PPE, Twitter, 1/13/2022 12:38:27 PM, 269934
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PPE_2022-01-13_02-51-21.xlsx
PPE_2022-01-13_02-51-21.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
PPE via NodeXL https://bit.ly/3Gs7nt1
@sammypops
@jolyonmaugham
@lewis_goodall
@goodlawproject
@tezzr44
@steele4hughes
@frontlinern22
@swillsm
@sir_alex52
@annie84955167

Top hashtags:
#ppe
#kdppe
#perthtanapon
#sundaymorning
#liarjohnson
#downingstreetflat

Description:
Description
The graph represents a network of 7,607 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 Thursday, 13 January 2022 at 11:00 UTC.

The requested start date was Thursday, 13 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, 2-hour, 59-minute period from Monday, 10 January 2022 at 09:22 UTC to Wednesday, 12 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 : 7607
Unique Edges : 2680
Edges With Duplicates : 13188
Total Edges : 15868
Number of Edge Types : 5
Retweet : 6308
MentionsInRetweet : 7086
Replies to : 651
Tweet : 964
Mentions : 859
Self-Loops : 989
Reciprocated Vertex Pair Ratio : 0.00424860403010439
Reciprocated Edge Ratio : 0.00846125951891696
Connected Components : 844
Single-Vertex Connected Components : 316
Maximum Vertices in a Connected Component : 5081
Maximum Edges in a Connected Component : 11881
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.865864
Graph Density : 0.000142985924260289
Modularity : 0.490494
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,607 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 Thursday, 13 January 2022 at 11:00 UTC.

The requested start date was Thursday, 13 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, 2-hour, 59-minute period from Monday, 10 January 2022 at 09:22 UTC to Wednesday, 12 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:
[70] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[55] 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
[39] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[37] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[31] 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
[30] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[21] 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
[20] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[19] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[17] https://www.itv.com/news/2022-01-12/government-use-of-vip-lane-to-award-ppe-contracts-was-unlawful

Top URLs in Tweet in G1:
[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

Top URLs in Tweet in G2:
[24] 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
[20] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[15] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[6] 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
[5] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[4] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[4] https://www.bbc.co.uk/iplayer/episode/m0012ljx/spotlight-covid-contracts-hunting-for-ppe
[3] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[3] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[3] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1641986975

Top URLs in Tweet in G3:
[5] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[5] https://news.upday.com/uk/government-use-of-vip-lane-to-give-multimillion-pound-ppe-contracts-unlawful-2/
[4] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[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://petition.parliament.uk/petitions/605158
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules

Top URLs in Tweet in G4:
[50] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[18] https://www.independent.co.uk/news/uk/crime/ppe-high-court-mps-b1991451.html
[5] https://www.bbc.co.uk/iplayer/episode/m0012ljx/spotlight-covid-contracts-hunting-for-ppe
[2] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[2] 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
[2] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[1] https://twitter.com/JolyonMaugham/status/1481222437673095171
[1] https://twitter.com/abi_carey/status/1481001000714579971

Top URLs in Tweet in G5:
[1] https://www.citytosea.org.uk/ppe/

Top URLs in Tweet in G6:
[16] 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
[14] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[11] 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
[10] https://petition.parliament.uk/petitions/605158
[9] 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
[7] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[5] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm?CMP=Share_iOSApp_Other
[5] https://www.thenational.scot/news/19841689.high-court-rules-tory-governments-vip-lane-ppe-contracts-unlawful/?ref=twtrec
[4] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm?CMP=Share_AndroidApp_Other
[4] https://www.independent.co.uk/news/uk/politics/covid-ppe-court-vip-suppliers-b1991440.html

Top URLs in Tweet in G7:
[8] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[6] 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] http://www.msn.com/en-gb/news/courts/vip-lane-used-by-government-to-hand-out-ppe-contracts-was-unlawful-high-court-rules/ar-AASHq75?ocid=st
[2] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[2] https://ge.no/
[1] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media
[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://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm?CMP=Share_iOSApp_Other
[1] https://twitter.com/educationgovuk/status/1480095759232032771

