PPE, Twitter, 11/16/2021 1:24:51 PM, 266390


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PPE_2021-11-16_02-24-01.xlsx
PPE_2021-11-16_02-24-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 16, 2021
Short Description:
PPE via NodeXL https://bit.ly/3oBoT6q
@timspector
@schmoopywoopy
@erdmuted
@goawaytomorrow
@jolyonmaugham
@banksresearcher
@akaseano
@dgurdasani1
@marcusfitzsimon
@borisjohnson

Top hashtags:
#ppe
#kdppe
#perthtanapon
#แลกฟอลรอกลรัก
#covid19
#torycorruption

Description:
Description
The graph represents a network of 8,323 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 Tuesday, 16 November 2021 at 10:32 UTC.

The requested start date was Tuesday, 16 November 2021 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 4-day, 3-hour, 48-minute period from Thursday, 11 November 2021 at 08:32 UTC to Monday, 15 November 2021 at 12:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 8323
Unique Edges : 5877
Edges With Duplicates : 11516
Total Edges : 17393
Number of Edge Types : 5
Retweet : 4753
MentionsInRetweet : 6804
Replies to : 1768
Tweet : 1634
Mentions : 2434
Self-Loops : 1691
Reciprocated Vertex Pair Ratio : 0.017072662919009
Reciprocated Edge Ratio : 0.0335721596724667
Connected Components : 1385
Single-Vertex Connected Components : 485
Maximum Vertices in a Connected Component : 4060
Maximum Edges in a Connected Component : 10043
Maximum Geodesic Distance (Diameter) : 28
Average Geodesic Distance : 7.429519
Graph Density : 0.000141054503835657
Modularity : 0.557757
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,323 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 Tuesday, 16 November 2021 at 10:32 UTC.

The requested start date was Tuesday, 16 November 2021 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 4-day, 3-hour, 48-minute period from Thursday, 11 November 2021 at 08:32 UTC to Monday, 15 November 2021 at 12:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : PPE
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[47] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[14] https://twitter.com/jolyonmaugham/status/1458699167853858816
[14] https://www.youtube.com/watch?v=mUFP_DKtvMw&feature=youtu.be

[13] https://twitter.com/JolyonMaugham/status/1458699167853858816
[13] https://www.linkedin.com/slink?code=g2Fc3MJs
[11] https://www.instagram.com/accounts/login/
[10] https://www.etsy.com/uk/ZebraMingo/listing/1057280434/wash-bag-make-up-bag-ppe-bag-hippo-gift?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1636629003000
[9] https://r.socialstudio.radian6.com/2bce3258-d5c2-4c49-afb9-1e4cbbe689db
[8] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[8] https://twitter.com/JolyonMaugham/status/1458703032716255235

Top URLs in Tweet in G1:
[6] https://twitter.com/jolyonmaugham/status/1458699167853858816
[6] https://twitter.com/JolyonMaugham/status/1458699167853858816
[5] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[5] https://twitter.com/JYPETWICE/status/1460080118022356994
[5] https://twitter.com/chinosjg/status/1459801526612881410
[4] https://twitter.com/mailandguardian/status/1460157699686076417
[3] https://twitter.com/JolyonMaugham/status/1458703032716255235
[3] https://twitter.com/mtbgaaa/status/1458331498050822145
[3] https://twitter.com/flirtynayu/status/1460063738388647940
[3] https://www.blackfriarsgroup.com/download/construction-commercial-insurance-profile-4th-quarter-2021/

