PPE, Twitter, 4/22/2022 11:58:42 AM, 275316


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PPE_2022-04-22_00-59-10.xlsx
PPE_2022-04-22_00-59-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 22, 2022
Short Description:
PPE via NodeXL https://bit.ly/3EFxKeR
@borisjohnson
@rishisunak
@trackntracer
@reynardmuldrake
@dfcoaching1
@bbcjamescook
@opoweroscotland
@mrbenakacj
@ride4truth
@irelandtorin

Top hashtags:
#ppe
#kdppe
#perthtanapon
#หวังอี้ป๋อ
#shanghai
#q38mycoach
#partygate

Description:
Description
The graph represents a network of 8,277 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 Friday, 22 April 2022 at 08:05 UTC.

The requested start date was Friday, 22 April 2022 at 00:01 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, 4-hour, 45-minute period from Tuesday, 19 April 2022 at 07:35 UTC to Thursday, 21 April 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 : 8277
Unique Edges : 6472
Edges With Duplicates : 10515
Total Edges : 16987
Number of Edge Types : 5
Tweet : 1798
Retweet : 4229
MentionsInRetweet : 6425
Replies to : 2174
Mentions : 2361
Self-Loops : 1835
Reciprocated Vertex Pair Ratio : 0.0187002789544374
Reciprocated Edge Ratio : 0.0367139959432049
Connected Components : 1363
Single-Vertex Connected Components : 433
Maximum Vertices in a Connected Component : 2652
Maximum Edges in a Connected Component : 6606
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.215491
Graph Density : 0.000143940656041219
Modularity : 0.580682
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,277 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 Friday, 22 April 2022 at 08:05 UTC.

The requested start date was Friday, 22 April 2022 at 00:01 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, 4-hour, 45-minute period from Tuesday, 19 April 2022 at 07:35 UTC to Thursday, 21 April 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:
[64] https://www.thelondoneconomic.com/politics/tory-ppe-waste-cost-every-household-310-shocking-analysis-reveals-319671/
[41] https://www.dailymail.co.uk/news/article-10735887/Covid-PPE-461million-wasted-useless-equipment-paid-brand-new-hospital.html
[21] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[18] https://www.independent.co.uk/news/uk/boris-johnson-mps-prime-minister-ppe-commons-b2061045.html?utm_content=Echobox&utm_medium=Social&utm_campaign=Main&utm_source=Twitter#Echobox=1650397917
[17] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=share_btn_tw
[15] https://www.thecanary.co/uk/2022/04/21/government-fraud-investigators-probe-ppe-contracts/
[11] https://www.theverge.com/c/23010055/pandemic-ppe-supply-chain-gloves-coronavirus?utm_campaign=theverge&utm_content=chorus&utm_medium=social&utm_source=twitter
[10] https://www.sfjohnsonconsulting.com/
[6] https://www.independent.co.uk/news/uk/boris-johnson-mps-prime-minister-ppe-commons-b2061045.html
[6] https://www.theverge.com/c/23010055/pandemic-ppe-supply-chain-gloves-coronavirus

Top URLs in Tweet in G1:
[10] https://www.sfjohnsonconsulting.com/
[4] https://www.dailymail.co.uk/news/article-10735887/Covid-PPE-461million-wasted-useless-equipment-paid-brand-new-hospital.html
[3] https://twitter.com/RishiSunak/status/1516511246350229516
[3] https://www.theverge.com/c/23010055/pandemic-ppe-supply-chain-gloves-coronavirus
[3] https://www.independent.co.uk/news/uk/boris-johnson-mps-prime-minister-ppe-commons-b2061045.html
[3] https://twitter.com/smalonemd/status/1516466300138184705
[2] https://twitter.com/ScotTories/status/1516339533943644165
[2] https://www.thelondoneconomic.com/politics/tory-ppe-waste-cost-every-household-310-shocking-analysis-reveals-319671/
[2] https://twitter.com/reynardmuldrake/status/1516447147117334528
[2] https://piec.com.sg/

