PPE, Twitter, 11/14/2021 9:28:22 PM, 266229


FAQ | Problem?

PPE_2021-11-14_01-06-25.xlsx
PPE_2021-11-14_01-06-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2021
Short Description:
PPE via NodeXL https://bit.ly/3ci1Mbb
@trackntracer
@getreal8675309
@akaseano
@erdmuted
@jolyonmaugham
@borisjohnson
@sruhle
@marcusfitzsimon
@oliviatroye
@who

Top hashtags:
#ppe
#kdppe
#perthtanapon
#แลกฟอลรอกลรัก
#telltheworldiloveyou
#บอกโลกให้รู้ว่ากูรักมึง

Description:
Description
The graph represents a network of 8,398 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 Sunday, 14 November 2021 at 09:14 UTC.

The requested start date was Sunday, 14 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 2-day, 2-hour, 38-minute period from Wednesday, 10 November 2021 at 09:41 UTC to Friday, 12 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 : 8398
Unique Edges : 6066
Edges With Duplicates : 11369
Total Edges : 17435
Number of Edge Types : 5
Retweet : 4814
MentionsInRetweet : 6936
Replies to : 1742
Tweet : 1622
Mentions : 2321
Self-Loops : 1678
Reciprocated Vertex Pair Ratio : 0.0153767820773931
Reciprocated Edge Ratio : 0.03028783472069
Connected Components : 1340
Single-Vertex Connected Components : 451
Maximum Vertices in a Connected Component : 3886
Maximum Edges in a Connected Component : 9343
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.016456
Graph Density : 0.000141396510842919
Modularity : 0.568668
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,398 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 Sunday, 14 November 2021 at 09:14 UTC.

The requested start date was Sunday, 14 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 2-day, 2-hour, 38-minute period from Wednesday, 10 November 2021 at 09:41 UTC to Friday, 12 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:
[56] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[15] https://www.instagram.com/accounts/login/
[14] https://www.youtube.com/watch?v=mUFP_DKtvMw&feature=youtu.be

[14] https://twitter.com/jolyonmaugham/status/1458699167853858816
[13] https://twitter.com/JolyonMaugham/status/1458699167853858816
[11] https://twitter.com/JolyonMaugham/status/1458703032716255235
[11] https://www.bbc.co.uk/news/uk-england-gloucestershire-59223699
[11] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[11] https://twitter.com/Acyn/status/1457896245259689988
[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

Top URLs in Tweet in G1:
[46] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[9] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[4] https://goodlawproject.org/news/siobhan-baillie-ppe-vip-lane/?utm_source=Twitter&utm_campaign=PPEVIPLaneBlog081121&utm_medium=social%20media
[3] https://news.sky.com/story/covid-19-ppe-stockpile-at-felixstowe-costing-taxpayers-1m-a-day-12140497
[3] https://twitter.com/JolyonMaugham/status/1458699167853858816
[2] https://goodlawproject.org/news/siobhan-baillie-ppe-vip-lane/
[2] https://goodlawproject.org/news/michelle-donelan-partner-covid-contracts/?utm_source=Twitter&utm_campaign=michelledonellan041121&utm_medium=social%20media
[1] https://twitter.com/JolyonMaugham/status/1458069322811813888?s=20
[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://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G2:
[6] https://eastangliabylines.co.uk/exclusive-suffolk-at-centre-of-multi-million-alleged-cover-up-of-government-ppe-scandal/
[6] https://twitter.com/jolyonmaugham/status/1458699167853858816
[6] https://twitter.com/JolyonMaugham/status/1458699167853858816
[4] https://www.washingtonpost.com/world/2021/11/10/plastic-waste-coronavirus-ocean-contamination/
[3] https://www.cbsnews.com/news/ppe-plastics-waste-polluting-ocean-covid-19-pandemic/
[3] https://ohbulan.com/netizen-cadang-guru-tak-vaksin-wajib-pakai-ppe-rita-rudaini-bidas-macam-la-korang-tak-boleh-jadi-pembawa
[3] https://www.bbc.co.uk/news/uk-england-gloucestershire-59223699
[3] https://twitter.com/JolyonMaugham/status/1458703032716255235
[3] https://twitter.com/mtbgaaa/status/1458331498050822145
[2] https://www.businessinsider.com/oceans-polluted-with-approximately-tons-ppe-during-pandemic-2021-11

