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PPE_2022-01-15_01-12-02.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
PPE via NodeXL https://bit.ly/3GEhStC
@jolyonmaugham
@jon_trickett
@goodlawproject
@nursejessbf
@borisjohnson
@lewis_goodall
@auto_rec_bot
@bellagio_bound
@jujuliagrace
@angelarayner

Top hashtags:
#ppe
#kdppe
#perthtanapon
#partygate
#johnsonout
#covid19
#pmqs

Description:
Description
The graph represents a network of 7,852 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 Saturday, 15 January 2022 at 09:23 UTC.

The requested start date was Saturday, 15 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, 0-hour, 8-minute period from Wednesday, 12 January 2022 at 12:12 UTC to Friday, 14 January 2022 at 12:20 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 : 7852
Unique Edges : 3106
Edges With Duplicates : 13417
Total Edges : 16523
Number of Edge Types : 5
Retweet : 6478
MentionsInRetweet : 7388
Tweet : 940
Replies to : 600
Mentions : 1117
Self-Loops : 960
Reciprocated Vertex Pair Ratio : 0.00457770656900893
Reciprocated Edge Ratio : 0.00911369332421964
Connected Components : 789
Single-Vertex Connected Components : 300
Maximum Vertices in a Connected Component : 4311
Maximum Edges in a Connected Component : 10527
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 5.175777
Graph Density : 0.00014239354695415
Modularity : 0.504699
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,852 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 Saturday, 15 January 2022 at 09:23 UTC.

The requested start date was Saturday, 15 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, 0-hour, 8-minute period from Wednesday, 12 January 2022 at 12:12 UTC to Friday, 14 January 2022 at 12:20 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:
[58] 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
[54] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[30] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[29] https://giftarticle.ft.com/giftarticle/actions/redeem/3401e501-6904-4981-8040-b7e50e57089d
[21] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[20] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[19] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[18] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[17] https://www.instagram.com/accounts/login/
[17] https://www.express.co.uk/news/uk/1548830/Boris-johnson-covid-ppe-unlawful-government-contracts-vip-lane-judges

Top URLs in Tweet in G1:
[17] 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
[13] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[13] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[7] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[5] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[4] https://www.standard.co.uk/news/uk/government-vip-lane-ppe-covid-unlawful-high-court-rules-b976255.html
[4] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[3] https://www.bbc.co.uk/news/uk-59968037
[3] https://metro.co.uk/2022/01/12/covid-governments-vip-lane-for-ppe-contracts-ruled-unlawful-by-high-court-15904715/
[2] https://www.standard.co.uk/comment/high-court-ppe-ruling-good-law-project-vip-lanes-b976481.html

Top URLs in Tweet in G3:
[1] https://twitter.com/plobjai/status/1481241385978437634

Top URLs in Tweet in G4:
[2] https://www.independent.co.uk/news/uk/politics/covid-ppe-court-vip-suppliers-b1991440.html
[2] https://www.bbc.co.uk/news/uk-59968037
[2] https://www.express.co.uk/news/uk/1548830/Boris-johnson-covid-ppe-unlawful-government-contracts-vip-lane-judges
[1] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[1] https://morningstaronline.co.uk/article/b/government-use-of-vip-lane-to-award-ppe-contracts-was-unlawful-high-court-finds#.Yd_6caEX2Xc.twitter
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts?CMP=Share_iOSApp_Other
[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
[1] https://www.joe.co.uk/news/government-use-of-vip-lanes-to-award-ppe-contracts-unlawful-court-rules-310997?utm_source=twitter&utm_medium=JOE.co.uk&utm_campaign=feed
[1] https://www.joe.co.uk/news/government-use-of-vip-lanes-to-award-ppe-contracts-unlawful-court-rules-310997?utm_source=twitter&utm_medium=PoliticsJOE&utm_campaign=feed

Top URLs in Tweet in G5:
[28] https://giftarticle.ft.com/giftarticle/actions/redeem/3401e501-6904-4981-8040-b7e50e57089d
[17] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[17] 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
[15] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[14] https://www.express.co.uk/news/uk/1548830/Boris-johnson-covid-ppe-unlawful-government-contracts-vip-lane-judges
[3] https://www.bbc.co.uk/iplayer/episode/m0012ljx/spotlight-covid-contracts-hunting-for-ppe
[2] https://www.ft.com/content/221ad722-12c6-4ec5-b9d8-7602a53fa32e?shareType=nongift
[2] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://goodlawproject.org/news/siobhan-baillie-ppe-vip-lane/?utm_source=Twitter&utm_campaign=PPEVIPLaneBlog081121&utm_medium=social%20media
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/