Top URLs in Tweet in G2:
[3] https://www.standard.co.uk/news/uk/government-fraud-investigators-probe-ppe-contracts-b995316.html
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://www.theguardian.com/society/2021/may/13/nhs-to-receive-160m-to-tackle-backlog-of-care-built-up-during-covid
[1] https://twitter.com/SebPBerry/status/1516685508243603458
[1] http://www.msn.com/en-gb/news/world/jacob-rees-mogg-claims-rwanda-migrant-policy-is-part-of-easter-story-of-redemption/ar-AAWj2Hq?ocid=st
[1] https://www.railadvent.co.uk/2022/04/over-one-million-half-price-rail-tickets-on-offer.html
[1] https://twitter.com/banta2/status/1516688800080138245
[1] https://www.mirror.co.uk/news/politics/government-waste-ppe-adds-up-26727775?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/BethRigby/status/1516884433084760065
[1] https://twitter.com/BladeoftheS/status/1516145187801772040?s=20&t=mHlxBFp3bnl9PauteAUGHw

Top URLs in Tweet in G4:
[3] https://www.dailymail.co.uk/news/article-10735887/Covid-PPE-461million-wasted-useless-equipment-paid-brand-new-hospital.html
[1] https://twitter.com/fascinatorfun/status/1516195732113481735
[1] https://twitter.com/Britain_People/status/1516849429029945346
[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/world/2022/jan/06/tory-peer-michelle-mone-involved-ppe-medpro-government-contracts
[1] https://twitter.com/AngusRobertson/status/1508841241101975554
[1] https://www.thelondoneconomic.com/politics/tory-ppe-waste-cost-every-household-310-shocking-analysis-reveals-319671/
[1] https://www.news.com.au/lifestyle/health/revealed-china-stockpiled-2-billion-face-masks-and-25m-medical-items/news-story/5304e5a5080bd4087e4a9be9de210b97
[1] https://twitter.com/JulesWalling/status/1516465941437161477
[1] https://twitter.com/RishiSunak/status/1516511246350229516

Top URLs in Tweet in G5:
[19] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[2] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=share_btn_tw
[2] https://www.thelondoneconomic.com/politics/tory-ppe-waste-cost-every-household-310-shocking-analysis-reveals-319671/
[2] https://news.sky.com/story/covid-19-billions-of-pounds-of-taxpayers-money-still-at-risk-as-a-result-of-governments-handling-of-ppe-contracts-spending-watchdog-warns-12577377
[1] https://twitter.com/BeckettUnite/status/1516468949499658246
[1] https://www.thetimes.co.uk/article/scotland-outdid-england-on-producing-its-own-ppe-and-for-less-money-ppqfh7nx8
[1] https://twitter.com/withorpe/status/1516095220911386626
[1] https://twitter.com/OliverDowden/status/1516686644828590085
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[1] https://www.youtube.com/watch?v=n3NAx3tsy-k&feature=youtu.be


Top URLs in Tweet in G6:
[11] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=share_btn_tw
[3] https://www.thelondoneconomic.com/politics/tory-ppe-waste-cost-every-household-310-shocking-analysis-reveals-319671/
[1] https://twitter.com/AngelaRayner/status/1516309682914304000

Top URLs in Tweet in G7:
[1] https://twitter.com/davesumnersmith/status/1517033066304258051
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://www.bbc.co.uk/news/health-58876089
[1] https://twitter.com/JimAllister/status/1516527123602755587
[1] https://www.theguardian.com/world/2020/apr/12/revealed-value-of-uk-pandemic-stockpile-fell-by-40-in-six-years
[1] https://fullfact.org/health/labour-ppe-burnt-claims
[1] https://twitter.com/RhonddaBryant/status/1516100341200269315
[1] https://www.mirror.co.uk/news/politics/government-waste-ppe-adds-up-26727775.amp

