PPE, Twitter, 2/5/2023 9:40:59 AM, 288597


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PPE_2023-02-05_01-19-56.xlsx
PPE_2023-02-05_01-19-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 05, 2023
Short Description:
PPE via NodeXL https://bit.ly/3X7ZBw1
@willblackwriter
@richardjmurphy
@goodlawproject
@clairebubblepop
@bladeofthes
@counsellingsam
@davidjoffe64
@0cynicalbastard
@isiswise
@ericgarland

Top hashtags:
#ppescandal
#ppe
#torycorruption
#torytaxevasion
#torylies

Description:
Description
The graph represents a network of 5,192 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 09:22 UTC.

The tweets in the network were tweeted over the 1020-day, 0-hour, 0-minute period from Tuesday, 21 April 2020 at 01:00 UTC to Sunday, 05 February 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 : 5192
Unique Edges : 1431
Edges With Duplicates : 10574
Total Edges : 12005
Number of Edge Types : 9
Retweet : 4252
MentionsInRetweet : 4703
MentionsInReplyTo : 1539
Replies to : 799
Tweet : 390
Mentions : 144
Quote : 87
MentionsInQuote : 86
MentionsInQuoteReply : 5
Self-Loops : 533
Reciprocated Vertex Pair Ratio : 0.0157771064115475
Reciprocated Edge Ratio : 0.0310641110376735
Connected Components : 398
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 3665
Maximum Edges in a Connected Component : 8648
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.375963
Graph Density : 0.00022455007615112
Modularity : 0.460662
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,192 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 09:22 UTC.

The tweets in the network were tweeted over the 1020-day, 0-hour, 0-minute period from Tuesday, 21 April 2020 at 01:00 UTC to Sunday, 05 February 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:
[28] https://www.mirror.co.uk/news/politics/companies-handed-37-billion-ppe-29134481
[14] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230205092101&media=search_link&type=text
[11] https://thenewdaily.com.au/news/politics/australian-politics/2023/01/29/exclusive-brethren-ppe-government/
[9] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[8] https://www.youtube.com/watch?v=qo8EQxSNihg&feature=youtu.be

[6] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[5] https://www.msn.com/en-gb/money/other/companies-handed-3-7-billion-of-ppe-contracts-have-links-to-tax-havens/ar-AA1771Ul?ocid=msedgdhp&pc=U531&cvid=fc325a87d9024124b300b466b29b0be7
[5] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[5] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230205092104&media=search_link&type=text

Top URLs in Tweet in G1:
[2] https://twitter.com/WillBlackWriter/status/1621569861544550403
[1] https://willblack-53220.medium.com/this-stench-of-tory-corruption-must-never-be-forgotten-4b7ad76e554b
[1] https://twitter.com/willblackwriter/status/1621569861544550403

Top URLs in Tweet in G2:
[1] https://www.theguardian.com/society/2023/feb/04/nhs-fines-mothers-for-claiming-free-prescriptions-while-pregnant?CMP=share_btn_tw
[1] https://twitter.com/bladeofthes/status/1621511256573358082
[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.thelondoneconomic.com/politics/two-german-mps-resign-on-the-back-of-ppe-procurement-scandal-257288/
[1] https://twitter.com/RichardJMurphy/status/1621914681198657539

Top URLs in Tweet in G3:
[1] https://twitter.com/SueSuezep/status/1621590234633732097/photo/1
[1] https://twitter.com/danielgoyal/status/1621649219860811777
[1] https://twitter.com/clairebubblepop/status/1621636709740863489

Top URLs in Tweet in G4:
[5] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[5] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[2] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/
[1] https://twitter.com/GoodLawProject/status/1619079799414071310/video/1
[1] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/?utm_source=Twitter&utm_campaign=DHSCReport010223&utm_medium=social%20media
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPELosses270123&utm_medium=social%20media
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE310123&utm_medium=social%20media
[1] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[1] https://twitter.com/GoodLawProject/status/1615714454393552899/photo/1
[1] https://twitter.com/peterstefanovi2/status/1621611246687592448

Top URLs in Tweet in G5:
[1] https://twitter.com/alexwickham/status/1621796321446305792
[1] https://news.sky.com/story/mps-to-get-2-200-pay-rise-from-april-after-boris-johnson-urged-restraint-12554941
[1] https://twitter.com/ByDonkeys/status/1603366602887536640/video/1
[1] https://twitter.com/ByDonkeys/status/1603816589409021953/video/1
[1] https://twitter.com/ByDonkeys/status/1621174752407851008
[1] https://www.opendemocracy.net/en/dark-money-investigations/private-health-firms-donate-to-conservative-party-amid-nhs-crisis/
[1] https://www.dailyrecord.co.uk/news/scottish-news/luxury-10m-yacht-linked-michelle-29109610

