PPE, Twitter, 3/19/2023 8:30:08 AM, 291578


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PPE_2023-03-19_01-19-56.xlsx
PPE_2023-03-19_01-19-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2023
Short Description:
PPE via NodeXL https://bit.ly/3Jq7197
@withorpe
@britain_people
@chrispduck
@nurseborisbash
@spacecadetstu
@gyllking
@sangitamyska
@paulgeraghty11
@anniepop2027
@conservatives

Top hashtags:
#ppe
#sunakout
#johnsontheliar
#partygate
#bbcbias
#fraud
#jenniferarcuri

Description:
Description
The graph represents a network of 4,921 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:23 UTC.

The tweets in the network were tweeted over the 949-day, 19-hour, 11-minute period from Tuesday, 11 August 2020 at 04:49 UTC to Sunday, 19 March 2023 at 00:00 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 : 4921
Unique Edges : 1486
Edges With Duplicates : 11097
Total Edges : 12583
Number of Edge Types : 9
Retweet : 3912
MentionsInRetweet : 4338
Replies to : 1292
MentionsInReplyTo : 2247
Tweet : 412
Mentions : 155
Quote : 127
MentionsInQuote : 70
MentionsInQuoteReply : 30
Self-Loops : 562
Reciprocated Vertex Pair Ratio : 0.0248352762290928
Reciprocated Edge Ratio : 0.0484668644906034
Connected Components : 390
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 3380
Maximum Edges in a Connected Component : 9086
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.636538
Graph Density : 0.000250543960428428
Modularity : 0.420816
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,921 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:23 UTC.

The tweets in the network were tweeted over the 949-day, 19-hour, 11-minute period from Tuesday, 11 August 2020 at 04:49 UTC to Sunday, 19 March 2023 at 00:00 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:
[302] http://conservativeshome.com/johnson-the-love-rat-pt-2/
[53] https://twitter.com/khunpatt55/status/1637010256978128898/video/1
[12] https://twitter.com/MakeMacan/status/1637078506428588032/photo/1
[12] https://twitter.com/VassalloChan/status/1634673376882229248/photo/1
[9] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[8] https://twitter.com/ichigenya/status/1637070082131263488/photo/1
[6] https://twitter.com/saki_miyamoto/status/1632258546665664512/photo/1
[5] https://twitter.com/zegxak/status/1637010463056859143/video/1
[5] https://www.thetimes.co.uk/article/bbc-chairman-richard-sharp-helped-friend-land-standards-role-dvlvm372r
[4] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle

Top URLs in Tweet in G1:
[1] https://twitter.com/ukiswitheu/status/1595700332750946305/video/1
[1] https://twitter.com/withorpe/status/1637135259077574657
[1] https://twitter.com/acgrayling/status/1637157582820311040
[1] https://twitter.com/brokenbottleboy/status/1637055149884489728/photo/1
[1] https://www.telegraph.co.uk/news/2023/03/17/how-gary-lineker-tops-135m-bbc-salary-licence-fee-money/?utm_content=telegraph&utm_medium=Social&utm_campaign=Echobox&utm_source=Twitter#Echobox=1679082085
[1] https://www.theguardian.com/politics/2021/may/18/ministers-lobbied-officials-over-ppe-contracts-court-hears
[1] https://twitter.com/DrEliDavid/status/1630281104019128328/video/1

Top URLs in Tweet in G2:
[1] https://twitter.com/Britain_People/status/1637111113916588032/photo/1
[1] https://twitter.com/Britain_People/status/1637081418085072901/photo/1
[1] https://twitter.com/Britain_People/status/1635179080835567619/photo/1
[1] https://twitter.com/Britain_People/status/1636777163184803841/photo/1
[1] https://twitter.com/Britain_People/status/1637117153408331777/photo/1
[1] https://twitter.com/Britain_People/status/1637206240358174720/photo/1
[1] https://twitter.com/Britain_People/status/1636864714431946753/photo/1
[1] https://twitter.com/Britain_People/status/1636428627490271233/photo/1
[1] https://twitter.com/Britain_People/status/1634999729418551296/photo/1
[1] https://twitter.com/Britain_People/status/1637153643953786880/photo/1