Top URLs in Tweet in G8:
[2] https://twitter.com/kerpen/status/1511369896885686277?s=20&t=PgRVVtkGxmEcRkrV8UGgUg
[1] https://rumble.com/vlbs0d-how-much-protection-can-a-mask-provide-mask-vs.-ppe-ep.-05-removed-from-yt.html

Top URLs in Tweet in G9:
[2] https://korrespondent.net/
[2] https://www.epravda.com.ua/news/2022/04/20/685994/
[2] https://t.me/mvs_ukraine/11566
[2] https://internetua.com/ukraincy-potrolili-iniciativu-rossiyan-vnesti-v-ucsebniki-po-istorii-ih-specoperaciua-
[2] https://censor.net/ua/n3335365
[2] https://censor.net/ua/n3335415
[2] https://www.facebook.com/watch/?v=514792693634077&__cft__[0]=AZUr285Aovg89OVmONuzY4RCP6y7m1lLR6pvOqd-ItRTfwQVDY5MGsesdRfz5OLrM806C9CyENVcZBIS2Zfdo7jiGVu20H_9H1oggwHLEhTCGXoytS3X2chWZwREEmcEyDwAp1GhxvkhwbYnNM2BKeDQQllIs_1msm4Fbt5tHZNP4yNBnHG9X-o98WqVqyFlqpj1yanKJjmGgeJ2iWNEalAAmsoxSsFD-RL2frz5Hu8soA&__tn__=,O,P-R
[2] https://www.eurointegration.com.ua/news/2022/04/21/7138150/
[2] https://www.5.ua/svit/ssha-vvazhaiut-shcho-rosiia-sprobuie-atakuvaty-shliakhy-postachannia-zbroi-ukraini-odnak-bezrezultatno-274916.html?utm_source=twitter&utm_medium=social&utm_campaign=smm
[2] https://www.5.ua/svit/norvehiia-peredast-ukraini-blyzko-100-pzrk-mistral-274925.html?utm_source=twitter&utm_medium=social&utm_campaign=smm

Top URLs in Tweet in G10:
[2] https://order-order.com/2022/03/24/good-law-project-loses-ppe-contract-appeal-judge-cites-serious-carelessness/
[2] https://www.dailymail.co.uk/news/article-10735887/Covid-PPE-461million-wasted-useless-equipment-paid-brand-new-hospital.html?ito=social-twitter_dailymailUK
[2] https://www.telegraph.co.uk/politics/2022/04/18/government-might-scrap-green-levy-adds-153-average-energy-bill/
[2] https://www.independent.co.uk/news/uk/barry-gardiner-mi5-mps-chinese-labour-b1992599.html
[2] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral?CMP=share_btn_tw
[1] https://www.carolinelucas.com/caroline/parliament/letter/letter-to-health-minister-about-ppe-contracts
[1] https://www.gov.uk/government/publications/civil-service-code/the-civil-service-code
[1] https://order-order.com/2022/04/20/exclusive-home-office-civil-service-enemies-within-propose-strikes-in-rwandan-rebellion
[1] https://thecountersignal.com/italy-could-be-first-eu-nation-with-social-credit-score/
[1] http://www.msn.com/en-gb/news/newslondon/police-seek-man-after-teen-girl-sexually-assaulted-on-london-bus/ar-AAWr3vm?ocid=st

Top Domains
Top Domains in Tweet in Entire Graph:
[228] twitter.com
[142] co.uk
[65] thelondoneconomic.com
[58] theguardian.com
[40] youtube.com
[31] co.jp
[19] ppe.pl
[17] theverge.com
[16] 5.ua
[15] thecanary.co

Top Domains in Tweet in G1:
[82] twitter.com
[34] co.uk
[10] sfjohnsonconsulting.com
[4] theguardian.com
[4] theverge.com
[3] cdc.gov
[3] co.jp
[3] peing.net
[2] youtube.com
[2] thelondoneconomic.com