Top URLs in Tweet in G6:
[3] http://www.TheyWorkForUnions.co.uk
[1] https://twitter.com/Britain_People/status/1621586820482883585/photo/1
[1] https://twitter.com/Britain_People/status/1619788093187293184/photo/1
[1] https://twitter.com/Britain_People/status/1621236763577524224/photo/1
[1] https://twitter.com/Britain_People/status/1620846517908283392/photo/1
[1] https://twitter.com/Britain_People/status/1621534009988718593/photo/1
[1] https://twitter.com/Britain_People/status/1621902148471787526/photo/1
[1] https://twitter.com/Britain_People/status/1621977142115577857/photo/1
[1] https://twitter.com/Britain_People/status/1621853047570718720/photo/1
[1] https://twitter.com/luhc/status/1127522555794001925

Top URLs in Tweet in G7:
[1] https://twitter.com/mikepompeo/status/1621915183365890048
[1] https://www.youtube.com/watch?v=o_6-UXIdmOI&feature=youtu.be

[1] https://www.mikepompeo.com
[1] https://twitter.com/mikepompeo/status/1621915183365890048/video/1
[1] https://trib.al/Hjz6bN8
[1] https://twitter.com/GeoBioEthics/status/1621997811570192384/photo/1

Top URLs in Tweet in G8:
[3] https://bylinetimes.com/2020/08/10/companies-linked-to-exclusive-brethren-evangelical-sect-awarded-hundreds-of-millions-of-ppe-government-contracts/
[1] https://twitter.com/IsisWise/status/1621943917846630401/photo/1
[1] https://twitter.com/klondikepapers/status/1621764323042533379
[1] https://www.theglobeandmail.com/opinion/article-the-dark-side-of-canadas-shift-to-corporate-driven-health-care/
[1] https://humanists.uk/2023/01/12/a-third-of-new-free-school-proposals-are-for-faith-schools/
[1] https://twitter.com/tryangregory/status/1621295090575474690
[1] https://www.cnet.com/culture/entertainment/keep-sweet-pray-and-obey-what-happened-to-warren-jeffs-and-the-flds/
[1] https://twitter.com/klondikepapers/status/1621764323042533379/photo/1
[1] https://twitter.com/humanists_uk/status/1620084295569395715

Top URLs in Tweet in G9:
[14] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230205092101&media=search_link&type=text
[9] https://thenewdaily.com.au/news/politics/australian-politics/2023/01/29/exclusive-brethren-ppe-government/
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230205092104&media=search_link&type=text
[4] https://twitter.com/izyrichy/status/1620039442902978560/photo/1
[4] https://twitter.com/nick_ysortit/status/1621903992891523073/photo/1
[3] https://apple.news/AdI7GTQ0wRja1sNVdl7dmmA
[3] https://twitter.com/aishiridCPA/status/1621884554301816835/photo/1
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://apkpur.co/companies-handed-37-billion-ppe-29134481/
[2] https://www.aldianews.com/en/leadership/advocacy/hijab-included-ppe?utm_source=twitter&utm_medium=1d4e5917-aa46-4473-bf88-c5f85516155b&utm_term=aldianews&utm_content=article

Top URLs in Tweet in G10:
[3] https://twitter.com/GregHands/status/1621776732997943297
[2] https://twitter.com/borofc12/status/1621905966739365891/photo/1
[1] http://www.theyworkforunions.co.uk
[1] https://www.thesun.co.uk/news/21270422/sir-keir-starmer-under-pressure-strikes/
[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://twitter.com/SimonM3rcury/status/1621933894839713794/photo/1
[1] https://twitter.com/zarahsultana/status/1620817593740165131
[1] https://www.independent.co.uk/news/uk/politics/ppe-storage-costs-covid-uk-b2056305.html
[1] https://twitter.com/TheNewsAgents/status/1621861603841900551/video/1
[1] https://twitter.com/yatesco/status/1600177405599137794

Top Domains
Top Domains in Tweet in Entire Graph:
[410] twitter.com
[63] co.uk
[23] theguardian.com
[21] youtube.com
[20] dmm.com
[14] goodlawproject.org
[11] msn.com
[11] com.au
[10] ac.uk
[6] co.jp

Top Domains in Tweet in G1:
[3] twitter.com
[1] medium.com

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

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[11] goodlawproject.org
[9] twitter.com