Top URLs in Tweet in G3:
[302] http://conservativeshome.com/johnson-the-love-rat-pt-2/
[4] https://www.theguardian.com/media/2023/jan/25/richard-sharp-shareholder-in-firm-awarded-600k-while-he-was-no-10-adviser?CMP=share_btn_tw
[4] https://twitter.com/ZDFlondon/status/1636030945504509956/video/1
[4] https://www.theguardian.com/politics/2023/feb/12/firm-won-ppe-contract-greg-hands-approached-by-tory-activist-luxe-lifestyle
[4] https://twitter.com/davelimited/status/1636789100450820096/photo/1
[3] https://twitter.com/docrussjackson/status/1636664509677928452
[3] https://www.itv.com/news/2019-11-17/jennifer-arcuri-boris-johnson-cast-me-aside-as-if-i-were-a-gremlin
[3] https://www.bbc.co.uk/contact/complaints/make-a-complaint/#/Complaint
[3] https://www.thetimes.co.uk/article/bbc-chairman-richard-sharp-helped-friend-land-standards-role-dvlvm372r
[3] https://twitter.com/Brexit_Mistake/status/1637137676808728578/photo/1

Top URLs in Tweet in G4:
[1] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826
[1] https://www.theguardian.com/society/2023/mar/17/government-to-cut-250m-from-social-care-workforce-funding-in-england-report-says
[1] https://twitter.com/StFilansDream/status/1637100495616475139/photo/1
[1] https://www.thetimes.co.uk/article/bbc-chairman-richard-sharp-helped-friend-land-standards-role-dvlvm372r
[1] https://twitter.com/solentstars/status/1637166724846944259/photo/1
[1] https://twitter.com/Briannicus/status/1637147765925900289/photo/1
[1] https://twitter.com/carcopithecon/status/1637198715277459457/photo/1
[1] https://twitter.com/danielgoyal/status/1637027216520347650

Top URLs in Tweet in G5:
[1] https://twitter.com/GBNEWS/status/1636615850877763585
[1] https://www.dailymail.co.uk/news/article-11870157/Move-jobless-countryside-help-pick-crops-says-Tory-peer-farmers-union-boss-shows-support.html
[1] https://twitter.com/kinlochleven7/status/1637070934023520262/photo/1
[1] https://twitter.com/jacob_rees_mogg/status/1636696174932512771

Top URLs in Tweet in G6:
[1] https://twitter.com/_JackJazz/status/1636716199814868993/photo/1
[1] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.mirror.co.uk/news/politics/firms-linked-tories-won-500m-22563625
[1] https://news.sky.com/story/government-legal-bill-to-fight-ppe-company-linked-to-tory-peer-michelle-mone-tops-10m-12780723
[1] https://bylinetimes.com/2023/03/16/mps-daughter-denies-actions-akin-to-blackmail-of-ppe-boss-for-vip-lane-commission/

Top URLs in Tweet in G7:
[9] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/SangitaMyska/status/1636741509226590210/photo/1

Top URLs in Tweet in G8:
[53] https://twitter.com/khunpatt55/status/1637010256978128898/video/1
[12] https://twitter.com/MakeMacan/status/1637078506428588032/photo/1
[5] https://twitter.com/zegxak/status/1637010463056859143/video/1
[3] https://twitter.com/MOE_PPE/status/1637068006999179265/photo/1
[2] https://twitter.com/siisiibiimiimii/status/1636749026669518849?t=JAgSWcZNaW6jhszo0Zr_yA&s=19
[2] https://twitter.com/MakeMacan/status/1637114035878641665/photo/1
[1] https://twitter.com/MakeMacan/status/1637062992197193728/photo/1
[1] https://twitter.com/MakeMacan/status/1637068412890542081/photo/1
[1] https://twitter.com/siisiibiimiimii/status/1636749026669518849/photo/1
[1] https://twitter.com/i/web/status/1636181859645394944