Top Domains in Tweet in G2:
[5] co.uk
[4] twitter.com
[1] org.uk
[1] theguardian.com
[1] msn.com
[1] thelondoneconomic.com

Top Domains in Tweet in G4:
[7] twitter.com
[3] co.uk
[2] theguardian.com
[1] thelondoneconomic.com
[1] com.au

Top Domains in Tweet in G5:
[24] theguardian.com
[4] twitter.com
[3] thelondoneconomic.com
[2] sky.com
[1] co.uk
[1] youtube.com

Top Domains in Tweet in G6:
[11] theguardian.com
[3] thelondoneconomic.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[2] twitter.com
[1] rumble.com

Top Domains in Tweet in G9:
[16] 5.ua
[10] com.ua
[9] prm.ua
[7] twitter.com
[6] censor.net
[5] youtube.com
[5] t.me
[5] bit.ly
[3] korrespondent.net
[3] facebook.com

Top Domains in Tweet in G10:
[9] co.uk
[4] twitter.com
[4] theguardian.com
[3] order-order.com
[1] carolinelucas.com
[1] gov.uk
[1] thecountersignal.com
[1] msn.com
[1] mlafrance.fr
[1] ft.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[223] ppe
[147] kdppe
[142] perthtanapon
[108] หวังอี้ป๋อ
[63] shanghai
[50] q38mycoach
[50] partygate
[43] covid19
[33] yibopositiveenergy
[30] johnsonout85



Top Hashtags in Tweet in G1:
[78] ppe
[8] workwear
[7] safety
[6] healthandsafety
[6] construction
[5] 篠原みなみ
[5] covid19
[5] protection
[5] gloves
[4] covid

Top Hashtags in Tweet in G2:
[15] partygate
[11] ppe
[8] johnsonout85
[8] johnson
[7] gmb
[6] rwanda
[6] ministerialcode
[5] torycorruption
[5] tories
[5] r4today

Top Hashtags in Tweet in G3:
[2] halalan2022

Top Hashtags in Tweet in G4:
[20] johnsonout85
[17] partygate
[12] johnsonliedpeopledied
[12] toriespartiedwhilepeopledied
[7] ppe
[6] johnsonout
[5] ministerialcode
[4] covidisnotover
[4] brexitshambles
[3] covid

Top Hashtags in Tweet in G5:
[22] bbcgms
[22] thenine
[8] ppe
[5] sercotestandtrace
[5] backboris
[3] politicslive
[2] corrupttories
[2] corruption
[2] partygate
[1] fmq

Top Hashtags in Tweet in G6:
[1] liars
[1] criminals
[1] untrustworthy
[1] taxavoidance
[1] corruption
[1] incompetence
[1] russia
[1] brexitshambles
[1] torycovidcatastrophe
[1] inflation

Top Hashtags in Tweet in G7:
[5] pmqs
[2] partygate
[2] torycovidcatastrophe
[1] johnsonout87
[1] boristheliar
[1] johnsonout86
[1] energybills
[1] johnsonmustgo
[1] coverup
[1] johnsonout85

Top Hashtags in Tweet in G9:
[14] новини
[4] сша
[2] нато
[2] декомунізація
[1] порохоботи_підари

Top Hashtags in Tweet in G10:
[5] ppe
[3] wales
[2] devolution
[2] scotland
[2] dimanchejevotemarine
[2] toryliars
[2] covid
[2] torycovidcatastrophe
[2] torycriminals
[2] corruption

Top Words
Top Words in Tweet in Entire Graph:
[3932] ppe
[718] covid
[497] still
[458] mask
[403] medical
[390] free
[377] people
[349] watch
[339] work
[338] 70

Top Words in Tweet in G1:
[345] ppe
[78] #ppe
[40] covid
[32] more
[24] pandemic
[24] government
[23] people
[23] contracts
[23] safety
[23] protection