Top URLs in Tweet in G2:
[41] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[5] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[3] https://twitter.com/JolyonMaugham/status/1458699167853858816
[2] https://goodlawproject.org/news/michelle-donelan-partner-covid-contracts/?utm_source=Twitter&utm_campaign=michelledonellan041121&utm_medium=social%20media
[1] https://goodlawproject.org/news/siobhan-baillie-ppe-vip-lane/?utm_source=Twitter&utm_campaign=PPEVIPLaneBlog081121&utm_medium=social%20media
[1] https://www.itv.com/news/2020-12-18/revealed-the-company-given-800m-of-covid-ppe-contracts-by-government-without-open-tender
[1] https://twitter.com/drsimonashworth/status/1458780467575115779
[1] https://www.contractsfinder.service.gov.uk/Notice/8b9eb33b-7a55-4112-8163-c6f3d1524910
[1] https://twitter.com/drsimonashworth/status/1458721609540423681
[1] https://twitter.com/DrSimonAshworth/status/1458721609540423681

Top URLs in Tweet in G3:
[2] https://www.corrmed.com/blue-mirror-ai
[1] https://www.bostonherald.com/2021/11/08/mccaughey-new-vax-sciences-shows-mandates-unwise/
[1] https://twitter.com/JolyonMaugham/status/1458705498212126722
[1] https://www.telegraph.co.uk/opinion/2021/11/12/letters-deaths-covid-caught-hospital-recorded/

Top URLs in Tweet in G4:
[1] https://twitter.com/lloydhardy/status/1458885083000188930
[1] https://twitter.com/pippacrerar/status/1459098189898960896
[1] https://twitter.com/acgrayling/status/1459078143990546436
[1] https://twitter.com/jolyonmaugham/status/1458699167853858816

Top URLs in Tweet in G5:
[5] https://twitter.com/DuncanTeabag/status/1458163796535615492?s=19
[2] https://trib.al/jgrN9kB
[2] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.unitetheunion.org/news-events/news/2020/september/mp-chris-grayling-s-100-000-part-time-felixstowe-port-job-insult-to-staff-shouldering-pay-reductions/
[1] https://twitter.com/elisled2/status/1458381128193220612
[1] https://www.theguardian.com/politics/2021/nov/11/boris-johnson-says-the-uk-is-not-remotely-a-corrupt-country-is-it
[1] https://fullfact.org/online/test-trace-mars-perseverance/
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://www.bmj.com/content/373/bmj.n1072
[1] https://twitter.com/montie/status/1458483394212515843

Top URLs in Tweet in G6:
[3] https://news.sky.com/story/covid-19-ppe-stockpile-at-felixstowe-costing-taxpayers-1m-a-day-12140497
[1] https://twitter.com/johnredwood/status/1460182181771419651
[1] https://www.thelondoneconomic.com/politics/sickening-84m-in-taxpayer-funded-ppe-money-goes-to-middlemen-with-the-right-political-connections-300814/
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816?s=20
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816

Top URLs in Tweet in G7:
[2] https://twitter.com/jolyonmaugham/status/1458699167853858816
[1] https://twitter.com/Bertrandization/status/1457482557776228352
[1] https://twitter.com/LazarusLong13/status/1459864309622722564
[1] https://twitter.com/trishgreenhalgh/status/1458859450224238595
[1] https://inews.co.uk/news/world/sudan-security-forces-kill-at-least-five-while-breaking-up-anti-coup-protests-1299839
[1] https://twitter.com/yonifreedhoff/status/1459923237945675781
[1] https://twitter.com/flowermusickids/status/1458975295508303874
[1] https://twitter.com/dfisman/status/1458879975965265924
[1] https://twitter.com/lolamotz/status/1458980451620687875
[1] https://twitter.com/Anaes_Journal/status/1460185809571565574

Top URLs in Tweet in G8:
[2] https://www.businessinsider.com/fox-news-hosts-received-priority-treatment-for-ppe-requests-2020-5
[1] https://www.nbcnews.com/news/amp/ncna1223921
[1] https://www.indianz.com/News/2020/05/22/propublica-former-trump-aide-provided-fa.asp
[1] https://www.businessinsider.com/fox-news-hosts-received-priority-treatment-for-ppe-requests-2020-5?amp
[1] https://www.npr.org/2020/04/07/829136780/in-another-pushback-against-oversight-trump-removes-pandemic-inspector-general
[1] https://www.youtube.com/watch?v=14Ygl2DiUdQ&feature=youtu.be