Top URLs in Tweet in G6:
[2] https://www.opendemocracy.net/en/opendemocracyuk/uk-government-broke-the-law-over-vip-lane-for-ppe-contracts/
[1] https://www.bbc.co.uk/news/uk-59968037
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_AndroidApp_Other
[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
[1] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[1] https://www.independent.co.uk/news/uk/politics/covid-ppe-court-vip-suppliers-b1991440.html
[1] https://twitter.com/denise_dewald/status/1481762261291126786
[1] https://login.medscape.com/login/sso/getlogin?wcode=101&client=205502&urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY28udWsvdmlld2FydGljbGUvZ292ZXJubWVudC1zLXZpcC1mYXN0LWxhbmUtcHBlLWNvbnRyYWN0cy1ydWxlZC11bmxhd2Z1bC1oaWdoLTIwMjJhMTAwMDNnMA&sc=ng&scode=mspuk
[1] https://twitter.com/sima_kotecha/status/1481222816477417472

Top URLs in Tweet in G7:
[4] https://www.heraldscotland.com/politics/19841632.uk-government-vip-lane-multimillion-pound-ppe-contracts-deemed-unlawful/
[4] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[2] https://www.heraldscotland.com/politics/19841632.uk-government-vip-lane-multimillion-pound-ppe-contracts-deemed-unlawful/?ref=twtrec
[2] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[1] https://twitter.com/Femi_Sorry/status/1389926234075840517
[1] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[1] https://twitter.com/BBCScotlandNews/status/1481293718904840196
[1] https://twitter.com/educationgovuk/status/1480095759232032771
[1] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html

Top URLs in Tweet in G8:
[8] https://www.gov.uk/government/news/free-ppe-for-frontline-extended-for-another-year
[7] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_AndroidApp_Other
[6] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=Share_iOSApp_Other
[6] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[6] 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
[4] https://www.thenational.scot/news/19841689.high-court-rules-tory-governments-vip-lane-ppe-contracts-unlawful/?ref=twtrec
[3] https://www.businessinsider.com/masks-ppe-covid-worth-10-million-rain-california-event-center-2022-1?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.independent.co.uk/news/uk/politics/covid-ppe-court-vip-suppliers-b1991440.html
[2] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[2] https://www.ebay.com/e/b&i/business-recovery-051721?mkcid=1&mkrid=711-53200-19255-0&siteid=0&campid=5338817859&toolid=10001&customid&mkevt=1

Top URLs in Tweet in G9:
[5] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[5] 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
[3] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[3] https://news.upday.com/uk/government-use-of-vip-lane-to-give-multimillion-pound-ppe-contracts-unlawful-2/
[2] https://www.torysleazeuk.com/d
[2] https://twitter.com/allthecitizens/status/1481395234588307458
[2] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://morningstaronline.co.uk/article/b/government-use-of-vip-lane-to-award-ppe-contracts-was-unlawful-high-court-finds
[1] https://www.standard.co.uk/news/crime/london-fines-prosecution-lockdown-break-no10-downing-street-party-boris-johnson-b976237.html
[1] https://twitter.com/GoodLawProject/status/1481216152462401536

Top Domains
Top Domains in Tweet in Entire Graph:
[164] co.uk
[113] twitter.com
[109] theguardian.com
[59] sky.com
[55] goodlawproject.org
[33] ft.com
[23] youtube.com
[20] gov.uk
[20] instagram.com
[15] itv.com

Top Domains in Tweet in G1:
[25] theguardian.com
[25] goodlawproject.org
[21] co.uk
[17] sky.com
[9] twitter.com
[5] thecanary.co
[2] apple.news
[2] tumblr.com
[2] trib.al
[2] itv.com

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

Top Domains in Tweet in G4:
[10] co.uk
[2] theguardian.com
[1] sky.com

Top Domains in Tweet in G5:
[51] co.uk
[31] ft.com
[17] sky.com
[6] goodlawproject.org
[3] theguardian.com
[1] itv.com

Top Domains in Tweet in G6:
[3] co.uk
[2] opendemocracy.net
[2] twitter.com
[1] theguardian.com
[1] sky.com
[1] medscape.com

Top Domains in Tweet in G7:
[6] heraldscotland.com
[6] theguardian.com
[3] twitter.com
[2] co.uk
[1] goodlawproject.org