Top URLs in Tweet in G9:
[2] https://www.dailymail.co.uk/news/article-10394085/Governments-PPE-VIP-lane-UNLAWFUL-judges-rule.html
[2] https://www.theguardian.com/politics/2022/jan/11/lords-watchdog-assesses-complaint-against-michelle-mone-over-ppe-firm
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://www.theguardian.com/politics/2022/jan/07/michelle-mone-referred-company-for-ppe-contracts-five-days-before-it-was-incorporated
[1] https://www.theguardian.com/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://www.independent.co.uk/news/uk/politics/coronavirus-ppe-contracts-conservative-labour-covid-a9622131.html

Top URLs in Tweet in G10:
[17] https://www.itv.com/news/2022-01-12/government-use-of-vip-lane-to-award-ppe-contracts-was-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_AndroidApp_Other
[3] 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
[3] 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.politicshome.com/news/article/high-court-rules-government-vip-lane-for-ppe-procurement-was-unlawful
[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.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://twitter.com/GoodLawProject/status/1481216152462401536?s=20
[1] https://actions.goodlawproject.org/ppe_win_update_120122/?utm_source=Twitter&utm_campaign=VIPLaneJudgment12012022&utm_medium=social%20media

Top Domains
Top Domains in Tweet in Entire Graph:
[178] theguardian.com
[160] co.uk
[138] twitter.com
[61] goodlawproject.org
[55] sky.com
[18] youtube.com
[17] itv.com
[13] parliament.uk
[12] org.uk
[9] upday.com

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

Top Domains in Tweet in G2:
[31] theguardian.com
[28] goodlawproject.org
[24] sky.com
[15] co.uk
[7] twitter.com
[1] civilserviceworld.com

Top Domains in Tweet in G3:
[5] co.uk
[5] upday.com
[4] goodlawproject.org
[3] theguardian.com
[1] parliament.uk

Top Domains in Tweet in G4:
[75] co.uk
[5] goodlawproject.org
[2] sky.com
[2] twitter.com
[1] theguardian.com

Top Domains in Tweet in G5:
[1] org.uk

Top Domains in Tweet in G6:
[59] theguardian.com
[41] twitter.com
[31] co.uk
[11] sky.com
[10] parliament.uk
[7] thenational.scot
[5] goodlawproject.org
[3] gov.uk
[2] org.uk
[2] msn.com

Top Domains in Tweet in G7:
[18] theguardian.com
[5] sky.com
[5] twitter.com
[4] goodlawproject.org
[4] upday.com
[3] msn.com
[2] ge.no
[2] co.uk

Top Domains in Tweet in G9:
[5] theguardian.com
[3] co.uk
[1] goodlawproject.org

Top Domains in Tweet in G10:
[17] itv.com
[9] theguardian.com
[5] co.uk
[2] politicshome.com
[1] sky.com
[1] twitter.com
[1] goodlawproject.org
[1] taxpayersalliance.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[117] ppe
[73] kdppe
[66] perthtanapon
[63] sundaymorning
[49] liarjohnson
[46] downingstreetflat
[42] บอกโลกให้รู้ว่ากูรักมึง
[40] telltheworldiloveyou
[38] bareshelvesbiden
[35] covid19



Top Hashtags in Tweet in G1:
[41] liarjohnson
[41] downingstreetflat
[4] downingstreetparties
[1] johnsonmustresign
[1] johnsonout
[1] bcpoli

Top Hashtags in Tweet in G2:
[10] ppe
[2] pmqs
[2] gdr
[2] odx
[2] avct
[2] ncyt
[2] tories
[1] goodlawproject
[1] corruption
[1] unlawful

Top Hashtags in Tweet in G3:
[1] borisjohnson
[1] angelaraynernew
[1] keir_starmer
[1] sundaymorning
[1] cronyvirus

Top Hashtags in Tweet in G4:
[2] ppe
[1] covidisairborne
[1] torycorruption
[1] boristheliar
[1] johnsonout
[1] wordsmeanshittoavirus