[1] https://twitter.com/Real_QL/status/1340110522159493122
[1] https://beta.ctvnews.ca/national/politics/2020/4/3/1_4881032.html
[1] https://www.ecowatch.com/plastic-waste-covid-oceans-2655526771.html

Top URLs in Tweet in G9:
[8] https://www.instagram.com/accounts/login/
[3] https://www.youtube.com/watch?v=GSNAA6hKduA&feature=youtu.be

[2] https://www.youtube.com/watch?v=KUHvNpTUSJg&feature=youtu.be

[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FSFcinema%2Fposts%2F10159645225720833
[2] https://c.lazada.co.th/t/c.bgJFAj?url=https://www.lazada.co.th/wow/i/th/LandingPage/liveroom%3Fliveuuid%3D7a6048f4-c24f-462a-a07e-dfdf52e176a9%26dsource%3Dshare%26laz_share_info%3D254520973_100_800_100012960774_244375338_Lazlive-7a6048f4-c24f-462a-a07e-dfdf52e176a9%26laz_token%3De56f0dc56e2a8e70f01b2fa4c6894456%26exlaz%3De_FKsix6sJ%252FwLGip8qo24MCSTeQCjDld4siVQ4kY1ODqrCXvTKdNAtBYEGuk%252B7LCuL1aJY1ocsAnYUgnilLvjN2DxAqP7auD%252F%252FD3WnASIas1Y%253D%26sub_aff_id%3Dsocial_share%26sub_id2%3D254520973%26sub_id3%3D100012960774%26sub_id6%3DCPI_EXLAZ
[2] https://twitter.com/hithclx/status/1457236927610908674
[2] https://m.weibo.cn/status/4703783358041032?
[2] https://www.instagram.com/stories/333cyj333/2705119415665173566?utm_medium=copy_link
[2] https://www.youtube.com/watch?v=vh8Wbv_tlOc&feature=youtu.be

[1] https://instagram.com/telltheworldil

Top URLs in Tweet in G10:
[1] https://twitter.com/DrEricDing/status/1459884172273664004
[1] https://twitter.com/cpho_canada/status/1459282067024457728
[1] https://twitter.com/HurleyOCHUCUPE/status/1458755654466813955

Top Domains
Top Domains in Tweet in Entire Graph:
[302] twitter.com
[112] co.uk
[40] youtube.com
[26] ppe-for-usa.com
[25] ppe.pl
[24] co.jp
[22] linkedin.com
[16] goodlawproject.org
[16] instagram.com
[13] businessinsider.com

Top Domains in Tweet in G1:
[104] twitter.com
[28] co.uk
[7] co.za
[7] co.jp
[5] theguardian.com
[5] youtube.com
[5] com.au
[4] blackfriarsgroup.com
[3] linkedin.com
[2] washingtonpost.com

Top Domains in Tweet in G2:
[42] co.uk
[13] twitter.com
[9] goodlawproject.org
[2] gov.uk
[1] itv.com
[1] youtube.com
[1] thelondoneconomic.com
[1] bbc.com

Top Domains in Tweet in G3:
[2] corrmed.com
[1] bostonherald.com
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G4:
[4] twitter.com

Top Domains in Tweet in G5:
[18] twitter.com
[4] trib.al
[3] co.uk
[2] theguardian.com
[2] goodlawproject.org
[2] gov.uk
[1] unitetheunion.org
[1] fullfact.org
[1] org.uk
[1] bmj.com

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

Top Domains in Tweet in G7:
[13] twitter.com
[2] co.uk
[1] com.au
[1] bbc.com
[1] calgaryherald.com
[1] greenhealthcare.ca
[1] ecoequitable.ca
[1] timescolonist.com
[1] ammaunited.org

Top Domains in Tweet in G8:
[3] businessinsider.com
[1] nbcnews.com
[1] indianz.com
[1] npr.org
[1] youtube.com
[1] twitter.com
[1] ctvnews.ca
[1] ecowatch.com