Top URLs in Tweet in G9:
[4] https://twitter.com/HMSIndia_/status/1637162650512793600/photo/1
[2] https://www.firerescue1.com/personal-protective-equipment-ppe/articles/iaff-sues-nfpa-to-remove-pfas-from-protective-gear-hAsytCWwA8O7XxMa/
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://twitter.com/miranda_nigel/status/1637174033581047808/photo/1
[1] https://twitter.com/JendcoSafety/status/1637136911398498305/photo/1
[1] https://mshmedical.ca/product/senior-womens-adaptive-open-back-lace-blazer-twofer/
[1] https://twitter.com/MSHMedSupplies/status/1637076485239451648/photo/1
[1] https://twitter.com/TweshaSA/status/1637167307045609479/photo/1
[1] https://www.alkoplus.com/
[1] https://twitter.com/ALKOPLUS/status/1637083978627952640/photo/1

Top URLs in Tweet in G10:
[4] https://twitter.com/SuellaBraverman/status/1637176486632345605/photo/1
[2] https://twitter.com/ukhomeoffice/status/1636786827616190464/photo/1
[2] https://twitter.com/SuellaBraverman/status/1637177607983620096/photo/1
[2] https://twitter.com/ukhomeoffice/status/1636786827616190464
[1] https://twitter.com/ukhomeoffice/status/1637043186164965379/photo/1
[1] https://www.gov.uk/government/news/two-arrested-in-immigration-raid-at-manchester-abattoir
[1] https://twitter.com/William26737142/status/1637216036616302592/photo/1
[1] https://twitter.com/implausibleblog/status/1636799436318703616/video/1
[1] https://bylinetimes.com/2022/11/25/what-happened-ppe-procurement-covid-pandemic-uk/
[1] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw

Top Domains
Top Domains in Tweet in Entire Graph:
[654] twitter.com
[302] conservativeshome.com
[55] co.uk
[31] theguardian.com
[7] youtube.com
[6] bylinetimes.com
[5] sky.com
[4] indeed.com
[4] itv.com
[4] gov.uk

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

Top Domains in Tweet in G2:
[15] twitter.com
[1] bylinetimes.com

Top Domains in Tweet in G3:
[302] conservativeshome.com
[171] twitter.com
[22] theguardian.com
[20] co.uk
[4] itv.com
[3] sky.com
[3] goodlawproject.org
[2] parliament.uk
[2] msn.com
[2] gov.uk

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

Top Domains in Tweet in G5:
[3] twitter.com
[1] co.uk

Top Domains in Tweet in G6:
[1] twitter.com
[1] theguardian.com
[1] co.uk
[1] sky.com
[1] bylinetimes.com

Top Domains in Tweet in G7:
[9] co.uk
[1] twitter.com

Top Domains in Tweet in G8:
[86] twitter.com

Top Domains in Tweet in G9:
[36] twitter.com
[2] firerescue1.com
[2] co.uk
[2] etsy.com
[2] ppe.pl
[1] mshmedical.ca
[1] alkoplus.com
[1] ac.uk
[1] yegob.rw
[1] dan.com

Top Domains in Tweet in G10:
[13] twitter.com
[1] gov.uk
[1] bylinetimes.com
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[397] ppe
[365] sunakout
[356] johnsontheliar
[356] partygate
[351] bbcbias
[344] fraud
[332] jenniferarcuri
[330] toriesout254
[316] michellemone
[316] generalelectionnow



Top Hashtags in Tweet in G1:
[2] ppe
[1] ppescandal
[1] newsnight
[1] michealgove
[1] michellemone

Top Hashtags in Tweet in G2:
[3] michellemone
[2] bbcbias
[1] resignrichardsharp
[1] ppescandal
[1] tuftonstreet
[1] getbackourbillions
[1] pandemicprofiteer

Top Hashtags in Tweet in G3:
[365] sunakout
[356] johnsontheliar
[356] partygate
[348] bbcbias
[344] fraud
[332] jenniferarcuri
[330] toriesout254
[315] generalelectionnow
[313] richardsharpe
[311] ppe

Top Hashtags in Tweet in G5:
[1] budget2023
[1] torylies
[1] hero2zero
[1] corytunts

