaschofield
@lbc
@skynews
@nickferrarilbc
@jacob_rees_mogg
@borisjohnson
@peston
@skorroheim
@bloomberguk

Top Mentioned in G3:
@bbcnews
@pafo1972
@michaelgove
@jonquillucy
@mrdanwalker
@rishisunak
@karlturnermp
@v1cmeldrew
@lisanandy
@johnnysthow

Top Mentioned in G4:
@2536luis
@acorn_ic
@ledhivissafety1
@usforfreedom
@alanmoore4816
@utini19
@mpumalangadire1
@iosh_chiltern

Top Mentioned in G5:
@billiebobs66
@johnnysthow
@swmoco
@greenpartyjack
@wearesiam
@suellabraverman
@bbcquestiontime
@rishisunak
@miatsf
@steverpugh

Top Mentioned in G6:
@greatgoatsnft
@ppe_sol
@gusum010
@kasim627
@playskatex
@khusbu43
@auju446
@himmaja2
@kiran1_07
@hasan_i2

Top Mentioned in G7:
@perthppe
@allaroundperth
@withpperth
@noonathty
@konhlanglens
@ppetrends
@roddbenz
@loveinppe
@ppe2003perth
@dunknatachai

Top Mentioned in G8:
@douglas4moray
@scottories
@pete_nicoll
@liamkerrmsp
@johnnysthow
@banksiaplums
@ianblackford_mp
@bbcscotlandnews
@murray4moray
@framcca

Top Mentioned in G9:
@thegrit_music
@standardsour
@happyjack1981
@mister_woodo
@johnnysthow
@elaine_patten
@leejone41819554
@jeremyvineon5
@graceblakeley
@billiebobs66

Top Mentioned in G10:
@amitshah

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@donki_donki
@tesco
@yoshiki7111
@kenyapower_care
@mistersalesman
@s9tmt
@roblwilson
@serendipitysays

Top Tweeters in G1:
@mistersalesman
@michelejeanson1
@fiftyminus2
@magapanthus
@rogersurfacings
@shambles151
@meallyhen
@gemandmoll
@jagxjr40
@maelysdervenn

Top Tweeters in G2:
@s9tmt
@daily_express
@lesleygsmith3
@tartancobweb
@leocullen4
@suegray834
@jorichardskent
@cleggy261
@skynews
@parsifel43

Top Tweeters in G3:
@christinejameis
@childofalba
@sandssims
@jbwhitesnake
@aspiemum
@fiona_fionnagal
@bbcnews
@terryelaineh1
@ucloudify
@againsthunting

Top Tweeters in G4:
@yoshiki7111
@chronlaw
@immo_reedb
@avitusparta
@palapunchzz
@blogtech12
@kgeremolla
@_kurbasizzle
@swingtradeasx
@theonlyjunedoe

Top Tweeters in G5:
@catherinemginn
@zuluzim909
@alexbellars
@phil_jones01
@jeffreyjdean
@jenkinsjacky
@jfcwindmill
@ronthorp
@turbograndad65
@kingwolf84

Top Tweeters in G6:
@ajenglish
@salimvxv
@shahid7g
@sohil2g
@nuvdraga
@jaymnft
@irshad5x
@rskl2z
@kaungkin204060
@adman2a

Top Tweeters in G7:
@noonathty
@bumbimknok
@boonzoonlee
@8pisit_
@pudsa2603
@praewadio
@ppe2003perth
@ys_ppe
@by_mayfueng
@bumlovehae

Top Tweeters in G8:
@roadwarrior29
@ferguson2811
@xraypat
@caravaggio12
@blondiesa
@natalie91231732
@dailymailuk
@henriklubo
@thescotsman
@clarknat

Top Tweeters in G9:
@kevinpbreslin
@david96212152
@paul_trembath
@innamood
@knitagran
@steceng22
@helensalmon2
@simon_brooke
@jeromethegnome
@aine

Top Tweeters in G10:
@paraskghelaanii
@krishanmohankr6
@yapravin
@paramountgraph1
@arvindkaul9
@neerajm14957836
@pradhyumanpate2
@rahulgoyar8
@anilsc65
@jaswantayodhya


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