Top Domains in Tweet in G9:
[12] instagram.com
[12] twitter.com
[10] youtube.com
[4] facebook.com
[4] weibo.cn
[3] co.th
[1] spotify.com
[1] bit.ly
[1] slate.com
[1] joox.com

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] ppe
[107] kdppe
[103] perthtanapon
[72] แลกฟอลรอกลรัก
[71] covid19
[50] torycorruption
[43] เปิดกล้องซีรี่ย์กลรักรุ่นพี่
[37] บอกโลกให้รู้ว่ากูรักมึง
[37] telltheworldiloveyou
[29] covid



Top Hashtags in Tweet in G1:
[69] ppe
[13] workwear
[11] covid19
[10] construction
[9] torycorruption
[6] mask
[6] safetyfirst
[5] masks
[5] safety
[4] uniform

Top Hashtags in Tweet in G2:
[9] ppe
[8] torycorruption
[4] stroud
[4] conservatives
[3] johnsonthecorruptpm
[2] gloucestershire
[2] coronavirus
[2] privateeye
[2] ayanda
[1] ppescandal

Top Hashtags in Tweet in G3:
[9] goodlawproject
[9] liztruss
[4] ipslonjoint21
[4] ips
[2] covid19
[2] bungbackbetter
[2] johnsonout
[1] andrewmills
[1] torycorruption
[1] ppe

Top Hashtags in Tweet in G4:
[11] nhs
[6] johnsonthecorruptpm
[4] torycorruption
[3] sackpritipatel
[3] boristheliarjohnson
[3] johnsonmustgo
[2] fakepostalvotes
[2] notourpm
[1] teamnhs
[1] teamgp

Top Hashtags in Tweet in G5:
[13] freenazanin
[9] ppe
[8] torycorruption
[3] torysleaze
[3] radio4today
[2] sleaze
[2] dominiccummings
[2] lestweforget
[2] torycriminals
[1] nazanin

Top Hashtags in Tweet in G6:
[2] torycorruption
[1] johnsonthecorruptpm
[1] masks
[1] psychopaths
[1] corruption
[1] torysleaze
[1] torysewageparty

Top Hashtags in Tweet in G7:
[5] covid19
[4] covidisairborne
[3] ppe
[3] covid
[2] dropletdogma
[1] doctors
[1] nurses
[1] buildbackbetter
[1] vaccination
[1] sudan

Top Hashtags in Tweet in G8:
[5] ppegate
[2] ppe
[1] kushner

Top Hashtags in Tweet in G9:
[107] kdppe
[103] perthtanapon
[72] แลกฟอลรอกลรัก
[43] เปิดกล้องซีรี่ย์กลรักรุ่นพี่
[37] บอกโลกให้รู้ว่ากูรักมึง
[37] telltheworldiloveyou
[18] lastbreathouttoday
[13] กลรักรุ่นพี่
[11] yinyin_anw
[10] bbasjtr

Top Hashtags in Tweet in G10:
[2] onted
[1] profitpigs
[1] ontedreality
[1] firelecce
[1] protectkidsfromlecce
[1] onpoli

Top Words
Top Words in Tweet in Entire Graph:
[4749] ppe
[945] contracts
[557] nhs
[515] government
[496] money
[465] stories
[457] covid
[447] amount
[426] lobbying
[417] fraud

Top Words in Tweet in G1:
[438] ppe
[67] #ppe
[53] covid
[41] more
[28] people
[27] face
[25] mask
[24] masks
[23] ng
[23] sa

Top Words in Tweet in G2:
[493] ppe
[332] jolyonmaugham
[314] made
[166] day
[161] drsimonashworth
[159] school
[154] kids
[152] someone
[150] wearing
[149] co

Top Words in Tweet in G3:
[440] ppe
[404] nhs
[391] timspector
[388] contracts
[387] pcr
[387] fraud
[387] stories
[387] lobbying
[387] shocked
[387] amount