Top Words in Tweet in G2:
[208] ppe
[157] covid
[117] borisjohnson
[104] people
[86] still
[83] billion
[79] sajidjavid
[79] telling
[77] working
[77] icu

Top Words in Tweet in G3:
[328] ppe
[326] medical
[326] free
[326] program
[326] handog
[325] negros
[325] oriental
[324] watch
[324] 70
[324] professionals

Top Words in Tweet in G4:
[270] ppe
[193] rishisunak
[120] start
[117] faulty
[114] recovering
[113] providers
[112] mrbenakacj
[112] court
[111] taking
[111] compensation

Top Words in Tweet in G5:
[159] ppe
[105] withorpe
[73] nhs
[72] story
[69] bought
[69] profit
[68] china
[68] 43million
[68] sold
[68] 122million

Top Words in Tweet in G6:
[231] mask
[230] hi
[230] bbcjamescook
[230] shed
[230] light
[230] fm
[230] mistake
[230] still
[230] main
[230] tv

Top Words in Tweet in G7:
[135] ppe
[42] track
[42] trace
[35] lbc
[35] nickferrarilbc
[34] contracts
[33] money
[29] tory
[27] brexit
[27] government

Top Words in Tweet in G8:
[180] reynardmuldrake
[173] work
[169] very
[166] clarify
[166] facility
[165] thank
[165] supportive
[165] comments
[165] grateful
[41] ppe

Top Words in Tweet in G9:
[223] format_ppe
[98] не
[95] на
[91] і
[70] в
[54] що
[53] та
[52] а
[45] у
[44] spinosaurus_21

Top Words in Tweet in G10:
[86] ppe
[23] people
[21] money
[20] juliahb1
[19] talktv
[17] over
[16] contracts
[16] matthancock
[16] more
[15] covid

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[328] medical,professionals
[326] 70,medical
[326] negros,oriental
[326] beneficiaries,ovp's
[326] free,ppe
[326] ppe,program
[325] watch,70
[325] professionals,negros
[325] oriental,beneficiaries
[325] ovp's,free

Top Word Pairs in Tweet in G1:
[16] ppe,contracts
[14] full,ppe
[11] protective,equipment
[10] personal,protective
[9] wasted,useless
[9] 'could,paid
[8] during,pandemic
[8] useless,ppe
[8] fall,protection
[7] officials,admit

Top Word Pairs in Tweet in G2:
[76] hello,borisjohnson
[76] borisjohnson,sajidjavid
[76] sajidjavid,telling
[76] telling,people
[76] people,live
[76] live,covid
[76] covid,still
[76] still,working
[76] working,icu
[76] icu,full

Top Word Pairs in Tweet in G3:
[325] negros,oriental
[324] watch,70
[324] 70,medical
[324] medical,professionals
[324] professionals,negros
[324] oriental,beneficiaries
[324] beneficiaries,ovp's
[324] ovp's,free
[324] free,ppe
[324] ppe,program

Top Word Pairs in Tweet in G4:
[117] faulty,ppe
[116] rishisunak,start
[112] mrbenakacj,rishisunak
[111] start,taking
[111] taking,providers
[111] providers,faulty
[111] ppe,court
[111] court,compensation
[111] compensation,recovering
[111] recovering,4bn

Top Word Pairs in Tweet in G5:
[68] bought,ppe
[68] sold,nhs
[68] nhs,122million
[67] withorpe,bought
[67] ppe,china
[67] china,43million
[67] 43million,sold
[67] 122million,79million
[67] 79million,profit
[66] thelmamcnamara3,withorpe

Top Word Pairs in Tweet in G6:
[230] hi,bbcjamescook
[230] bbcjamescook,shed
[230] shed,light
[230] light,fm
[230] fm,mask
[230] mask,mistake
[230] mistake,still
[230] still,main
[230] main,tv
[230] tv,news