Top Domains in Tweet in G8:
[37] twitter.com
[20] theguardian.com
[19] co.uk
[10] gov.uk
[7] sky.com
[7] reddit.com
[5] thenational.scot
[5] inquirer.net
[5] businessinsider.com
[5] ppe.pl

Top Domains in Tweet in G9:
[7] twitter.com
[7] theguardian.com
[6] co.uk
[5] sky.com
[4] upday.com
[3] goodlawproject.org
[2] torysleazeuk.com
[1] labourheartlands.com
[1] opendemocracy.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[139] ppe
[102] kdppe
[101] perthtanapon
[80] partygate
[63] johnsonout
[37] covid19
[31] pmqs
[24] borisjohnson
[19] q17mycoach
[17] 懸賞垢さんフォロバ100



Top Hashtags in Tweet in G1:
[15] ppe
[6] downingstreetparty
[3] johnsonisalyingcoward
[3] suitcaseofwine
[3] liarjohnson
[3] brexit
[3] lyingtoqueen
[3] barnardcastle
[3] 37bn
[3] arcuri

Top Hashtags in Tweet in G4:
[3] borisjohnson
[2] ppe
[1] toriesout
[1] torycorruption
[1] torycriminalsunfittogovern

Top Hashtags in Tweet in G5:
[17] pmqs
[15] borisjohnson
[6] covid19
[2] ppe
[2] nhs
[2] sleaze
[1] goodlawproject
[1] partygate
[1] johnsonout
[1] johnsonmustresign

Top Hashtags in Tweet in G6:
[1] torysleaze
[1] gtto
[1] toriesoutnow

Top Hashtags in Tweet in G7:
[2] partygate
[2] johnsonout
[1] nevertrustatory
[1] torycoviddisaster
[1] torycorruption
[1] ppe
[1] unsafeschools
[1] covidisairborne
[1] angelaraynernew
[1] keir_starmer

Top Hashtags in Tweet in G8:
[39] ppe
[9] safetypostersytu
[9] todayssafetyposter
[9] ytü
[9] kkd
[9] isg
[9] ohs
[5] covid19
[4] pmqs
[4] workwear

Top Hashtags in Tweet in G9:
[10] ppe
[8] johnsonout
[5] covid19
[5] partygate
[4] torycorruption
[4] nhs
[3] tory
[3] digitalhealth
[3] gtto
[3] johnsonliedpeopledied

Top Words
Top Words in Tweet in Entire Graph:
[5383] ppe
[3723] ด
[2103] vip
[1788] lane
[1741] court
[1709] high
[1447] government
[1370] ต
[1324] ช
[1318] น

Top Words in Tweet in G1:
[575] ppe
[555] court
[542] high
[475] lane
[468] unlawful
[464] vip
[424] government
[341] goodlawproject
[262] jujuliagrace
[202] contracts

Top Words in Tweet in G2:
[1319] ต
[1316] ด
[662] ppe
[661] ดเช
[661] ช
[661] ม
[660] เราเป
[659] weirdo_dr_97
[659] ให
[658] งท

Top Words in Tweet in G3:
[2370] ด
[1174] น
[1174] บ
[1174] าน
[598] ช
[598] ppe
[588] ก
[588] เน
[588] อย
[587] สำหร

Top Words in Tweet in G4:
[531] ppe
[453] found
[438] guilty
[400] jon_trickett
[393] worth
[325] fast
[321] vip
[296] track
[273] government
[257] award

Top Words in Tweet in G5:
[460] jolyonmaugham
[318] vip
[307] lane
[303] high
[294] court
[268] ppe
[225] government's
[224] found
[219] donors
[219] associates

Top Words in Tweet in G6:
[463] ppe
[409] covid
[407] work
[403] 2020
[403] lockdown
[402] during
[402] nhs
[401] well
[400] pandemic
[400] nurse

Top Words in Tweet in G7:
[401] vip
[398] lane
[392] court
[391] high
[359] lewis_goodall
[358] rules
[357] use
[355] johnson
[354] boris
[351] huge

Top Words in Tweet in G8:
[248] ppe
[57] contracts
[50] unlawful
[49] covid
[47] vip
[45] court
[41] high
[39] #ppe
[38] government
[37] lane

Top Words in Tweet in G9:
[205] ppe
[86] tory
[82] mates
[79] nhs
[76] vip
[74] contracts
[73] angelarayner
[72] staff
[72] opportunity
[70] without