Top Words in Tweet in G4:
[267] government
[234] channel
[234] doing
[234] piece
[234] richard
[234] radcliffe's
[234] struggle
[234] british
[234] problem
[234] shovelling

Top Words in Tweet in G5:
[228] ppe
[156] borisjohnson
[105] money
[86] pay
[84] trussliz
[79] johnson
[72] contracts
[72] tulipsiddiq
[68] britain
[65] ransom

Top Words in Tweet in G6:
[240] ppe
[230] tory
[230] contracts
[227] money
[225] johnson
[225] cash
[224] peerages
[224] russian
[223] uk
[223] corrupt

Top Words in Tweet in G7:
[216] ppe
[207] airborne
[83] proper
[75] access
[71] crime
[71] ongoing
[70] imo
[70] refusal
[70] blocks
[70] controls

Top Words in Tweet in G8:
[119] kushner
[119] fordjohnathan5
[97] banksresearcher
[86] ppe
[65] alwaysvote_blue
[65] time
[63] nyc
[63] ianbassin
[62] watched
[62] happen

Top Words in Tweet in G9:
[293] ร
[166] ว
[152] ก
[145] น
[107] #kdppe
[105] ย
[103] #perthtanapon
[87] ง
[87] ค
[77] ส

Top Words in Tweet in G10:
[194] ppe
[169] rapid
[168] tests
[98] proper
[95] see
[94] gosh
[94] stressful
[94] rising
[94] cases
[94] covid19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[434] ppe,contracts
[413] contracts,ppe
[404] nhs,contracts
[403] pcr,fraud
[403] fraud,stories
[403] stories,lobbying
[403] lobbying,shocked
[403] shocked,amount
[403] amount,skimming
[403] skimming,nhs

Top Word Pairs in Tweet in G1:
[16] naka,ppe
[11] covid,19
[9] full,ppe
[9] ppe,scandal
[9] ppe,contracts
[9] face,shield
[8] wear,ppe
[8] ด,ppe
[7] wearing,ppe
[7] ช,ด

Top Word Pairs in Tweet in G2:
[158] drsimonashworth,jolyonmaugham
[150] jolyonmaugham,someone
[148] someone,wearing
[148] wearing,different
[148] different,ppe
[148] ppe,day
[148] day,having
[148] having,visors
[148] visors,made
[148] made,school

Top Word Pairs in Tweet in G3:
[387] pcr,fraud
[387] fraud,stories
[387] stories,lobbying
[387] lobbying,shocked
[387] shocked,amount
[387] amount,skimming
[387] skimming,nhs
[387] nhs,contracts
[387] contracts,ppe
[386] timspector,pcr

Top Word Pairs in Tweet in G4:
[234] channel,doing
[234] doing,piece
[234] piece,richard
[234] richard,radcliffe's
[234] radcliffe's,struggle
[234] struggle,british
[234] british,government
[234] government,problem
[234] problem,shovelling
[234] shovelling,taxpayer

Top Word Pairs in Tweet in G5:
[67] ppe,contracts
[65] pay,damn
[64] philippavereker,tulipsiddiq
[64] tulipsiddiq,trussliz
[64] trussliz,borisjohnson
[64] borisjohnson,johnson
[64] johnson,pay
[64] damn,money
[64] money,britain
[64] britain,owes

Top Word Pairs in Tweet in G6:
[224] ppe,contracts
[224] cash,peerages
[223] uk,corrupt
[223] corrupt,johnson
[223] johnson,tory
[223] tory,party
[223] party,definitely
[223] definitely,ppe
[223] contracts,cash
[223] peerages,russian

Top Word Pairs in Tweet in G7:
[83] proper,ppe
[70] imo,crime
[70] crime,ongoing
[70] ongoing,refusal
[70] refusal,airborne
[70] airborne,blocks
[70] blocks,access
[70] access,proper
[70] ppe,controls
[70] controls,airborne