Top Hashtags in Tweet in G6:
[2] vip
[2] ppe
[1] generalelectionnow
[1] torysleaze
[1] gttonow
[1] conservatives
[1] trackandtrace

Top Hashtags in Tweet in G8:
[58] myschoolpresidentonstaged1
[53] ppe
[29] kdppe
[24] perthtanapon
[4] perth_the22ndstory
[3] perthsday22

Top Hashtags in Tweet in G9:
[11] ppe
[2] health
[2] etsy
[2] gasmask
[2] mask
[2] protection
[2] toxic
[2] nuclear
[2] radioactive
[2] cbrn

Top Hashtags in Tweet in G10:
[1] tories

Top Words
Top Words in Tweet in Entire Graph:
[3938] ppe
[2763] michelle
[1993] bbc
[1662] company
[1592] contracts
[1560] govt
[1524] gove
[1512] withorpe
[1508] involved
[1507] mone's

Top Words in Tweet in G1:
[1217] ppe
[1206] gove
[1200] withorpe
[1195] contracts
[1194] michelle
[1192] email
[1191] govt
[1191] mone's
[1191] shows
[1191] procuring

Top Words in Tweet in G2:
[1623] bbc
[964] ppe
[960] michelle
[815] mone
[813] britain_people
[812] boris
[810] state
[810] media
[810] affiliated
[809] johnson's

Top Words in Tweet in G3:
[588] rpt
[367] investigations
[366] needed
[365] #sunakout
[356] #johnsontheliar
[356] #partygate
[348] #bbcbias
[344] #fraud
[332] #jenniferarcuri
[330] #toriesout254

Top Words in Tweet in G4:
[282] michelle
[273] ppe
[229] mone
[197] company
[164] tory
[160] call
[159] kicked
[159] thousands
[159] tens
[159] repay

Top Words in Tweet in G5:
[265] ppe
[182] nurseborisbash
[181] covid
[180] substandard
[179] long
[179] wages
[178] stopped
[178] working
[178] left
[177] decision

Top Words in Tweet in G6:
[186] 000
[128] michelle
[116] mone
[99] conservative
[98] peer
[95] being
[94] sued
[93] whereabouts
[93] news
[93] paulgeraghty11

Top Words in Tweet in G7:
[157] ppe
[118] contract
[117] over
[116] centre
[116] action
[116] legal
[116] row
[116] health
[116] department
[116] 122m

Top Words in Tweet in G8:
[58] #myschoolpresidentonstaged1
[53] ด
[53] องเพ
[53] พบเจอน
[53] #ppe
[52] khunpatt55
[29] #kdppe
[24] #perthtanapon
[21] makemacan
[20] ppe

Top Words in Tweet in G9:
[54] ppe
[12] cost
[11] living
[11] tory
[11] #ppe
[9] crisis
[7] mask
[7] sa
[6] more
[6] 000

Top Words in Tweet in G10:
[53] ppe
[31] ukhomeoffice
[22] millions
[21] pounds
[18] michelle
[16] mone
[14] arrested
[14] migrants
[13] haven
[13] two

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1559] ppe,contracts
[1505] michelle,mone's
[1504] contracts,michelle
[1504] mone's,company
[1502] shows,gove
[1502] leaked,email
[1502] procuring,203m
[1502] 203m,govt
[1502] gove,secretly
[1502] govt,ppe

Top Word Pairs in Tweet in G1:
[1192] ppe,contracts
[1191] shows,gove
[1191] michelle,mone's
[1191] leaked,email
[1191] email,shows
[1191] mone's,company
[1191] 203m,govt
[1191] involved,procuring
[1191] procuring,203m
[1191] gove,secretly

Top Word Pairs in Tweet in G2:
[814] michelle,mone
[810] state,affiliated
[810] affiliated,media
[809] jennifer,arcuri
[809] report,boris
[809] affair,jennifer
[809] mone,ppe
[809] johnson's,affair
[809] boris,johnson's
[809] bbc,report

