PPE, Twitter, 1/13/2023 9:16:51 AM, 287891


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PPE_2023-01-13_01-04-28.xlsx
PPE_2023-01-13_01-04-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2023
Short Description:
PPE via NodeXL https://bit.ly/3W2NT5r
@v_joron
@elonmusk
@matthancock
@valvalliberte
@superben78
@draseemmalhotra
@rishisunak
@carolvorders
@beckettunite
@neilwat78805459

Top hashtags:
#pfizer
#ppe
#nhs
#foreveryone
#brexit
#unidonigeriappesproject
#msme
#un

Description:
Description
The graph represents a network of 5,911 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 09:09 UTC.

The tweets in the network were tweeted over the 1192-day, 4-hour, 4-minute period from Tuesday, 08 October 2019 at 20:55 UTC to Friday, 13 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 : 5911
Unique Edges : 2813
Edges With Duplicates : 11106
Total Edges : 13919
Number of Edge Types : 9
Retweet : 3892
MentionsInRetweet : 5008
Tweet : 584
MentionsInReplyTo : 2873
Replies to : 1098
MentionsInQuote : 34
Mentions : 179
MentionsInQuoteReply : 161
Quote : 90
Self-Loops : 786
Reciprocated Vertex Pair Ratio : 0.0198991031390135
Reciprocated Edge Ratio : 0.0390217092607859
Connected Components : 604
Single-Vertex Connected Components : 174
Maximum Vertices in a Connected Component : 4097
Maximum Edges in a Connected Component : 10408
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.69016
Graph Density : 0.00020833565914706
Modularity : 0.499216
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,911 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 09:09 UTC.

The tweets in the network were tweeted over the 1192-day, 4-hour, 4-minute period from Tuesday, 08 October 2019 at 20:55 UTC to Friday, 13 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:
[22] https://www.linkedin.com/posts/unido-nigeria-ppe-project_unidonigeriappesproject-msme-un-activity-6995116739655028736-gV_c
[10] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[9] https://gemmed.ghc-j.com/?p=51950
[9] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230113090601&media=search_link&type=text
[9] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230113090600&media=search_link&type=text
[8] https://www.theguardian.com/world/2023/jan/11/mps-and-peers-should-declare-links-to-firms-they-back-for-contracts-says-nao?CMP=Share_AndroidApp_Other
[8] https://twitter.com/FaryRida/status/1181677486523871232/photo/1
[7] https://twitter.com/demchik1986/status/1613473292265955328/photo/1
[6] 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
[6] https://twitter.com/FaryRida/status/1181674614696529920/photo/1

Top URLs in Tweet in G1:
[2] https://twitter.com/v_joron/status/1613437024047857667
[1] https://www.euractiv.fr/section/sante-modes-de-vie/news/pfizer-pourrait-etre-exclu-du-parlement-europeen/

Top URLs in Tweet in G2:
[3] https://www.bbc.co.uk/news/uk-politics-63864192
[2] https://www.ft.com/content/7a2093f8-55f8-400f-9176-2225b9193e05
[1] https://twitter.com/carolvorders/status/1605469475486040065/photo/1
[1] https://www.mirror.co.uk/news/politics/michelle-mones-husband-gifted-tories-28852964?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs
[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/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?CMP=share_btn_tw
[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://goodlawproject.org/revealed-the-names-of-those-who-referred-covid-testing-firms-into-the-vip-lane/
[1] https://twitter.com/Britain_People/status/1612801053942075398/photo/1

Top URLs in Tweet in G3:
[1] 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
[1] https://twitter.com/Nurseborisbash/status/1613206775028760576

Top URLs in Tweet in G4:
[4] https://twitter.com/MartinPurvis6/status/1613556014862704643/photo/1
[3] https://twitter.com/conservatives/status/1613226499682799619
[2] https://twitter.com/Conservatives/status/1613226499682799619
[2] https://www.politico.eu/article/conservative-uk-ppe-contracts-feldman-audit/
[1] https://twitter.com/RishiSunak/status/1613217310516600833/photo/1
[1] https://twitter.com/RishiSunak/status/1613249586503782402/video/1
[1] https://twitter.com/SteveBarclay/status/1613169207033692160/video/1
[1] https://twitter.com/Conservatives/status/1613226499682799619/photo/1
[1] https://twitter.com/Conservatives/status/1613165045038333955/video/1
[1] https://twitter.com/Conservatives/status/1613249397009321985/video/1

