PPE, Twitter, 1/14/2023 9:29:51 AM, 287961


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PPE_2023-01-14_01-16-49.xlsx
PPE_2023-01-14_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
PPE via NodeXL https://bit.ly/3GDHp7b
@georgemonbiot
@trackntracer
@chrisalvino
@carolvorders
@goodlawproject
@_henrybolton
@1scorpio
@logmein22
@ppetoheros
@talktobeverley

Top hashtags:
#เพิร์ธช็อตฟีล
#perthtanapon
#kdppe
#pfizer
#ppe
#irgcterrorists
#เพิร์ธซ็อตฟีล

Description:
Description
The graph represents a network of 4,819 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 09:21 UTC.

The tweets in the network were tweeted over the 1099-day, 19-hour, 13-minute period from Friday, 10 January 2020 at 05:47 UTC to Saturday, 14 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4819
Unique Edges : 1864
Edges With Duplicates : 10917
Total Edges : 12781
Number of Edge Types : 9
Retweet : 4224
MentionsInRetweet : 5067
Quote : 125
Replies to : 776
MentionsInReplyTo : 1800
Tweet : 488
MentionsInQuoteReply : 136
MentionsInQuote : 13
Mentions : 152
Self-Loops : 640
Reciprocated Vertex Pair Ratio : 0.0159323687205332
Reciprocated Edge Ratio : 0.0313650184029445
Connected Components : 418
Single-Vertex Connected Components : 119
Maximum Vertices in a Connected Component : 3127
Maximum Edges in a Connected Component : 7452
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.927023
Graph Density : 0.000269145301508635
Modularity : 0.461919
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,819 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 09:21 UTC.

The tweets in the network were tweeted over the 1099-day, 19-hour, 13-minute period from Friday, 10 January 2020 at 05:47 UTC to Saturday, 14 January 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[37] https://twitter.com/iam_treewi/status/1411662845079482373/video/1
[28] https://twitter.com/PpeTrends/status/1613854621369307138/video/1
[28] https://twitter.com/PpeTrends/status/1613852859249868800/video/1
[25] https://twitter.com/CHENCHENPPE/status/1613862852858896384/video/1
[24] https://twitter.com/AllAroundPerth/status/1613860435039752192/video/1
[21] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs
[20] https://twitter.com/MISSMENG0202/status/1613878585898721280/video/1
[20] https://twitter.com/mai_gusjung/status/1613864068439486465/video/1
[19] https://twitter.com/PpeTrends/status/1613857263751467008/video/1
[19] https://twitter.com/kiwivitamin/status/1613870297924665346/video/1

Top URLs in Tweet in G1:
[1] https://www.mirror.co.uk/news/politics/michelle-mones-husband-gifted-tories-28852964
[1] https://www.theguardian.com/uk-news/2023/jan/12/steve-barclay-privately-concedes-he-will-have-to-increase-pay-offer-to-nhs-staff?CMP=share_btn_tw

Top URLs in Tweet in G2:
[4] https://twitter.com/Sheilam19534814/status/1613973711744376833/photo/1
[3] https://twitter.com/RishiSunak/status/1613875976211161088/photo/1
[3] https://inews.co.uk/news/coronavirus-ppe-uk-doctors-reuse-personal-protective-equipment-reuse-supplies-418576
[3] https://twitter.com/Douglas4Moray/status/1613954079851515904/photo/1
[3] https://twitter.com/SalandRuby/status/1603071078443646977/photo/1
[2] https://twitter.com/RishiSunak/status/1613947341857243137/photo/1
[2] https://twitter.com/DarrenLewitt/status/1614030566499786757/photo/1
[2] https://twitter.com/hicksyalex/status/1613477223020871680/photo/1
[1] https://twitter.com/DonFbpe/status/1613905508259483648
[1] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=Share_iOSApp_Other