Top Hashtags in Tweet in G6:
[35] ppe
[6] covid19
[6] pmqs
[5] safetyfirst
[4] torycorruption
[3] facemasks
[3] safety
[3] workwear
[3] faceshield
[2] staysafe

Top Hashtags in Tweet in G7:
[6] ppe
[5] r4today
[4] torycorruption
[4] johnsonout
[3] torylies
[3] gtto
[3] johnsonliedpeopledied
[3] downingstreetparties
[2] covid
[2] johnsonouttoday

Top Hashtags in Tweet in G8:
[1] scomicron

Top Hashtags in Tweet in G9:
[4] borisjohnson
[1] goodlawproject
[1] toriesout
[1] loancharge
[1] nhsprivatisation
[1] nhscrisis
[1] nhsheroes

Top Hashtags in Tweet in G10:
[7] covid19
[1] johnsonmustresign
[1] corrupttories
[1] pmqs
[1] nhs
[1] breaking

Top Words
Top Words in Tweet in Entire Graph:
[3108] ppe
[2325] court
[2108] vip
[2103] lane
[2018] high
[1656] 2020
[1602] home
[1587] away
[1551] save
[1545] lives

Top Words in Tweet in G1:
[1494] away
[1462] sammypops
[1456] home
[1454] 2020
[1454] weeks
[1453] partied
[1452] trying
[1452] save
[1452] lives
[1452] baked

Top Words in Tweet in G2:
[609] ppe
[525] high
[515] lane
[514] court
[463] vip
[389] government
[377] goodlawproject
[374] unlawful
[254] breaking
[250] suppliers

Top Words in Tweet in G3:
[662] lane
[661] vip
[657] high
[656] court
[627] use
[626] rules
[623] govt
[538] lewis_goodall
[532] boris
[532] johnson

Top Words in Tweet in G4:
[513] jolyonmaugham
[495] vip
[483] lane
[483] court
[479] high
[430] government's
[380] found
[378] channelled
[378] riches
[378] friends

Top Words in Tweet in G5:
[312] frontlinern22
[310] unvaccinated
[308] novak
[308] djokovic
[308] court
[308] arguing
[308] allowed
[308] stay
[308] win
[308] few

Top Words in Tweet in G6:
[240] ppe
[51] covid
[51] contracts
[51] unlawful
[43] government
[40] court
[39] high
[39] vip
[35] #ppe
[31] lane

Top Words in Tweet in G7:
[135] ppe
[77] borisjohnson
[51] court
[44] contracts
[42] vip
[41] high
[41] unlawful
[38] home
[36] lane
[33] track

Top Words in Tweet in G8:
[399] ward
[134] covid
[134] staff
[133] report
[133] ran
[133] sheets
[133] hrs
[133] today
[133] thermometer
[133] broken

Top Words in Tweet in G9:
[222] government
[191] ppe
[133] judge
[121] found
[121] contracts
[117] guilty
[105] more
[104] today
[101] awarding
[101] worth

Top Words in Tweet in G10:
[150] ppe
[124] vip
[118] contracts
[114] use
[112] lane
[103] award
[95] covid
[88] court
[85] breaking
[83] high

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1981] high,court
[1934] vip,lane
[1520] save,lives
[1519] trying,save
[1518] 2020,weeks
[1518] weeks,away
[1518] away,home
[1518] home,trying
[1518] lives,partied
[1518] partied,baked

Top Word Pairs in Tweet in G1:
[1452] 2020,weeks
[1452] weeks,away
[1452] away,home
[1452] home,trying
[1452] trying,save
[1452] save,lives
[1452] lives,partied
[1452] partied,baked
[1452] baked,suits
[1452] suits,wept

Top Word Pairs in Tweet in G2:
[513] high,court
[407] vip,lane
[203] breaking,high
[200] ppe,vip
[199] lane,politically
[199] politically,connected
[199] connected,suppliers
[199] suppliers,unlawful
[189] court,finds
[189] finds,government

Top Word Pairs in Tweet in G3:
[658] vip,lane
[656] high,court
[626] court,rules
[625] use,vip
[623] rules,govt
[623] govt,use
[532] boris,johnson
[529] huge,day
[529] day,boris
[529] johnson,things