Top URLs in Tweet in G5:
[5] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[4] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211
[3] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[3] https://www.thetimes.co.uk/article/18c11ea4-910b-11ed-beb4-99fcdfa7645c?shareToken=4a24393cbfac22a2d44f129b8fae9331
[3] https://www.theguardian.com/uk-news/2023/jan/12/steve-barclay-privately-concedes-he-will-have-to-increase-pay-offer-to-nhs-staff
[1] https://twitter.com/Councillorsuzie/status/1613598395918073857
[1] https://twitter.com/ScottBentonMP/status/1613153789845848067/photo/1
[1] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[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://www.thelondoneconomic.com/news/businessman-who-made-13m-from-largely-unused-ppe-celebrates-birthday-with-briefcase-of-cash-cake-339988/

Top URLs in Tweet in G6:
[9] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230113090600&media=search_link&type=text
[9] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230113090601&media=search_link&type=text
[4] https://twitter.com/ElvingtonPlant/status/1613544261949046787/photo/1
[4] https://twitter.com/artvast/status/1613523585032933383/photo/1
[4] https://twitter.com/BharatUrban/status/1613525460268503040/photo/1
[3] https://twitter.com/tangkwa14090049/status/1613510102161698821/photo/1
[3] https://twitter.com/SERVPRO_EBW/status/1613572887809560576/photo/1
[2] https://www.ehstoday.com/ppe/fall-protection/article/21254992/why-training-is-still-one-of-the-best-ways-to-prevent-falls
[2] https://pesticideresources.org/wps/guide/ppe.html
[2] https://twitter.com/PercPesticide/status/1613627345478504448/photo/1

Top URLs in Tweet in G7:
[2] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[2] https://twitter.com/MarinaPurkiss/status/1613463794088566784
[2] https://twitter.com/DrDKynaston/status/1613695623399673856/photo/1
[1] https://goodlawproject.org/michelle-donelan-partner-contracts/
[1] https://twitter.com/MarinaPurkiss/status/1613463794088566784/video/1
[1] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[1] https://twitter.com/MarinaPurkiss/status/1613300122183417862
[1] https://twitter.com/TalkTV/status/1613152906949328901/video/1
[1] https://twitter.com/TalkTV/status/1613149122550460418/video/1
[1] https://twitter.com/AnasSarwar/status/1613523750078611456/video/1

Top URLs in Tweet in G8:
[4] https://twitter.com/PPEtoheros/status/1603761439524675586/photo/1
[3] https://twitter.com/nytscience/status/1545798598239158272
[2] https://twitter.com/wsbgnl/status/1605528719648505856/photo/1
[1] http://www.archives.gov.on.ca/en/e_records/sars/report/v1-pdf/Vol1Chp3.pdf
[1] https://twitter.com/RealCheckMarker/status/1611399822401245191/photo/1
[1] https://twitter.com/RealCheckMarker/status/1613607518780915712/photo/1
[1] https://twitter.com/RealCheckMarker/status/1596511330672205825?s=20&t=Th5c87FAQGb9fgjdjcp3Aw
[1] https://twitter.com/RealCheckMarker/status/1611399822401245191?s=20&t=Th5c87FAQGb9fgjdjcp3Aw
[1] https://en.wikipedia.org/wiki/COVID-19_misinformation_by_the_United_States
[1] https://twitter.com/RealCheckMarker/status/1613601409840054273/photo/1

Top URLs in Tweet in G9:
[1] https://twitter.com/LeeAndersonMP_/status/1613546522372706304/video/1
[1] https://twitter.com/LeeAndersonMP_/status/1612811519884144643/video/1
[1] https://twitter.com/LeeAndersonMP_/status/1613200993365139457/photo/1
[1] https://twitter.com/laurencrewgirl/status/1559941750218694656/photo/1
[1] https://twitter.com/michaeljmarra/status/1613240826246619139/video/1
[1] https://twitter.com/mikedgratton/status/1613670971759640585/photo/1