Top URLs in Tweet in G3:
[37] https://twitter.com/iam_treewi/status/1411662845079482373/video/1
[28] https://twitter.com/PpeTrends/status/1613854621369307138/video/1
[28] https://twitter.com/PpeTrends/status/1613852859249868800/video/1
[25] https://twitter.com/CHENCHENPPE/status/1613862852858896384/video/1
[24] https://twitter.com/AllAroundPerth/status/1613860435039752192/video/1
[20] https://twitter.com/MISSMENG0202/status/1613878585898721280/video/1
[20] https://twitter.com/mai_gusjung/status/1613864068439486465/video/1
[19] https://twitter.com/PpeTrends/status/1613857263751467008/video/1
[19] https://twitter.com/CHENCHENPPE/status/1613865538345926665/video/1
[19] https://twitter.com/kiwivitamin/status/1613870297924665346/video/1

Top URLs in Tweet in G4:
[20] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[2] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?CMP=share_btn_tw
[2] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=share_btn_tw
[2] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=Share_iOSApp_Other
[1] https://www.mirror.co.uk/news/politics/shameless-boris-johnson-living-20m-28922635?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.ft.com/content/7a2093f8-55f8-400f-9176-2225b9193e05
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=Share_AndroidApp_Other
[1] https://goodlawproject.org/revealed-government-fails-again-to-publish-covid-contracts-worth-248m/?utm_source=Twitter&utm_campaign=VentilatorChallengeJo120123&utm_medium=social%20media

Top URLs in Tweet in G5:
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[2] https://twitter.com/Kath257388444/status/1613975079498416162/photo/1
[1] https://qrcode.skynews.com/skynews/politicshub
[1] https://twitter.com/SkyNews/status/1613438146342969344/video/1
[1] https://goodlawproject.org/michelle-donelan-partner-contracts/
[1] https://goodlawproject.org/revealed-government-fails-again-to-publish-covid-contracts-worth-248m/?utm_source=Twitter&utm_campaign=VentilatorChallengeJo120123&utm_medium=social%20media
[1] https://twitter.com/LBC/status/1613968262743588884/video/1
[1] https://twitter.com/TonyCoxTC/status/1613873320709033985
[1] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal

Top URLs in Tweet in G6:
[1] https://twitter.com/jimfergusonuk/status/1613632613951934483
[1] https://twitter.com/GoodLawProject/status/1613808820576292865?t=8Y8RMe35T0LxLmpodF8iCQ&s=19
[1] https://worldcouncilforhealth.org/news/news-releases/uk-doctors-investigation-c19-vaccines/
[1] https://www.politico.eu/article/mep-european-parliament-ursula-von-der-leyen-pfizer-vaccine-contract/

Top URLs in Tweet in G8:
[8] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230114091817&media=search_link&type=text
[6] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230114091824&media=search_link&type=text
[4] https://twitter.com/PPE_Contractors/status/1606682293518606339/photo/1
[4] https://twitter.com/DBrainenstein/status/1613966948722790400/photo/1
[3] https://twitter.com/burhanaltinsoy/status/1613913966933155844/photo/1
[3] https://twitter.com/burhanaltinsoy/status/1613913951317725190/photo/1
[3] https://twitter.com/knoxincorp/status/1614024837382406146/photo/1
[2] https://twitter.com/artisbrutal2021/status/1614019333411295235/photo/1
[2] https://twitter.com/DrSomedayMaybe/status/1614029682550210560/photo/1
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1

Top URLs in Tweet in G9:
[1] https://www.euractiv.fr/section/sante-modes-de-vie/news/pfizer-pourrait-etre-exclu-du-parlement-europeen/

Top URLs in Tweet in G10:
[4] https://twitter.com/PPEtoheros/status/1613951235115126784/photo/1
[4] https://twitter.com/fordnation/status/1613623614128922624/photo/1
[3] https://twitter.com/PPEtoheros/status/1613944060594589725/photo/1
[1] https://twitter.com/ppetoheros/status/1558871266358173703
[1] https://twitter.com/PPEtoheros/status/1613531805826617344/photo/1
[1] https://twitter.com/wsbgnl/status/1605528719648505856
[1] https://www.kristynwongtam.ca/mooreletter
[1] https://twitter.com/dfisman/status/1559534680080371712
[1] https://twitter.com/turnbullwhitby/status/1364068590677331969
[1] https://twitter.com/drericding/status/1613944011101986817