Top Domains in Tweet in G5:
[4] twitter.com
[1] sky.com
[1] opendemocracy.net
[1] co.uk

Top Domains in Tweet in G6:
[60] twitter.com
[7] co.uk
[6] theguardian.com
[1] bylinesupplement.com
[1] gbnews.uk
[1] goodlawproject.org
[1] thelondoneconomic.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] youtube.com
[1] mikepompeo.com
[1] trib.al

Top Domains in Tweet in G8:
[5] twitter.com
[3] bylinetimes.com
[1] theglobeandmail.com
[1] humanists.uk
[1] cnet.com

Top Domains in Tweet in G9:
[32] twitter.com
[20] dmm.com
[9] com.au
[6] co.uk
[4] theguardian.com
[3] apple.news
[2] youtube.com
[2] apkpur.co
[2] aldianews.com
[2] instagram.com

Top Domains in Tweet in G10:
[11] twitter.com
[3] co.uk
[1] theguardian.com
[1] goodlawproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] ppescandal
[50] ppe
[33] torycorruption
[26] torytaxevasion
[26] torylies
[26] torycriminals
[24] torysleaze
[22] torybrexitdisaster
[22] brexitbritain
[22] toryhypocrisy



Top Hashtags in Tweet in G1:
[1] nhs

Top Hashtags in Tweet in G3:
[3] torycorruption
[2] brexitbrokebritain
[1] torycriminalsunfittogovern
[1] ppescandal

Top Hashtags in Tweet in G4:
[2] ppescandal
[1] teacherstrike
[1] toriesunfittogovern

Top Hashtags in Tweet in G5:
[1] generalelectionnow
[1] gtto
[1] followbackfriday

Top Hashtags in Tweet in G6:
[50] ppescandal
[29] ppe
[26] torycorruption
[26] torytaxevasion
[26] torylies
[25] torycriminals
[23] torysleaze
[22] torybrexitdisaster
[22] brexitbritain
[22] toryhypocrisy

Top Hashtags in Tweet in G8:
[1] cdnpoli
[1] pbcc
[1] womenagainstucp

Top Hashtags in Tweet in G9:
[5] ppe
[3] auspol
[3] healthcare
[3] china
[2] inclusivity
[2] ppescandal
[2] akınakınözü
[2] tuzak
[1] univ_inspire
[1] covidisnotover

Top Hashtags in Tweet in G10:
[1] partygate
[1] nevervutfromatory
[1] nevervoteconservative

Top Words
Top Words in Tweet in Entire Graph:
[4221] ppe
[3406] 000
[2223] mone
[1895] michelle
[1544] company
[1517] old
[1460] employee
[1450] tory
[1264] gave
[1246] 203

Top Words in Tweet in G1:
[2044] 000
[1034] ppe
[1027] willblackwriter
[1026] tory
[1022] cronies
[1022] gave
[1022] employee
[1022] 203
[1022] mone
[1022] company

Top Words in Tweet in G2:
[603] ppe
[569] richardjmurphy
[567] women
[567] instead
[566] corruption
[566] weren
[566] chase
[566] fines
[566] right
[566] issued

Top Words in Tweet in G3:
[616] mone
[473] ppe
[421] clairebubblepop
[348] weeks
[317] barrowman
[312] before
[301] michelle
[230] hancock
[227] well
[227] business

Top Words in Tweet in G4:
[910] 000
[562] ppe
[446] goodlawproject
[419] wasted
[418] unused
[418] give
[418] money
[418] enough
[418] uk
[414] 14

Top Words in Tweet in G5:
[358] mone
[345] michelle
[339] ppe
[311] bladeofthes
[281] company
[278] old
[278] employee
[265] weeks
[265] contracts
[260] medpro

Top Words in Tweet in G6:
[152] ppe
[93] michelle
[90] britain_people
[58] 000
[55] mone
[55] conservatives
[52] barrowman
[52] billion
[52] police
[51] 14

Top Words in Tweet in G7:
[110] ppe
[108] covid
[107] 2020
[107] broke
[107] beijing
[107] national
[107] year
[107] february
[107] sent
[107] stockpile

Top Words in Tweet in G8:
[78] under
[76] pbcc
[76] schools
[75] plymouth
[75] 11
[75] church
[75] brethren
[75] canada
[74] religious
[74] active

Top Words in Tweet in G9:
[95] ppe
[20] ending
[20] 写真集電子書籍
[19] halloween
[19] night
[19] ヤングガンガンデジタル限定写真集
[19] never
[19] dmm
[19] おすすめです
[17] covid