Top Word Pairs in Tweet in G8:
[65] alwaysvote_blue,fordjohnathan5
[62] fordjohnathan5,watched
[62] watched,happen
[62] happen,time
[62] time,bodies
[62] bodies,piling
[62] piling,nyc
[62] nyc,kushner
[62] kushner,decided
[61] decided,bothe

Top Word Pairs in Tweet in G9:
[72] #แลกฟอลรอกลร,ก
[66] กร,นพ
[60] #kdppe,#perthtanapon
[54] กลร,กร
[51] ร,ย
[48] ดกล,องซ
[48] องซ,ร
[48] ย,กลร
[47] ร,ว
[46] #เป,ดกล

Top Word Pairs in Tweet in G10:
[168] rapid,tests
[98] proper,ppe
[94] gosh,stressful
[94] stressful,see
[94] see,rising
[94] rising,cases
[94] cases,covid19
[94] covid19,ontario
[94] ontario,rapid
[94] tests,proper

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@ppe_ee825
@jolyonmaugham
@t0m00210
@pimr_ppe
@skynews
@easyequities
@ojaru_ojaru57
@dasingerbambam
@mrjamesob

Top Replied-To in G2:
@jolyonmaugham
@drsimonashworth
@montie
@jujuliagrace
@angelarayner
@marinapurkiss
@adambienkov
@spikestweeting
@sajidjavid
@lloydhardy

Top Replied-To in G3:
@timspector
@helterskelt0r
@dpshipley
@gillbobaggins1
@hazelma14
@adlindley
@notbsilenced
@alexwickham
@lucygobag
@martinremains

Top Replied-To in G4:
@davidschneider
@marinapurkiss
@marvelbiz
@borisjohnson
@acgrayling

Top Replied-To in G5:
@bbcquestiontime
@borisjohnson
@brownsnake12
@trussliz
@the_tpa
@cjsbishop
@adilray
@tulipsiddiq
@thattimwalker
@davidmills_uk

Top Replied-To in G6:
@supertanskiii
@beany_1
@carolkettley
@ianmaher7
@beebsdj
@jameswoodfield
@richardburgon

Top Replied-To in G7:
@trishgreenhalgh
@drtomlinsonep
@johnjohnstoned
@realreporter
@lolamotz
@sandyboots2020
@james_clavell
@amygreerkalisz
@dfisman
@lazaruslong13

Top Replied-To in G8:
@fordjohnathan5
@ianbassin
@strictlychristo
@schmoopywoopy
@banksresearcher
@alwaysvote_blue
@jilevin
@moleek22
@fafoshane
@am_mccarthy

Top Replied-To in G9:
@dasingerbambam
@moe_ppe
@ben_ppe
@snf_teeha
@goldenpup_ppe
@prem_space
@nuu_nuu_p_9
@mayppe65640849
@perthplangun
@makemacan

Top Replied-To in G10:
@sflecce
@gator_gum
@globalnewsto
@k_callard
@mrsjs2021
@jennkfrench
@jennyleeshee

Top Mentioned
Top Mentioned in Entire Graph:
@timspector
@jolyonmaugham
@erdmuted
@akaseano
@borisjohnson
@drsimonashworth
@mikegalsworthy
@fordjohnathan5
@banksresearcher
@birgitomo

Top Mentioned in G1:
@wsjp_insight
@suegray834
@tonydowson5
@profilegroupza
@kangaroocaught
@tonyspeight1
@jimmytheplant
@rudamans

Top Mentioned in G2:
@jolyonmaugham
@drsimonashworth
@spikestweeting
@peterthurlow
@sambohardy
@jujuliagrace
@sajidjavid
@marinapurkiss
@jaglj01
@laurence_in_eu

Top Mentioned in G3:
@timspector
@privateeyenews
@alihaggett
@duncanteabag
@beverleyturner
@ips_infection
@corrmed
@lucygobag
@martinremains
@seanjonesqc