Top Domains
Top Domains in Tweet in Entire Graph:
[1252] twitter.com
[59] theguardian.com
[36] co.uk
[19] google.com
[15] dmm.com
[9] ppe.pl
[8] mastersteasers.es
[7] youtube.com
[6] instagram.com
[6] goodlawproject.org

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

Top Domains in Tweet in G2:
[40] twitter.com
[9] co.uk
[2] youtube.com
[1] theguardian.com
[1] tiktok.com
[1] gov.uk

Top Domains in Tweet in G3:
[731] twitter.com
[5] instagram.com

Top Domains in Tweet in G4:
[33] theguardian.com
[7] twitter.com
[2] co.uk
[1] ft.com
[1] goodlawproject.org
[1] youtube.com

Top Domains in Tweet in G5:
[5] twitter.com
[4] theguardian.com
[2] goodlawproject.org
[1] skynews.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] worldcouncilforhealth.org
[1] politico.eu

Top Domains in Tweet in G8:
[69] twitter.com
[15] dmm.com
[5] theguardian.com
[4] co.uk
[2] youtube.com
[2] linkedin.com
[2] epe.es
[2] whatdotheyknow.com
[2] globenewswire.com
[1] x1safety.com

Top Domains in Tweet in G9:
[1] euractiv.fr

Top Domains in Tweet in G10:
[25] twitter.com
[1] kristynwongtam.ca
[1] dropbox.com
[1] cbc.ca
[1] pressprogress.ca
[1] cp24.com
[1] thespec.com
[1] trib.al
[1] ihsa.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[950] เพิร์ธช็อตฟีล
[802] perthtanapon
[739] kdppe
[117] pfizer
[72] ppe
[61] irgcterrorists
[42] เพิร์ธซ็อตฟีล
[29] mahsaamini
[25] nhs
[22] iranrevolution



Top Hashtags in Tweet in G1:
[1] fundournhs

Top Hashtags in Tweet in G2:
[8] ppe
[3] toriesout190
[3] generalelectionnow
[3] nhs
[3] sunakout
[2] sunakout81
[2] trashing
[2] tory
[1] cash4mates
[1] peoplebeforepolitics

Top Hashtags in Tweet in G3:
[949] เพิร์ธช็อตฟีล
[801] perthtanapon
[738] kdppe
[42] เพิร์ธซ็อตฟีล
[13] neverletmegoseries
[3] เพิร์ธช๊อตฟีล
[1] เพิร์ธชิม่อน
[1] perthchimon

Top Hashtags in Tweet in G4:
[2] nhs
[1] scottishindependence

Top Hashtags in Tweet in G5:
[28] ppe
[10] newsnight
[2] skypapers
[2] followbackfriday
[1] westminsteraccounts
[1] r4today
[1] generalelectionnow
[1] gtto
[1] fishywishywashyrishi
[1] nhs

Top Hashtags in Tweet in G6:
[1] ppe
[1] testandtrace
[1] toryfriendsanddonors
[1] nhscrisis
[1] vaccineinjuries

Top Hashtags in Tweet in G8:
[13] ppe
[3] bbcaq
[3] construction
[2] safety
[2] tories
[2] covid
[2] fitout
[2] finishing
[2] contracting
[2] riyadh

Top Hashtags in Tweet in G9:
[117] pfizer

Top Hashtags in Tweet in G10:
[15] freethen95s
[2] ltc
[2] ppe
[2] dougford
[1] onpoli
[1] cdnhealth
[1] hamilton
[1] workers
[1] workplace
[1] ontario