Top URLs in Tweet in G10:
[3] https://twitter.com/matthancock/status/1613159691785482240
[2] https://twitter.com/hicksyalex/status/1613477223020871680/photo/1
[2] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1673030058
[1] https://twitter.com/MattHancock/status/1613159691785482240/video/1
[1] https://twitter.com/doctor_oxford/status/1613143042340298752
[1] https://www.bbc.co.uk/news/uk-politics-64236687
[1] https://twitter.com/david_conn/status/1610772473838186503/photo/1
[1] https://twitter.com/TruthfulUnicor1/status/1613509888860094471/photo/1
[1] https://twitter.com/ecraep1k/status/1613492544138092544/photo/1
[1] https://twitter.com/JasonManford/status/1596645449880014855

Top Domains
Top Domains in Tweet in Entire Graph:
[631] twitter.com
[66] theguardian.com
[59] co.uk
[25] linkedin.com
[19] dmm.com
[18] ppe.pl
[13] co.jp
[9] ghc-j.com
[9] goodlawproject.org
[7] youtube.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] euractiv.fr

Top Domains in Tweet in G2:
[5] twitter.com
[5] co.uk
[3] theguardian.com
[2] ft.com
[1] goodlawproject.org

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

Top Domains in Tweet in G4:
[37] twitter.com
[9] co.uk
[3] theguardian.com
[2] politico.eu
[1] gov.uk
[1] youtube.com
[1] newsthump.com
[1] org.uk
[1] bylinetimes.com

Top Domains in Tweet in G5:
[11] twitter.com
[10] co.uk
[8] theguardian.com
[4] goodlawproject.org
[1] thelondoneconomic.com
[1] yahoo.com
[1] gbnews.uk
[1] bylines.scot

Top Domains in Tweet in G6:
[88] twitter.com
[19] dmm.com
[12] co.uk
[9] theguardian.com
[3] ebay.com
[3] linkedin.com
[2] ehstoday.com
[2] pesticideresources.org
[2] dy.si
[2] ac.uk

Top Domains in Tweet in G7:
[19] twitter.com
[4] goodlawproject.org
[2] theguardian.com
[2] co.uk
[1] stv.tv
[1] bbc.com
[1] spotlightcorruption.org

Top Domains in Tweet in G8:
[26] twitter.com
[1] on.ca
[1] wikipedia.org
[1] washingtonpost.com
[1] mckinsey.com
[1] nytimes.com
[1] trib.al
[1] who.int
[1] cdc.gov

Top Domains in Tweet in G9:
[6] twitter.com

Top Domains in Tweet in G10:
[13] twitter.com
[3] theguardian.com
[1] co.uk
[1] twinybots.ch

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1245] pfizer
[139] ppe
[63] nhs
[40] foreveryone
[23] brexit
[22] unidonigeriappesproject
[22] msme
[22] un
[22] unitednation
[22] nafdac



Top Hashtags in Tweet in G1:
[1237] pfizer
[1] vonderleyen
[1] lr
[1] renaissance

Top Hashtags in Tweet in G2:
[5] ppescandal
[2] nhs
[1] gtto
[1] brexit
[1] ppe

Top Hashtags in Tweet in G3:
[1] wato
[1] bbcpm
[1] r4today

Top Hashtags in Tweet in G4:
[7] ppe
[5] covid
[4] nhsstrikes
[4] toriesout
[4] generalelectionnow
[4] nhs
[3] torycriminals
[3] sameoldlabour
[3] supportthestrikes
[3] toriesdestroyingourcountry

Top Hashtags in Tweet in G5:
[53] nhs
[47] ppe
[20] brexit
[10] torycorruption
[6] harry
[4] tories
[2] obsceneprofits
[1] toriesout
[1] bbcqt
[1] reesmogg

Top Hashtags in Tweet in G6:
[23] ppe
[3] medical
[2] safety
[2] covid19
[2] fattiunarisata
[2] bbcqt
[2] british
[1] chemikal
[1] detergents
[1] disinfectants