Top Word Pairs in Tweet in G4:
[479] high,court
[474] vip,lane
[380] court,found
[378] found,government's
[378] government's,vip
[378] lane,channelled
[378] channelled,riches
[378] riches,friends
[378] friends,donors
[378] donors,associates

Top Word Pairs in Tweet in G5:
[308] unvaccinated,novak
[308] novak,djokovic
[308] djokovic,court
[308] court,arguing
[308] arguing,allowed
[308] allowed,stay
[308] stay,win
[308] win,few
[308] few,million
[308] million,dollars

Top Word Pairs in Tweet in G6:
[42] ppe,contracts
[35] high,court
[27] vip,lane
[23] court,rules
[22] unlawful,high
[18] lords,watchdog
[18] watchdog,assesses
[18] assesses,complaint
[18] complaint,against
[18] ppe,firm

Top Word Pairs in Tweet in G7:
[41] high,court
[36] ppe,contracts
[32] vip,lane
[31] care,home
[29] borisjohnson,daughter
[29] daughter,manager
[29] manager,care
[29] home,amazing
[29] amazing,staff
[29] staff,working

Top Word Pairs in Tweet in G8:
[133] covid,ward
[133] ward,report
[133] report,ward
[133] ward,ran
[133] ran,sheets
[133] sheets,hrs
[133] hrs,today
[133] today,ward
[133] ward,thermometer
[133] thermometer,broken

Top Word Pairs in Tweet in G9:
[115] ppe,contracts
[111] found,government
[111] government,guilty
[101] worth,more
[100] guilty,awarding
[100] awarding,dodgy
[100] dodgy,ppe
[95] contracts,pals
[94] today,judge
[94] judge,found

Top Word Pairs in Tweet in G10:
[104] vip,lane
[99] ppe,contracts
[93] award,ppe
[82] high,court
[68] lane,award
[63] government's,use
[62] two,companies
[62] companies,during
[62] during,first
[61] use,called

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@mike_fabricant
@fordnation
@fai_ppe
@lewis_goodall
@keir_starmer
@yasumaserooooo
@paulbranditv
@format_ppe
@mrjamesob

Top Replied-To in G1:
@sammypops
@dannyriding25
@gree92814918
@mirrorpolitics
@whywouldyou_uk
@regenerationex
@lloydhardy
@vermars26

Top Replied-To in G2:
@goodlawproject
@bbclaurak
@paulbranditv
@martinslewis
@guardian
@rpugh79
@iandunt
@bethrigby
@bbcnews
@drrosena

Top Replied-To in G3:
@lewis_goodall
@doctor_oxford
@shaunlintern
@supertanskiii
@philmcraig
@sima_kotecha
@beith123

Top Replied-To in G4:
@kit_yates_maths
@margarethodge
@stevenedginton
@jolyonmaugham
@dianecharlton11

Top Replied-To in G5:
@frontlinern22
@farmsgwendolyn
@aiustitiae

Top Replied-To in G6:

Top Replied-To in G7:
@keir_starmer
@conservatives
@scottories
@borisjohnson
@ianblackford_mp
@petewishart
@rec777777
@heywoodbill
@lyndon_chaney
@realstephenkerr

Top Replied-To in G8:
@alanbixter
@pmalinauskasmp
@mcclue1
@sallylawry
@heardboutpluto

Top Replied-To in G9:
@jon_trickett
@emeryjuliette1

Top Replied-To in G10:
@davidschneider
@arisonsned

Top Mentioned
Top Mentioned in Entire Graph:
@sammypops
@lewis_goodall
@jolyonmaugham
@goodlawproject
@frontlinern22
@jujuliagrace
@angelarayner
@tezzr44
@sima_kotecha
@jon_trickett

Top Mentioned in G1:
@sammypops
@nobigfish
@lloydhardy
@plamen_neykov
@kathyburke
@steve22239915
@andyk187
@mirrorpolitics
@ruthholliday1
@writesbright

Top Mentioned in G2:
@goodlawproject
@jujuliagrace
@angelarayner
@everydoc
@everydoctoruk
@writesbright
@jolyonmaugham
@sammypops
@gem_abbott
@lewis_goodall