Top Words
Top Words in Tweet in Entire Graph:
[2233] ppe
[1819] trace
[1793] private
[1788] pandemic
[1775] test
[1767] made
[1760] 12
[1758] sector
[1755] difference
[1750] 37bn

Top Words in Tweet in G1:
[1674] georgemonbiot
[1671] test
[1671] trace
[1670] private
[1669] made
[1668] pandemic
[1668] programme
[1668] 37bn
[1668] difference
[1668] 12

Top Words in Tweet in G2:
[139] ppe
[59] rishisunak
[58] tory
[51] nhs
[46] nurses
[44] trace
[44] money
[40] many
[39] saw
[36] conservatives

Top Words in Tweet in G3:
[1144] ร
[1137] อตฟ
[1048] ล
[995] #เพ
[981] savage
[979] ppe
[976] ธช
[801] #perthtanapon
[738] #kdppe
[251] อ

Top Words in Tweet in G4:
[155] ppe
[140] carolvorders
[111] tory
[101] boris
[100] johnson
[99] corrupt
[98] turns
[97] donor's
[97] party
[97] home

Top Words in Tweet in G5:
[104] don
[103] know
[96] goodlawproject
[94] marinapurkiss
[94] revealed
[94] those
[93] partner
[93] heads
[93] worth
[93] knowing

Top Words in Tweet in G6:
[181] eu
[176] oh
[176] dear
[99] _henrybolton
[97] contracts
[92] billions
[91] investigation
[89] costing
[89] vaccine
[88] rave

Top Words in Tweet in G7:
[164] work
[114] chrisalvino
[91] masks
[84] respirators
[81] studies
[81] time
[81] cloth
[80] seeing
[80] 100th
[80] anti

Top Words in Tweet in G8:
[104] ppe
[15] 写真集電子書籍
[15] ヤングガンガンデジタル限定写真集
[14] night
[14] dmm
[14] おすすめです
[14] halloween
[14] never
[14] ending
[13] #ppe

Top Words in Tweet in G9:
[118] demande
[117] répondre
[117] être
[117] venir
[117] exclu
[117] parlement
[117] #pfizer
[117] questions
[117] refus
[117] suite

Top Words in Tweet in G10:
[48] pressprogress
[44] ppetoheros
[32] being
[30] ppe
[24] admin
[23] stockpile
[22] health
[20] public
[18] dfisman
[17] jvipondmd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1771] test,trace
[1743] trace,programme
[1743] private,sector
[1741] sector,test
[1741] 12,5bn
[1741] 37bn,private
[1741] difference,pandemic
[1741] programme,made
[1741] pandemic,12
[1741] measurable,difference

Top Word Pairs in Tweet in G1:
[1671] test,trace
[1668] difference,pandemic
[1668] pandemic,12
[1668] trace,programme
[1668] 37bn,private
[1668] made,measurable
[1668] programme,made
[1668] measurable,difference
[1668] sector,test
[1668] private,sector

Top Word Pairs in Tweet in G2:
[30] track,trace
[26] open,floodgates
[26] considered,important
[26] important,death
[26] cases,considered
[26] assume,decisions
[26] the_tpa,rishisunak
[26] floodgates,many
[26] jacob_rees_mogg,the_tpa
[26] lot,today

Top Word Pairs in Tweet in G3:
[1048] อตฟ,ล
[995] #เพ,ร
[976] ร,ธช
[973] ppe,savage
[966] ธช,อตฟ
[905] ล,ppe
[461] savage,#perthtanapon
[458] #perthtanapon,#kdppe
[280] #kdppe,#perthtanapon
[233] savage,#kdppe

Top Word Pairs in Tweet in G4:
[99] boris,johnson
[97] rentgate,boris
[97] party,morally
[97] morally,corrupt
[97] corrupt,lies
[97] home,tory
[97] tory,party
[97] turns,rentgate
[97] donor's,20m
[97] living,donor's