Top Hashtags in Tweet in G7:
[4] austerity
[4] corruption
[4] brokenbritain
[3] torycorruption
[3] ppe
[2] talktv
[2] pmqs
[1] strikers
[1] elizabethline
[1] bbcqt

Top Hashtags in Tweet in G8:
[9] xbb15
[2] precautionaryprinciple
[1] dontlookup

Top Hashtags in Tweet in G9:
[1] auobinverness
[1] auobnow

Top Hashtags in Tweet in G10:
[3] gaslighting
[1] kayburley
[1] bbcbreakfast
[1] standwithandrewbridgen
[1] health

Top Words
Top Words in Tweet in Entire Graph:
[2386] ppe
[2164] tory
[1268] nurses
[1266] audit
[1264] questions
[1249] saw
[1247] pourrait
[1246] être
[1246] parlement
[1246] européen

Top Words in Tweet in G1:
[1238] demande
[1238] parlement
[1238] européen
[1237] refus
[1237] pourrait
[1237] questions
[1237] être
[1237] exclu
[1237] venir
[1237] #pfizer

Top Words in Tweet in G2:
[582] carolvorders
[492] corrupt
[492] tory
[483] boris
[481] party
[480] living
[480] partygate
[479] donor's
[479] johnson
[479] home

Top Words in Tweet in G3:
[1164] tory
[1145] nurses
[1144] saw
[583] ppe
[573] beckettunite
[573] harder
[573] work
[572] shifts
[572] long
[572] faces

Top Words in Tweet in G4:
[144] ppe
[127] rishisunak
[123] conservatives
[78] money
[53] fraud
[52] labour
[50] tory
[48] sunak
[47] always
[46] nurseborisbash

Top Words in Tweet in G5:
[175] ppe
[102] pay
[88] tory
[87] scottbentonmp
[76] vip
[73] lane
[72] centralbylines
[69] open
[67] pockets
[65] extra

Top Words in Tweet in G6:
[147] ppe
[23] #ppe
[22] more
[19] 写真集電子書籍
[19] never
[18] ヤングガンガンデジタル限定写真集
[18] night
[18] dmm
[18] おすすめです
[18] halloween

Top Words in Tweet in G7:
[97] ppe
[63] marinapurkiss
[56] track
[55] trace
[54] know
[53] goodlawproject
[52] michelle
[51] don
[50] those
[50] worth

Top Words in Tweet in G8:
[86] admin
[78] ppetoheros
[55] dfisman
[41] hard
[41] prevent
[41] doesn
[41] case
[41] ashish
[40] goes
[40] ppe

Top Words in Tweet in G9:
[121] tory
[107] mone
[101] husband
[99] scottish
[96] resurrecting
[96] peer
[96] forensics
[96] fled
[96] stv
[96] ferries

Top Words in Tweet in G10:
[102] matthancock
[99] ppe
[79] abridgen
[76] biological
[76] sciences
[69] vaccines
[68] studied
[67] discuss
[67] educated
[67] graduate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1245] parlement,européen
[1244] pourrait,être
[1244] être,exclu
[1244] exclu,parlement
[1243] venir,répondre
[1243] questions,#pfizer
[1243] suite,refus
[1243] européen,demande
[1243] répondre,questions
[1243] refus,venir

Top Word Pairs in Tweet in G1:
[1238] parlement,européen
[1237] répondre,questions
[1237] européen,demande
[1237] refus,venir
[1237] exclu,parlement
[1237] suite,refus
[1237] venir,répondre
[1237] questions,#pfizer
[1237] pourrait,être
[1237] être,exclu

Top Word Pairs in Tweet in G2:
[481] tory,party
[479] rentgate,boris
[479] morally,corrupt
[479] johnson,living
[479] 20m,home
[479] partygate,turns
[479] corrupt,lies
[479] home,tory
[479] living,donor's
[479] party,morally

Top Word Pairs in Tweet in G3:
[573] work,harder
[572] tory,ministers
[572] nurses,faces
[572] wearing,ppe
[572] saw,nurses
[572] cut,long
[572] faces,cut
[572] shifts,wearing
[572] nurses,work
[572] ppe,saw