Top Word Pairs in Tweet in G3:
[365] investigations,needed
[365] needed,#sunakout
[356] #johnsontheliar,#partygate
[332] #partygate,#jenniferarcuri
[322] #toriesout254,investigations
[300] #handcock,#excludeduk
[300] #michellemone,#gove
[300] #excludeduk,#generalelectionnow
[298] #taxreturn,#infosys
[298] #sunakout,#taxreturn

Top Word Pairs in Tweet in G4:
[211] michelle,mone
[160] call,tory
[159] backed,call
[159] mone,kicked
[159] peer,michelle
[159] thousands,people
[159] tory,peer
[159] people,backed
[159] kicked,lords
[159] lords,repay

Top Word Pairs in Tweet in G5:
[180] substandard,ppe
[179] long,covid
[178] stopped,wages
[177] ppe,stopped
[177] left,working
[177] working,substandard
[177] wages,long
[177] political,decision
[177] decision,left
[176] nurseborisbash,political

Top Word Pairs in Tweet in G6:
[113] michelle,mone
[98] peer,michelle
[94] being,sued
[93] whereabouts,conservative
[93] mone,being
[93] news,whereabouts
[93] conservative,life
[93] life,peer
[93] 000,000
[93] 130,000

Top Word Pairs in Tweet in G7:
[116] ppe,firm
[116] health,launched
[116] action,over
[116] 122m,gowns
[116] contract,against
[116] over,122m
[116] launched,legal
[116] against,ppe
[116] gowns,contract
[116] centre,row

Top Word Pairs in Tweet in G8:
[53] พบเจอน,องเพ
[53] #myschoolpresidentonstaged1,พบเจอน
[53] องเพ,ด
[53] ด,#ppe
[52] khunpatt55,#myschoolpresidentonstaged1
[23] #kdppe,#perthtanapon
[12] happinness,ppe's
[12] ths,genuine
[12] proud,happinness
[12] eyes,#kdppe

Top Word Pairs in Tweet in G9:
[11] cost,living
[8] living,crisis
[4] 000,000
[3] sars2,rg3
[3] xxxx,ppe
[3] sent,candidates
[3] comme,homme
[2] к,человеку
[2] tout,monde
[2] dt,jordan

Top Word Pairs in Tweet in G10:
[18] millions,pounds
[14] michelle,mone
[13] faulty,ppe
[12] ukhomeoffice,haven
[12] mones,took
[12] arrested,mones
[12] haven,arrested
[12] two,migrants
[12] pounds,faulty
[12] took,millions

Top Replied-To
Top Replied-To in Entire Graph:
@cc_ppe
@7n_ppe
@mikeholden42
@ppe_loved
@emmawebsdale
@kimpo1230
@britain_people
@sh1___xx
@co_ppe_bread
@thetimes

Top Replied-To in G1:
@withorpe
@c_8222
@brokenbottleboy
@telegraph
@woodgnomology
@berniespofforth

Top Replied-To in G2:
@britain_people

Top Replied-To in G3:
@mikeholden42
@thetimes
@britain_people
@bladeofthes
@dave43law
@greghands
@carolvorders
@johnwest_jaws
@saccaguru
@suesuezep

Top Replied-To in G4:
@lbc
@briannicus
@danielgoyal

Top Replied-To in G5:
@jacob_rees_mogg
@leeandersonmp_
@jibble_jabber
@rishisunak
@nurseborisbash

Top Replied-To in G6:
@kedge23
@the_chrisshaw
@paulgeraghty11
@btinher
@leepolitico
@stormysturgeon

Top Replied-To in G8:
@moe_ppe
@makemacan
@edelweis2003
@siisiibiimiimii

Top Replied-To in G10:
@ukhomeoffice
@suellabraverman
@simonjmccarthy1
@gary_d_carter
@robertjenrick
@tomtugendhat
@unitedpackage
@johnnyhammer66
@implausibleblog

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@britain_people
@nurseborisbash
@spacecadetstu
@gyllking
@sangitamyska
@bbcnews
@paulgeraghty11
@conservatives
@chrispduck

Top Mentioned in G1:
@withorpe
@woodgnomology
@c_8222
@surreyheathlds
@spacecadetstu
@angrysalmond
@stephanietang31
@britain_people