Top Word Pairs in Tweet in G5:
[93] revealed,partner
[93] michelle,worth
[93] don,know
[93] goodlawproject,revealed
[93] those,don
[93] knowing,goodlawproject
[93] partner,heads
[93] worth,knowing
[93] know,michelle
[92] marinapurkiss,those

Top Word Pairs in Tweet in G6:
[176] oh,dear
[88] contracts,costing
[88] dear,oh
[88] rejoiners,rave
[88] eu,rejoiners
[88] investigation,eu
[88] billions,eu
[88] vaccine,contracts
[88] dear,investigation
[88] costing,billions

Top Word Pairs in Tweet in G7:
[82] masks,work
[81] work,respirators
[80] referencing,studies
[80] studies,cloth
[80] work,tired
[80] maskers,referencing
[80] seeing,anti
[80] 100th,time
[80] tired,seeing
[80] time,masks

Top Word Pairs in Tweet in G8:
[15] ppe,ヤングガンガンデジタル限定写真集
[14] never,ending
[14] night,写真集電子書籍
[14] ヤングガンガンデジタル限定写真集,never
[14] dmm,ppe
[14] ending,halloween
[14] halloween,night
[4] human,species
[4] contra,violencia
[3] क,म

Top Word Pairs in Tweet in G9:
[117] être,exclu
[117] exclu,parlement
[117] européen,demande
[117] questions,#pfizer
[117] pourrait,être
[117] #pfizer,pourrait
[117] répondre,questions
[117] parlement,européen
[117] suite,refus
[117] venir,répondre

Top Word Pairs in Tweet in G10:
[21] ppetoheros,pressprogress
[15] kristynwongtam,dfisman
[15] pressprogress,kristynwongtam
[15] ontariondp,peter_tabuns
[15] peter_tabuns,nickelbelt
[15] jvipondmd,peeliwg
[15] dfisman,beynate
[15] peeliwg,ontariondp
[15] beynate,jvipondmd
[15] nickelbelt,johnfraseros

Top Replied-To
Top Replied-To in Entire Graph:
@agnesevren
@councillorsuzie
@ppe_fr
@kedge23
@format_ppe
@invictalit
@joshefc90
@_henrybolton
@rishisunak
@treauge1

Top Replied-To in G1:
@georgemonbiot
@twbfarms
@nomad_dissident

Top Replied-To in G2:
@kedge23
@rishisunak
@dave43law
@conservatives
@allisonpearson
@abridgen
@pennymordaunt
@beckettunite
@danielanadj
@chrisgr77562070

Top Replied-To in G3:
@christmasprinc6
@allaroundperth
@boonzoonlee
@ppe2003perth

Top Replied-To in G4:
@jonnyblundra
@jackolinemartin
@revpaulwhite
@lizzy477261281
@carolvorders
@notrichyoungfa1
@willblackwriter
@jolyonmaugham
@tempo6073
@andreweardley3

Top Replied-To in G5:
@skynews
@lbc
@sebastianconway
@pau1_br0wn
@councillorsuzie
@mpwife_
@marinapurkiss
@goodlawproject

Top Replied-To in G6:
@_henrybolton
@credacreda
@bringiton8712
@matthewstadlen
@tavirahog
@jimfergusonuk
@jebernstone
@jjone125_j

Top Replied-To in G7:
@chrisalvino
@cynthiacashin1
@luckytran
@graeme_0
@peter44615109
@jillneimark

Top Replied-To in G8:
@fai_ppe

Top Replied-To in G10:
@pressprogress
@bobrae48
@jyduclos
@1loriking
@ppetoheros

Top Mentioned
Top Mentioned in Entire Graph:
@georgemonbiot
@carolvorders
@v_joron
@ppetrends
@chrisalvino
@marinapurkiss
@goodlawproject
@_henrybolton
@kktt84188850
@clairebubblepop

Top Mentioned in G1:
@georgemonbiot
@missmaitai71
@heather_c_c

Top Mentioned in G2:
@rishisunak
@dave43law
@johnredwood
@jacob_rees_mogg
@the_tpa
@lordrennard
@beckettunite
@juneauatem
@georgemonbiot
@kedge23