Top Words in Tweet in G10:
[58] ppe
[45] greghands
[39] labour
[37] many
[37] mps
[17] house
[17] millions
[17] lords
[16] lebedev
[16] stole

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1837] michelle,mone
[1688] 000,000
[1505] mone,ppe
[1241] 203,000
[1201] gave,michelle
[1197] tory,cronies
[1196] company,days
[1196] 'firm',203
[1196] ppe,'firm'
[1196] days,old

Top Word Pairs in Tweet in G1:
[1022] gave,michelle
[1022] michelle,mone
[1022] old,employee
[1022] ppe,'firm'
[1022] 203,000
[1022] 000,000
[1022] company,days
[1022] 000,company
[1022] days,old
[1022] cronies,gave

Top Word Pairs in Tweet in G2:
[566] ppe,corruption
[566] pregnant,women
[566] women,fines
[566] instead,chase
[566] weren,issued
[566] ignore,ppe
[566] issued,right
[566] fines,weren
[566] corruption,instead
[566] chase,pregnant

Top Word Pairs in Tweet in G3:
[311] weeks,before
[299] michelle,mone
[224] mone,barrowman
[224] thought,mone
[224] business,weeks
[224] ppe,business
[224] barrowman,bad
[224] before,203mill
[224] hancock,pub
[224] opening,ppe

Top Word Pairs in Tweet in G4:
[453] 000,000
[418] unused,ppe
[418] wasted,unused
[418] ppe,enough
[409] 000,wasted
[408] money,give
[408] household,uk
[408] give,household
[408] 14,900
[408] 900,000

Top Word Pairs in Tweet in G5:
[342] michelle,mone
[278] mone,ppe
[254] employee,contracts
[254] old,zero
[254] zero,employee
[254] medpro,company
[254] contracts,premises
[254] company,less
[254] ppe,medpro
[254] weeks,old

Top Word Pairs in Tweet in G6:
[48] michelle,mone's
[47] criminal,fraud
[47] trial,spain
[47] doug,barrowman
[47] fraud,last
[47] spain,criminal
[47] last,year
[47] mone's,husband
[47] barrowman,michelle
[47] year,police

Top Word Pairs in Tweet in G7:
[108] ppe,covid
[107] stockpile,respirators
[107] beijing,national
[107] broke,february
[107] respirators,ppe
[107] 2020,year
[107] february,2020
[107] covid,broke
[107] sent,beijing
[107] national,stockpile

Top Word Pairs in Tweet in G8:
[75] plymouth,brethren
[75] schools,canada
[74] active,investigation
[74] 11,religious
[74] run,11
[74] under,active
[74] pbcc,under
[74] religious,schools
[74] brethren,christian
[74] investigation,related

Top Word Pairs in Tweet in G9:
[19] never,ending
[19] dmm,ppe
[19] halloween,night
[19] ppe,ヤングガンガンデジタル限定写真集
[19] ヤングガンガンデジタル限定写真集,never
[19] night,写真集電子書籍
[19] ending,halloween
[12] ppe,contracts
[11] handed,billion
[11] billion,ppe

Top Word Pairs in Tweet in G10:
[36] labour,mps
[35] many,labour
[17] house,lords
[17] greghands,many
[17] millions,ppe
[16] appointed,evgeny
[16] lords,many
[16] stole,millions
[16] mps,appointed
[16] lebedev,house

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@greghands
@ppe_loved
@hoppe_ppe_
@pipipi_ppe
@willblackwriter
@toryboypierce
@therealjamiekay
@jamescleverly
@jhobi_wife

Top Replied-To in G2:
@richardjmurphy
@nhsbsa

Top Replied-To in G3:
@clairebubblepop

Top Replied-To in G4:
@goodlawproject
@carolvorders

Top Replied-To in G5:
@bladeofthes
@poppyjuice
@cjharry
@patpryce
@bydonkeys
@fullfact

Top Replied-To in G6:
@willblackwriter
@toryboypierce
@conservatives
@paulbranditv
@clairebubblepop
@rishisunak
@dirtycipher
@snb19692
@britain_people
@rob__friar

Top Replied-To in G7:
@mikepompeo
@dlweat
@foxnews

Top Replied-To in G8:
@humanists_uk
@faith2faithless
@calfotini
@juliecrellin5

Top Replied-To in G9:
@fai_ppe

Top Replied-To in G10:
@greghands
@jamescleverly
@bedworthbcfc
@rhodrimwindsor
@dan1763
@stefan08859396