Top Word Pairs in Tweet in G4:
[45] ppe,fraud
[44] labour,always
[44] rishi,sunak
[42] sunak,rishisunak
[42] money,rishi
[42] rishisunak,ppe
[42] run,people's
[42] people's,money
[42] always,run
[42] old,labour

Top Word Pairs in Tweet in G5:
[68] vip,ppe
[68] ppe,lane
[63] centralbylines,scottbentonmp
[59] scottbentonmp,pay
[58] keep,vip
[58] pay,keep
[58] lining,pockets
[58] stop,lining
[58] open,stop
[58] pockets,those

Top Word Pairs in Tweet in G6:
[18] never,ending
[18] dmm,ppe
[18] halloween,night
[18] ppe,ヤングガンガンデジタル限定写真集
[18] ヤングガンガンデジタル限定写真集,never
[18] night,写真集電子書籍
[18] ending,halloween
[7] michelle,mone
[5] ppe,contracts
[4] pipe,fitter

Top Word Pairs in Tweet in G7:
[53] track,trace
[49] don,know
[48] worth,knowing
[48] those,don
[48] partner,heads
[48] know,michelle
[48] goodlawproject,revealed
[48] revealed,partner
[48] michelle,worth
[48] knowing,goodlawproject

Top Word Pairs in Tweet in G8:
[40] case,admin
[40] goes,admin
[40] admin,doesn
[40] admin,fighting
[40] ashish,goes
[40] fighting,prevent
[40] hard,case
[40] doesn,hard
[39] ppetoheros,ashish
[39] prevent,worke

Top Word Pairs in Tweet in G9:
[96] stv,applying
[96] ferries,scottish
[96] forensics,resurrecting
[96] tory,peer
[96] husband,fled
[96] peer,mone
[96] mone,husband
[96] scottish,tory
[96] watergate,forensics
[96] resurrecting,ferries

Top Word Pairs in Tweet in G10:
[76] biological,sciences
[67] best,educated
[67] matthancock,ppe
[67] discuss,vaccines
[67] studied,biological
[67] ppe,graduate
[67] vaccines,matthancock
[67] graduate,abridgen
[67] abridgen,studied
[67] educated,discuss

Top Replied-To
Top Replied-To in Entire Graph:
@openviewforever
@conservatives
@councillorsuzie
@format_ppe
@scottbentonmp
@andrewrtdavies
@googlejesusjes1
@rishisunak
@politlcsuk
@ppe_ee825

Top Replied-To in G2:
@carolvorders
@kiel_robinson
@ladywaspi

Top Replied-To in G3:
@beckettunite
@conservatives

Top Replied-To in G4:
@conservatives
@rishisunak
@stevebarclay
@jacob_rees_mogg
@richardburgon
@danch2000
@toryboypierce
@itvpeston
@michellemone
@nurseborisbash

Top Replied-To in G5:
@scottbentonmp
@10downingstreet
@paultempleman6
@suesuezep
@councillorsuzie
@rishisunak
@carlgroves10
@juergen_maier
@counsellingsam
@thebma

Top Replied-To in G7:
@councillorsuzie
@matthewstadlen
@marinapurkiss
@markdavid82
@scottories
@greghunter
@simplyredhq
@willie_rennie
@stvnews
@grumpyoldman23

Top Replied-To in G8:
@pestemagazine
@ppetoheros
@hardasshelen
@bobrae48
@youarelobbylud
@systematic_fun
@realcheckmarker
@lauramiers
@dfisman
@1loriking

Top Replied-To in G9:
@leeandersonmp_
@jasonbe71387572
@bbcquestiontime
@pppppppplppppp
@laurencrewgirl
@walterwhite444
@michaeljmarra
@ianmurraymp
@bladeofthes
@matthewstadlen

Top Replied-To in G10:
@matthancock
@sajidjavid
@draseemmalhotra
@garetheve
@david_conn
@haggis_uk
@marinapurkiss
@drhoenderkamp
@trish_ni
@c_plushie

Top Mentioned
Top Mentioned in Entire Graph:
@v_joron
@carolvorders
@beckettunite
@rishisunak
@thelege01259054
@matthancock
@abridgen
@zero_4
@centralbylines
@ppetoheros