Top Word Pairs in Tweet in G7:
[39] track,trace
[29] lbc,nickferrarilbc
[23] ppe,contracts
[12] scandals,failures
[12] failures,brought
[12] brought,down
[12] down,tory
[12] tory,government
[12] government,'partygate'
[12] 'partygate',brexit

Top Word Pairs in Tweet in G8:
[165] thank,supportive
[165] supportive,comments
[165] comments,clarify
[165] clarify,very
[165] very,grateful
[165] grateful,work
[165] work,facility
[164] reynardmuldrake,thank
[10] ppe,gear
[6] jdfmh1,ocsweetest

Top Word Pairs in Tweet in G9:
[44] spinosaurus_21,format_ppe
[12] тих,хто
[10] mo1uqzeblpgpsu1,format_ppe
[9] format_ppe,злочинна
[9] злочинна,влада
[8] в,україні
[8] те,що
[8] влада,порохоботів
[8] порохоботів,буде
[8] буде,ліквідована

Top Word Pairs in Tweet in G10:
[15] talktv,juliahb1
[13] ppe,contracts
[6] dodgy,ppe
[5] ppe,scandal
[5] tony,blair
[5] breaking,tests
[5] tests,reveal
[5] reveal,matthancock
[5] matthancock,suffering
[5] suffering,long

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@ep_ppe
@rishisunak
@smalonemd
@ao_ppe
@monyo_ppe
@lbc
@ppe__b
@talktv
@ppe_po12

Top Replied-To in G2:
@gmb
@nilegardiner
@rayner_susannah
@borisjohnson
@davesumnersmith
@hammer_mo
@guardian
@brandonlewis
@angelarayner
@wulf_helm

Top Replied-To in G3:
@majoming10
@rayo_delaverdad

Top Replied-To in G4:
@rishisunak
@adambienkov
@haggis_uk
@peterstefanovi2
@mikegalsworthy
@beeswax2017
@richardjmurphy
@johnlewiseu
@cooperphil156
@ianbirrell

Top Replied-To in G5:
@oliverdowden
@conservatives
@withorpe
@scottories
@glennbbc
@trisha121153
@rachael2win
@emmakennedy
@pete_nicoll
@scullyp

Top Replied-To in G6:
@realstephenkerr
@peston
@derektruffle
@pjnichols

Top Replied-To in G7:
@lbc
@supertanskiii
@bmay
@kayburley
@specialpatrolg
@mike_fabricant
@martin_hikeit
@rishisunak
@neilbarker72
@paulgibbons7

Top Replied-To in G8:
@reynardmuldrake
@denise_dewald
@jdfmh1
@jeromeadamsmd
@madameqcat
@smarzeli
@korvalas
@ifyworks
@kathrynescano
@sfbart

Top Replied-To in G9:
@format_ppe
@apukraine
@mo1uqzeblpgpsu1
@visionaryfriend
@fastiv_ua
@bondaruksegrij
@4urka_pobeditel
@waldo_wasserman
@oscar_plast
@gennadij4763

Top Replied-To in G10:
@talktv
@gbnews
@juliahb1
@jamesmelville
@sunick51
@bitebackpub
@rupertlowe10
@darrengrimes_
@stjohn121
@statsjamie

Top Mentioned
Top Mentioned in Entire Graph:
@jervismanahan
@bbcjamescook
@opoweroscotland
@borisjohnson
@reynardmuldrake
@rishisunak
@format_ppe
@aowencao
@emilyzfeng
@mrbenakacj

Top Mentioned in G1:
@mrgazz_ict
@tober70986277
@birdman2
@2tweetaboutit
@shun31501

Top Mentioned in G2:
@borisjohnson
@sajidjavid
@chris3_ll
@wulf_helm
@jolyonmaugham
@gmb
@adilray
@angelarayner
@outtolisten
@ladyjules_cath

Top Mentioned in G3:
@jervismanahan
@abscbnnews
@tobebote2
@hannahbarrantes
@kbrierinq
@inquirerdotnet
@rayo_delaverdad