Top Mentioned
Top Mentioned in Entire Graph:
@willblackwriter
@richardjmurphy
@clairebubblepop
@goodlawproject
@bladeofthes
@shillcock_paul
@ericgarland
@britain_people
@isiswise
@conservatives

Top Mentioned in G1:
@willblackwriter
@rishisunak
@uknogum
@dcawley23
@sarah255eg

Top Mentioned in G2:
@richardjmurphy
@willblackwriter
@nhub40
@mrmarkethomas
@clairebubblepop
@fascistcentre
@jonsonton
@karenneemcnally
@stoptoryecocide
@amandapritchard

Top Mentioned in G3:
@clairebubblepop
@shillcock_paul
@willblackwriter
@richardjmurphy
@suesuezep
@jacquiridleyart
@goodlawproject
@bladeofthes
@britain_people
@conservatives

Top Mentioned in G4:
@goodlawproject
@willblackwriter
@richardjmurphy
@clairebubblepop
@pau1_br0wn
@suesuezep
@thismorning
@withorpe
@susanllawson
@mtrent09

Top Mentioned in G5:
@bladeofthes
@willblackwriter
@clairebubblepop
@richardjmurphy
@goodlawproject
@webylines
@bydonkeys
@deborahparr
@poppyjuice
@drmeenalviz

Top Mentioned in G6:
@britain_people
@conservatives
@willblackwriter
@rishisunak
@glennyrodge
@richardjmurphy
@clairebubblepop
@swadgers
@thelogicalbloke
@goodlawproject

Top Mentioned in G7:
@ericgarland
@mikepompeo

Top Mentioned in G8:
@isiswise
@davidjoffe64
@faith2faithless
@doctor_oxford
@margtokar
@nualabugeye
@humanists_uk
@tara_kiran
@tryangregory
@damianhastie

Top Mentioned in G9:
@vmtns1
@izyrichy

Top Mentioned in G10:
@greghands
@angry_postman
@rolandmcs
@conservatives
@shillcock_paul
@sanders4health
@pr4change
@dmlyonder
@jamescleverly
@willblackwriter

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@kfc_jp
@americanair
@welcia_jp
@s9tmt
@cobaltmale
@roblwilson
@sandradunn1955
@derekjohnbryant
@marthalynneowe1

Top Tweeters in G1:
@cobaltmale
@roblwilson
@wagjuer
@hacketttom
@iloveautumn2
@buckleyswartz
@willshome
@sandrahalifax
@maureenpickeri5
@peopledied2vote

Top Tweeters in G2:
@derekjohnbryant
@jpjanson
@dingabelle
@thestephenralph
@rattlecans
@emocionycambio
@uncleprober
@ht4ecosocialism
@lanct22
@raphaeldogg

Top Tweeters in G3:
@heather63262308
@glynis_fisher
@maurlind
@ellih53
@weecass1888
@mauriceg88
@vintiquesmark
@alfredgliddon
@kate97417476
@abholymoly

Top Tweeters in G4:
@allchanges
@glynmoody
@david96212152
@guse_guse
@samljpage
@steph80335
@grumpeoldman
@andreww66619812
@vjl2
@mlvalentino1

Top Tweeters in G5:
@mstkindeed
@kidmarleymusic
@rubycooper007
@maelysdervenn
@greycells
@dianefirestoker
@burntcopper
@samillian1968
@citzgirl
@philb6vis

Top Tweeters in G6:
@ferguson2811
@mit1953
@terryelaineh1
@shirleyyoung2
@carolehope2
@imoanalothutchy
@gwinniejones
@jackalsbynight
@nononoeu
@dailymailuk

Top Tweeters in G7:
@marthalynneowe1
@princessbravato
@joanisparkles
@adekleine
@micjojd
@jorge_c_ny
@ydanasmithdutra
@bukiwilliams
@foxnews
@lee_in_iowa

Top Tweeters in G8:
@joannecangal
@dianneathome
@paladine
@chuckw12
@tbell1968
@debp197
@celestebyrne3
@carstarr6
@bugjudy
@saffiya_khan1

Top Tweeters in G9:
@michaelpurvis64
@hephaestus7
@fai_ppe
@ilmessaggeroit
@reginaldalawso1
@lance63
@br00t4c
@usajaun
@mothershipjlh
@lesliegs1679

Top Tweeters in G10:
@trackntracer
@allanskerratt
@rolandmcs
@paddyoverall
@dan1763
@keepsayingit1
@moonstoneclare
@ballywalterpark
@sheepdogno1
@vangzip65


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