Top Mentioned in G1:
@v_joron
@arnoldschruof

Top Mentioned in G2:
@carolvorders
@britain_people
@satirical_p
@goodlawproject
@natashaklondon
@mikegalsworthy
@marinapurkiss
@jliffe
@dailymirror
@jessrocks71

Top Mentioned in G3:
@beckettunite
@carolvorders
@taxbod
@maisongladys
@bobjame10303195

Top Mentioned in G4:
@rishisunak
@conservatives
@nurseborisbash
@jacob_rees_mogg
@johnredwood
@lordrennard
@the_tpa
@stevebarclay
@davidagoodland
@jeremy_hunt

Top Mentioned in G5:
@centralbylines
@scottbentonmp
@keepnhspublic
@uklabour
@ianmurr58938445
@conservative
@handfordsteven
@brexit_mistake
@beckettunite
@carolvorders

Top Mentioned in G6:
@marspioneer

Top Mentioned in G7:
@marinapurkiss
@goodlawproject
@councillorsuzie
@matthewstadlen
@holyrooddaily
@conservatives
@kelvmackenzie
@grahamsmsp
@radicalrog
@centralbylines

Top Mentioned in G8:
@ppetoheros
@dfisman
@jordanmroberts
@drericding
@enemyinastate
@rickabright
@yaneerbaryam
@benjaminmateus7
@evanblake17
@mehdirhasan

Top Mentioned in G9:
@thelege01259054
@bladeofthes
@carolvorders
@leeandersonmp_
@beckettunite
@bbciplayer
@spectator
@jillhur06648946
@bbcquestiontime
@rishisunak

Top Mentioned in G10:
@matthancock
@abridgen
@hicksyalex
@rishisunak
@on_the_news_ltd
@simonbunce63
@haggis_uk
@guardian
@petelondoneruk
@clairecoutinho

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@dennys_pr
@americanair
@sandradunn1955
@daily_express
@cheezwitham
@kokusizu2
@allchanges
@carrybeyond

Top Tweeters in G1:
@rosyjour
@cmartyluso1
@danubaud
@lopezdominique2
@barberis888
@william85837998
@patureaumarie
@morismyriam
@hussard3
@wickedfairysad

Top Tweeters in G2:
@allchanges
@wildwalkerwoman
@dailymirror
@tshep42
@thestephenralph
@paulpaul49
@wavetop
@j_sutherland2
@esme_hornbeam
@june4th

Top Tweeters in G3:
@chani_bayle
@terryelaineh1
@mconway70
@marciaj64
@imoanalothutchy
@glynis_fisher
@paul_trembath
@joandevizes
@ellih53
@saleemulhuq

Top Tweeters in G4:
@sandradunn1955
@daily_express
@manatrue
@uncleprober
@hugorelly
@jazzaoxon
@quangels
@peterdilworth1
@60sleigh
@johnwest_jaws

Top Tweeters in G5:
@roadwarrior29
@matilda_w_
@iloveautumn2
@brookebay21
@miftyjackson
@tristramwyatt
@andreww66619812
@jkldnmad
@vjl2
@timewalkproject

Top Tweeters in G6:
@seasonsgala
@pqpolitics
@heather_c_c
@marspioneer
@piotrek1988
@portal_politico
@1970er
@letemps
@goldcat63
@five_chip

Top Tweeters in G7:
@trackntracer
@phyl_jones
@sallywe98901725
@tdoylecarasol
@stvnews
@pancakeson
@susiemichele
@luvfb_hatefifa
@111meeuwis
@woodgnomology

Top Tweeters in G8:
@americanair
@cheezwitham
@1loriking
@katcapps
@kirkmurphy
@joejaggi
@natricer
@juliethewarrior
@kim_crawley
@jamieon94964661

Top Tweeters in G9:
@beverlyfolkers
@chicgibson
@maureenpickeri5
@brown666w
@garrylloydthom2
@chloe4711
@allanukscotland
@sunick51
@farlaneteri
@tartan1320

Top Tweeters in G10:
@guardian
@josmirek
@cole_davesc66
@yazzy_321
@mssassysally
@paulajanemorri4
@tired1967
@tonx10
@gordonl45822272
@christi46995357


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