Top Mentioned in G3:
@ppetrends
@kktt84188850
@chenchenppe
@kohjang1
@perthgalaxy_
@boonzoonlee
@rosana_42
@cutelovelyu
@allaroundperth
@iam_treewi

Top Mentioned in G4:
@carolvorders
@drrosena
@campbellclaret
@jolyonmaugham
@willblackwriter
@georgemonbiot
@paullewis
@paullewismoney
@cjayanetti
@resfoundation

Top Mentioned in G5:
@goodlawproject
@marinapurkiss
@conservative
@greekboy8
@tory
@colwillstephen
@georgemonbiot
@politico213984
@lbc
@bbc5live

Top Mentioned in G6:
@_henrybolton
@leftstance
@1aintro11sbots
@mediaventus
@paulcryan14
@thegrimbarian
@david_vaporium
@matthewstadlen
@litespeedblue
@jimblindsone

Top Mentioned in G7:
@chrisalvino
@luckytran
@anniepop2027
@cynthiacashin1
@calexander007
@dwimidham
@georgemonbiot
@ppetoheros
@microlabdoc
@lbc

Top Mentioned in G8:
@ppe_contractors
@ethicalrenewal
@ryantat18111685

Top Mentioned in G9:
@v_joron

Top Mentioned in G10:
@ppetoheros
@pressprogress
@dfisman
@jvipondmd
@kristynwongtam
@beynate
@peeliwg
@ontariondp
@peter_tabuns
@nickelbelt

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@dennys_pr
@rk70534
@s9tmt
@roblwilson
@syatekiya072
@sandradunn1955
@mayidanityyou
@1loriking

Top Tweeters in G1:
@rk70534
@roblwilson
@davidlance3
@thestephenralph
@andreat2303
@j_sutherland2
@mariamuser
@robertgedge
@caravaggio12
@frank3davies

Top Tweeters in G2:
@christinejameis
@terryelaineh1
@awarding_women
@jackalsbynight
@trackntracer
@gemandmoll
@paolimichele
@gareth0108
@ggriffithsbrown
@sheilam19534814

Top Tweeters in G3:
@mayidanityyou
@noonathty
@bumbimknok
@schinarat
@tkmmtrigon
@boonzoonlee
@nunamaki_kyumin
@juthamas161
@christmasprinc6
@aunnjung

Top Tweeters in G4:
@gracemurphy2
@pingachoo
@forumeditor
@yllekonadnerb
@unojen_wood
@paulrogers002
@dorothy90237074
@peterdilworth1
@tymvirginia
@think_blue_sky

Top Tweeters in G5:
@s9tmt
@sandradunn1955
@roadwarrior29
@tshep42
@catherinemginn
@skynews
@caz5697
@idontmind64
@amandajs11
@jamdodger4

Top Tweeters in G6:
@thorpelynden
@cathyby
@sunpoches
@tegoarcanadei
@andrewremaineu
@3112mel
@andyrv1960
@stephen_gash
@thepoordears
@leftbehindpoet

Top Tweeters in G7:
@darylgibson
@jot_au
@davidstevens111
@littlebirdsteph
@missykender
@anniepop2027
@nomorebooks
@charbone1
@bethechange1682
@lsthart

Top Tweeters in G8:
@danspena
@sportli26181512
@kitten0409
@realdavidcarter
@sardine94
@fai_ppe
@gate_15_analyst
@maisongladys
@ze5zykxuwy6zy37
@ethicalrenewal

Top Tweeters in G9:
@gfrancefrance
@mrjumper02
@pradier_marc
@peneloppe192
@generalklaus1
@kitouraph
@guyjeff1
@arcenetac
@genelesur
@juvenale38

Top Tweeters in G10:
@1loriking
@frankentan
@colleenmmck618
@scott_squires
@molliekatie
@ctvnews
@aacoek
@fetskatze
@bmacconnell1
@tifffuxxsake


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