Top Mentioned in G2:
@britain_people
@withorpe
@sue35497795
@bbc
@paul_haden
@humanrightspro6
@nurseborisbash
@goodlawproject

Top Mentioned in G3:
@bbcnews
@conservatives
@chrispduck
@mikeholden42
@bbc
@johnwest_jaws
@rishisunak
@suesuezep
@garylineker
@cchqpress

Top Mentioned in G4:
@spacecadetstu
@gyllking
@withorpe
@britain_people
@stfilansdream
@nurseborisbash
@danielgoyal
@carcopithecon
@sangitamyska
@elemjay1

Top Mentioned in G5:
@nurseborisbash
@withorpe
@britain_people
@jacob_rees_mogg
@rishisunak
@johnwest_jaws
@govuk
@suesuezep
@spacecadetstu
@gyllking

Top Mentioned in G6:
@paulgeraghty11
@withorpe
@britain_people
@_jackjazz
@spacecadetstu
@nurseborisbash
@stormysturgeon
@sangitamyska
@the_chrisshaw
@kedge23

Top Mentioned in G7:
@sangitamyska
@withorpe
@britain_people
@lurganhp
@spacecadetstu
@nurseborisbash
@gyllking
@paulgeraghty11

Top Mentioned in G8:
@khunpatt55
@makemacan
@perthppe
@allaroundperth
@disknowingfrth
@suppawan2514
@moe_ppe

Top Mentioned in G9:
@sasswashere
@powerbymomblog

Top Mentioned in G10:
@ukhomeoffice
@toadovision
@hackedoffhugh
@withorpe
@enlolfc
@britain_people
@suellabraverman
@implausibleblog
@smpass
@norrskenea

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@genshin_7
@monicasloves
@roblwilson
@bliadhnaichean
@marudai_cp
@minkminmi
@1loriking
@jilliemary
@wildwalkerwoman

Top Tweeters in G1:
@wildwalkerwoman
@tartancobweb
@catherinemginn
@hughjaeger
@caz5697
@awarding_women
@carolehope2
@telegraph
@blondiesa
@knittedkittie

Top Tweeters in G2:
@terryelaineh1
@wavetop
@j_sutherland2
@hawkins_carole
@rogersurfacings
@kevthecheff
@timofnewbury
@tsunami65
@mauriceg88
@juanfucksystem

Top Tweeters in G3:
@dailymirror
@mckinlay_liz
@aunty_shirley
@bbcnews
@jwahjwah
@susanchubb1
@cernusson
@birdonthewire3
@johnwest_jaws
@anniepop2027

Top Tweeters in G4:
@childofalba
@argyllseaglass
@heather63262308
@juliecuninghame
@unojen_wood
@fascinatorfun
@jagxjr40
@micksterl_1
@vjl2
@sallywe98901725

Top Tweeters in G5:
@margymayell
@suegray834
@magapanthus
@safarisara
@jackalsbynight
@idontmind64
@knitagran
@60sleigh
@phyl_jones
@cornubiageol

Top Tweeters in G6:
@roblwilson
@hazelglasgow
@sydesjokes
@weecass1888
@saleemulhuq
@abholymoly
@the_chrisshaw
@annemichie5
@odonnelleleanor
@viviengreenlee1

Top Tweeters in G7:
@ferguson2811
@fiona_fionnagal
@marciaj64
@david96212152
@dorothy90237074
@piyakhanna
@chloe4711
@kendmacgregor
@jymbudd
@neilatembark

Top Tweeters in G8:
@bumbimknok
@fessthai
@helen22753507
@christmasprinc6
@khunpatt55
@garayjeymi
@pigsmileps
@bompaphada
@tal32005118
@makemacan

Top Tweeters in G9:
@danspena
@_y21y_
@powerbymomblog
@saysatheesh
@donwurkin
@leislgirl
@sasswashere
@brownschat
@euroefe
@kiiroiman

Top Tweeters in G10:
@implausibleblog
@moirawebster
@drmatthewhardy
@apingspring
@ronthomasphotog
@onebiskuit
@susan_bagheri
@toadovision
@southwoodterry
@shroommuse