Top Mentioned in G3:
@lewis_goodall
@sima_kotecha
@goodlawproject
@jolyonmaugham
@sammypops
@shaunlintern
@whyohwhyfather
@jujuliagrace
@jon_trickett
@jessphillips

Top Mentioned in G4:
@jolyonmaugham
@lewis_goodall
@goodlawproject
@jujuliagrace
@sammypops
@tariqpanja
@angelarayner
@fbpesmike
@grouse_beater
@mrrobertbob1

Top Mentioned in G5:
@frontlinern22
@pmagazine
@benweyts

Top Mentioned in G6:
@spidey_e
@utini19
@cathynottoday
@no_ri_ppe_
@payalbaghel001

Top Mentioned in G7:
@borisjohnson
@lmacca57
@keir_starmer
@ukhouseoflords
@goodlawproject
@dianehain
@conservatives
@sammypops
@terryelaineh1
@jolyonmaugham

Top Mentioned in G8:
@tezzr44
@steele4hughes
@sallylawry
@drzuess17
@alanbixter
@dom_perrottet
@sammypops
@simonbankshb
@scottmorrisonmp

Top Mentioned in G9:
@jon_trickett
@beckettunite
@claudiawebbe
@lewis_goodall
@petedavies7
@annickg87
@jolyonmaugham
@goodlawproject
@mygibbo
@redsarah99

Top Mentioned in G10:
@skynews
@davidschneider
@itvnewspolitics
@jolyonmaugham
@bhheadlines
@lewis_goodall
@goodlawproject
@doubledownnews
@sholamos1
@jujuliagrace

Top Tweeters
Top Tweeters in Entire Graph:
@aeon_japan
@virginmedia
@mrdjones
@tesco
@edinburghwatch
@s9tmt
@o2
@roblwilson
@independent
@serendipitysays

Top Tweeters in G1:
@allchanges
@betterw05759703
@sallyrmelb
@teckiegirl
@obdriftwood
@katelaity
@ks_1968
@loonylaura
@nofrills
@ppiixx

Top Tweeters in G2:
@edinburghwatch
@daily_express
@guardian
@thesun
@euethnic
@catwoman1979
@littlemore20
@60sparkle
@telegraph
@theroigner

Top Tweeters in G3:
@s9tmt
@lesleygsmith3
@roadwarrior29
@catherinemginn
@hughjaeger
@irisstylosa
@scorpiotiger77
@sashasimic
@kingsmeadmrt
@jjarichardson

Top Tweeters in G4:
@derekjohnbryant
@ana_captures
@stockexchange
@idontmind64
@orwell4ever
@grumpeoldman
@speedy_hen
@lance63
@curlyclaretoo
@s_u_a_r

Top Tweeters in G5:
@theywillbefree
@marlinaayu
@cron1411
@asioigle2013
@alvariteus
@fennecbuzzsaw
@sgf98
@_syafiqzarif_
@terryserio
@missblackxs

Top Tweeters in G6:
@mrdjones
@mackabiviper42
@eire353
@dailymailuk
@timeseurope
@sianjasper
@janicemorphet
@sleestak
@jules_cath
@raj65025523

Top Tweeters in G7:
@virginmedia
@o2
@ferguson2811
@suegray834
@o_g_log
@terryelaineh1
@trackntracer
@dbashby
@michaelrosenyes
@sound_of_sirens

Top Tweeters in G8:
@jrweaver55
@jrehnj
@kerryannsmith1
@tttezzz
@david89293299
@potcalling
@randaltsrandal
@suechapo
@preampplus
@margare37237673

Top Tweeters in G9:
@j_sutherland2
@davelawson35
@kingmark1st
@mrichalan
@redsarah99
@mrplannings
@juanluisguerra6
@jc4pmtomski
@rosiecat2
@johnhoward46

Top Tweeters in G10:
@independent
@davidbewart
@davidlance3
@marionste
@skynews
@evilbluebird
@uncleprober
@krishworlds
@superretroid
@piyakhanna


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