Top Words in Tweet in G10:
[157] boris
[152] seems
[152] 2me
[152] british
[152] public
[152] being
[152] subjected
[152] same
[152] left
[152] wing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1633] high,court
[1567] vip,lane
[1263] ช,ด
[1263] ด,ppe
[934] ppe,contracts
[713] use,vip
[694] court,rules
[670] ไว,ให
[669] งท,ต
[669] ppe,ม

Top Word Pairs in Tweet in G1:
[531] high,court
[397] vip,lane
[189] ppe,vip
[189] ppe,contracts
[137] politically,connected
[136] suppliers,unlawful
[135] lane,politically
[135] connected,suppliers
[134] breaking,high
[130] court,rules

Top Word Pairs in Tweet in G2:
[658] งท,ต
[658] ช,ด
[658] ด,ppe
[657] เราเป,นแพทย
[657] นแพทย,คนหน
[657] คนหน,งท
[657] ต,ดเช
[657] ดเช,อโคว
[657] อโคว,ด
[657] ด,19

Top Word Pairs in Tweet in G3:
[598] ช,ด
[598] ด,ppe
[587] น,สำหร
[587] สำหร,บ
[587] บ,บ
[587] บ,คลากรท
[587] คลากรท,ด
[587] ด,แลเคสโคว
[587] แลเคสโคว,ด
[587] ด,ใส

Top Word Pairs in Tweet in G4:
[296] fast,track
[261] vip,fast
[243] tories,found
[243] found,guilty
[243] guilty,yesterday
[243] yesterday,creating
[243] creating,vip
[243] track,award
[243] award,mates
[243] mates,600

Top Word Pairs in Tweet in G5:
[300] vip,lane
[289] high,court
[204] court,found
[204] found,government's
[204] government's,vip
[204] lane,channelled
[204] channelled,riches
[204] riches,friends
[204] friends,donors
[204] donors,associates

Top Word Pairs in Tweet in G6:
[400] well,2020
[400] 2020,during
[400] during,covid
[400] covid,pandemic
[400] pandemic,lockdown
[400] lockdown,work
[400] work,nurse
[400] nurse,nhs
[400] nhs,ppe
[400] ppe,aircon

Top Word Pairs in Tweet in G7:
[397] vip,lane
[391] high,court
[357] court,rules
[357] use,vip
[354] boris,johnson
[351] huge,day
[351] day,boris
[351] johnson,things
[351] things,bit
[351] bit,worse

Top Word Pairs in Tweet in G8:
[45] ppe,contracts
[36] high,court
[33] vip,lane
[20] unlawful,high
[20] court,rules
[17] lane,award
[14] use,vip
[14] contracts,unlawful
[12] ruled,unlawful
[12] 'vip,lane'

Top Word Pairs in Tweet in G9:
[70] mates,pockets
[69] hardworking,nhs
[69] nhs,staff
[69] staff,going
[69] going,without
[69] without,ppe
[69] ppe,tory
[69] tory,politicians
[69] politicians,saw
[69] saw,opportunity

Top Word Pairs in Tweet in G10:
[152] seems,2me
[152] 2me,boris
[152] boris,british
[152] british,public
[152] public,being
[152] being,subjected
[152] subjected,same
[152] same,left
[152] left,wing
[152] wing,media

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@campbellclaret
@modubatse
@lloydhardy
@sajidjavid
@hoppe_ppe_
@zacgoldsmith
@format_ppe
@mgoldenmsp
@keir_starmer

Top Replied-To in G1:
@jujuliagrace
@goodlawproject
@johnredwood
@bbcnews
@paulbranditv
@lbc
@bbclaurak
@bk202058977146
@byrobdavies
@karenlovecheese

Top Replied-To in G2:
@weirdo_dr_97
@nuttaabow

Top Replied-To in G4:
@kernow2019
@claudiawebbe

Top Replied-To in G5:
@carryonkeith
@jackson_carlaw
@adambienkov
@ana_captures
@tommousk
@jolyonmaugham

Top Replied-To in G6:
@mrjohnnicolson
@lankelangley
@oldtrotter
@nicholastyrone
@unojen_wood

Top Replied-To in G7:
@lewis_goodall
@scottories
@journoangst
@femi_sorry

Top Replied-To in G8:

Top Replied-To in G9:
@campbellclaret
@zacgoldsmith
@keir_starmer
@trussliz
@suellabraverman
@borisjohnson
@nadinedorries
@scottories
@13sarahmurphy
@poldark1900

Top Mentioned
Top Mentioned in Entire Graph:
@weirdo_dr_97
@kan33kanda
@jolyonmaugham
@jon_trickett
@goodlawproject
@nursejessbf
@lewis_goodall
@jujuliagrace
@rodbishop15
@jeremycorbyn