Top Mentioned in G4:
@erdmuted
@snb19692
@trevormward22
@danielgoyal
@poorscousertom
@drselvarajah
@brokentwitty
@eddwilson
@m_candidates
@timspector

Top Mentioned in G5:
@borisjohnson
@trussliz
@tulipsiddiq
@shroommuse
@philippavereker
@dontbrexitfixit
@bbclaurak
@jeremiah28
@planetzuma
@thattimwalker

Top Mentioned in G6:
@akaseano
@vintiquesmark
@erdmuted
@beany_1
@beebsdj
@hobnob_harry42
@jolyonmaugham
@stuzipants
@timspector
@scot_tigger

Top Mentioned in G7:
@who
@kprather88
@johnjohnstoned
@drtomlinsonep
@youarelobbylud
@andrewhewat
@drajm
@docs4ltcjustice
@kate_cole_
@rajah_mich

Top Mentioned in G8:
@fordjohnathan5
@banksresearcher
@alwaysvote_blue
@ianbassin
@grollholly
@pimadems
@schmoopywoopy
@beaglesresist
@robrobbedwards

Top Mentioned in G9:
@perthppe
@su_pyae_aung203
@telltheworldilu
@marktuan
@allaroundperth
@ppetrends
@perthplangun
@voteforperthppe
@loveinppe
@niyach_perthch

Top Mentioned in G10:
@birgitomo
@gator_gum
@sflecce
@moemcdermott
@mrsjs2021
@imgrund
@msandreamarie_
@globalnewsto
@canceldougford
@darkangel75

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@akiko_lawson
@suntory
@kfc_jp
@famima_now
@711sej
@sumariuminfo
@s9tmt
@independent
@shopeeid

Top Tweeters in G1:
@sumariuminfo
@agenparl
@stiripesurse_ro
@wizardbri
@koyteera
@suegray834
@lvzhls
@immo_reedb
@bertanyarl
@miragenewscom

Top Tweeters in G2:
@independent
@curiocat13
@tartancobweb
@christinejameis
@manatrue
@aspiemum
@shirleyyoung2
@againsthunting
@june4th
@cristinaprkr

Top Tweeters in G3:
@forumeditor
@antiprofessor
@bobjlawrie
@dringcarol
@whyohwhyfather
@madywaterer
@martinremains
@mellenoweth
@ramblingproses
@iancooke25

Top Tweeters in G4:
@catwoman1979
@fiona_fionnagal
@1jasliz
@ks_1968
@theroigner
@eddwilson
@magapanthus
@th2shay
@meallyhen
@kingsmeadmrt

Top Tweeters in G5:
@allchanges
@bbcnews
@las2950
@digitalmaverick
@jackalsbynight
@trackntracer
@georgegalloway
@philrandal
@paolimichele
@boblister_poole

Top Tweeters in G6:
@dominicpiper1
@carolkettley
@sandssims
@cleggy261
@unojen_wood
@natalie91231732
@kevinpascoe
@roseg
@miftyjackson
@timg33

Top Tweeters in G7:
@marionste
@kirkmurphy
@andymoz78
@teach_n_travel
@joejaggi
@dire_donald
@getupstandup2
@nolore
@gkielec
@rosenfieldclar1

Top Tweeters in G8:
@marthalynneowe1
@jilevin
@sallyagale
@deesbarbara
@the_lady_red
@tallyannae
@elkehollings
@antarianrani
@carriesweet2017
@mcnejames

Top Tweeters in G9:
@schinarat
@g_eneglaer
@nunamaki_kyumin
@ooh_pinni1a
@khaosodonline
@earthcdbd
@sfkkfs_
@md_ppe
@tarotyouuuu
@ggame_____

Top Tweeters in G10:
@wrikent3500
@dianneathome
@kathy73921688
@geoffypjohnston
@anniegirl1138
@pennyvane10
@legant66
@jodikoberinski
@nnorma192
@bobittyboop


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