Top Mentioned in G4:
@rishisunak
@mrbenakacj
@viewvalley
@richardbentall
@borisjohnson
@haggis_uk
@adambienkov
@warwick98466059
@mikegalsworthy
@kayburley

Top Mentioned in G5:
@withorpe
@thelmamcnamara3
@kennyfarq
@michaelgove
@rhodamiller14
@conservatives
@bbcscotlandnews
@glennbbc
@bbcradioscot
@roberttyrebute

Top Mentioned in G6:
@bbcjamescook
@opoweroscotland
@antearmann1967
@realstephenkerr
@satyagrahalba
@landie71
@sonofthechief2
@conservatives
@peston
@frslam

Top Mentioned in G7:
@nickferrarilbc
@lbc
@keir_starmer
@rishisunak
@bbcpolitics
@welfaretimesuk
@uklabour
@rorystewartuk
@nadinedorries
@andrewmarr9

Top Mentioned in G8:
@reynardmuldrake
@aclu
@delta
@ocsweetest
@denise_dewald
@jeromeadamsmd
@girltype
@paolodellapelle
@sfbart
@jdfmh1

Top Mentioned in G9:
@format_ppe
@spinosaurus_21
@prm_ua
@5channel
@morrgueart
@mo1uqzeblpgpsu1
@poroshenko
@valeravtv
@apukraine
@glostorynet

Top Mentioned in G10:
@juliahb1
@matthancock
@guidofawkes
@gbnews
@pritipatel
@keir_starmer
@danwootton
@talktv
@wayne57072607
@kennygibo23

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@caramelcorn1971
@kfc_jp
@housefoods_now
@hokkahokkap
@docomo_dmarket
@dennys_pr
@koikeya_cp

Top Tweeters in G1:
@malaysiandaily
@frackhazreveal
@pearlfectchassi
@den_fabrizi
@nahidalaei
@knittedkittie
@newsfeedsmedia
@inoru42
@unsnuk
@rogerablackwell

Top Tweeters in G2:
@curiocat13
@guardian
@aspiemum
@skynews
@vespasian91
@awarding_women
@cmwheatley56
@eutopean
@zidanesboots
@quangels

Top Tweeters in G3:
@inquirerdotnet
@abscbnnews
@asher_3016
@discoverer888
@fllattersshy
@longliveswift16
@indaykikay13
@misosi25
@womanitymp
@jeanrsantiago2

Top Tweeters in G4:
@margymayell
@pingachoo
@terryelaineh1
@steceng22
@hydeblizzardbox
@xpatjock
@sharr73146294
@kernowdamo
@johnandi
@amongstwits

Top Tweeters in G5:
@roblwilson
@cleggy261
@cathymcrorie
@christoclifford
@chicgibson
@micksterl_1
@susanchubb1
@cabbidges
@frank3davies
@neighbour_kx

Top Tweeters in G6:
@mckinlay_liz
@ferguson2811
@imoanalothutchy
@david96212152
@clarknat
@julietmevans
@weecass1888
@45albannach
@declan_hoare
@tarisgal42

Top Tweeters in G7:
@adekleine
@thesun
@natalie91231732
@trackntracer
@idontmind64
@raphaeldogg
@countryskills
@fixed_that_4_u
@lordofintent
@bel_nagy

Top Tweeters in G8:
@serendipitysays
@delta
@southwestair
@nortesur7
@elkehollings
@deepvard
@aprylsmithts
@suekhi
@llama_strudel
@cathleenkucz

Top Tweeters in G9:
@ukrpravda_news
@ivis03
@kharkivkherson
@morrgueart
@smetanatborschu
@shafir3035
@sve83274
@sergsopot
@5channel
@tatyana17112009

Top Tweeters in G10:
@daily_express
@bbcnews
@telegraph
@las2950
@maseratilady1
@dailymailuk
@timewalkproject
@thetimes
@sunick51
@essexpr


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