Top Mentioned in G1:
@goodlawproject
@jujuliagrace
@everydoc
@everydoctoruk
@jolyonmaugham
@bbcnews
@carolinelucas
@gem_abbott
@we_ownit
@lbc

Top Mentioned in G2:
@weirdo_dr_97
@bellaandme2
@ken41461880
@nuttaabow

Top Mentioned in G3:
@kan33kanda
@weirdo_dr_97

Top Mentioned in G4:
@jon_trickett
@beckettunite
@claudiawebbe
@premnsikka
@jujuliagrace
@jolyonmaugham
@goodlawproject
@nursejessbf
@jeremycorbyn
@joe_co_uk

Top Mentioned in G5:
@jolyonmaugham
@ft
@goodlawproject
@thatginamiller
@jujuliagrace
@jon_trickett
@pete_nicoll
@jackson_carlaw
@freddysnewn2_
@sholamos1

Top Mentioned in G6:
@nursejessbf
@islammanzurul
@jon_trickett
@jujuliagrace
@goodlawproject
@emma_roddick
@dradrianheald
@ethicalrenewal
@jolyonmaugham
@jeremycorbyn

Top Mentioned in G7:
@lewis_goodall
@jolyonmaugham
@goodlawproject
@jon_trickett
@douglas4moray
@nursejessbf
@whyohwhyfather
@femi_sorry
@scotnews_edits
@nadhimzahawi

Top Mentioned in G8:
@polidigitaluk
@hupzdnm9qwxewuq
@filtradetrading
@bronwynann
@carehomepro
@invictusadco2
@plaintshirtsuk
@lslhamilton

Top Mentioned in G9:
@angelarayner
@borisjohnson
@megs1970
@jolyonmaugham
@johnnyg10
@conservatives
@keir_starmer
@goodlawproject
@campbellclaret
@trussliz

Top Mentioned in G10:
@rodbishop15
@tetley824

Top Tweeters
Top Tweeters in Entire Graph:
@morinaga_angel
@aoyamaofficial
@zazoomblog
@mrdjones
@tesco
@edinburghwatch
@s9tmt
@stigmabaseu
@newsoneplace
@andyvermaut

Top Tweeters in G1:
@edinburghwatch
@daily_express
@sandradunn1955
@guardian
@euethnic
@catwoman1979
@ferguson2811
@bbcnews
@telegraph
@shambles151

Top Tweeters in G2:
@aeke813
@srtndyq
@aomswil
@baiwan_
@xxxxbxby
@dektarto_fon
@ituln
@santaa_min
@porpor_chinyeol
@pmln9791

Top Tweeters in G3:
@qvxes_
@semarktuan
@imsleepyhead96
@dezember46
@mangopeach___
@twrose_947
@neomulonelyoy
@_callmebabyyy
@vivivivivi94
@peungzwb

Top Tweeters in G4:
@roblwilson
@tartancobweb
@blanketcrap
@christinejameis
@socialistvoice
@lalitapetila
@davelawson35
@scotlandrobbed
@redflag3rd
@clarknat

Top Tweeters in G5:
@margymayell
@vg123e
@ana_captures
@eutopean
@maurlind
@tristramwyatt
@speedy_hen
@cyril_matvech
@ft
@ameliaaber

Top Tweeters in G6:
@tshep42
@catherinemginn
@cleggy261
@unojen_wood
@magapanthus
@heather63262308
@david96212152
@kingking3107
@zidanesboots
@jazzaoxon

Top Tweeters in G7:
@lesleygsmith3
@allchanges
@scorpiotiger77
@idontmind64
@jjarichardson
@neurolawguy
@mrconnies
@funsoph
@daisydewdrop18
@scarletmonahan

Top Tweeters in G8:
@zazoomblog
@mrdjones
@stigmabaseu
@newsoneplace
@andyvermaut
@jenkers_en
@agenparl
@mikecoulson48
@nodesystems
@robinmcouch

Top Tweeters in G9:
@s9tmt
@thesun
@mailonline
@dorothy90237074
@trackntracer
@davidheadviews
@knittedkittie
@gilesmacdonogh
@countryskills
@andrew_s_hatton

Top Tweeters in G10:
@shiremoorpotter
@mik61scot
@petuniasforever
@sophieblack2016
@fjeb88
@superdupedoodle
@dunholme
@christi73224817
@juneh49
@andywells7


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