Top URLs in Tweet in G3:
[1] https://uniserve.co.uk/covid-19-ppe-flight-no-972/
[1] https://twitter.com/pippacrerar/status/1459098189898960896
[1] https://twitter.com/AC2819/status/1459096904692867082
[1] https://twitter.com/acgrayling/status/1459078143990546436
[1] https://twitter.com/jolyonmaugham/status/1458699167853858816
[1] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[1] https://twitter.com/FreeWomanLeahy/status/1458178129508413453

Top URLs in Tweet in G4:
[1] https://twitter.com/Haggis_UK/status/1458482014332629001
[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/bbclaurak/status/1458480003297992708
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816?s=20
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816
[1] https://twitter.com/jolyonmaugham/status/1458699167853858816

Top URLs in Tweet in G5:
[3] https://twitter.com/Acyn/status/1457896245259689988
[3] https://www.businessinsider.com/kushner-march-state-bidding-wars-ppe-thats-their-problem-2020-9
[1] https://www.politico.com/news/2020/08/14/coronavirus-supplies-ppe-shortage-fda-395560

Top URLs in Tweet in G6:
[1] https://twitter.com/HurleyOCHUCUPE/status/1458755654466813955
[1] https://twitter.com/ChantalChartran/status/1458654856852516867

Top URLs in Tweet in G7:
[3] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://twitter.com/bbclaurak/status/1458480003297992708
[2] https://trib.al/jgrN9kB
[2] https://www.youtube.com/watch?v=_WiDj3T0oBA

[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
[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

Top URLs in Tweet in G8:
[5] https://twitter.com/DuncanTeabag/status/1458163796535615492?s=19
[2] https://dailysceptic.org/2021/11/09/more-than-25000-tonnes-of-covid-related-ppe-and-plastic-waste-has-been-thrown-in-the-sea/
[1] https://twitter.com/Jeremy_Hunt/status/1458787249890467843
[1] https://twitter.com/jolyonmaugham/status/1458705498212126722
[1] https://trib.al/z6yTnuO?fbclid=IwAR2i2Zc94vN58O4AvfNIUdarxaNVQ9VwZfios2DLsO0lYTtIxzyfY7BKfgY
[1] https://goodlawproject.org/news/michelle-donelan-partner-contracts/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Donelan071121
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816?t=urSap3UwHBHSO9lAFdesrA&s=19
[1] https://twitter.com/JolyonMaugham/status/1458699167853858816
[1] https://twitter.com/doctor_oxford/status/1458514280844873731
[1] https://twitter.com/campbellclaret/status/1458557645758115840

Top URLs in Tweet in G9:
[14] https://www.instagram.com/accounts/login/
[3] https://twitter.com/hithclx/status/1457236927610908674
[2] https://no112.org/
[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://www.youtube.com/watch?v=KUHvNpTUSJg&feature=youtu.be

[2] https://www.youtube.com/watch?v=GSNAA6hKduA&feature=youtu.be

[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FSFcinema%2Fposts%2F10159645225720833
[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://twitter.com/copterhm/status/1452971106072096775

Top URLs in Tweet in G10:
[1] https://twitter.com/trishgreenhalgh/status/1458859450224238595
[1] https://committees.parliament.uk/writtenevidence/9295/pdf/
[1] https://www.3mireland.ie/3M/en_IE/p/c/ppe/respiratory-protection/powered-supplied-air/
[1] https://www.ammaunited.org/members
[1] https://www.timescolonist.com/islander/behind-the-curtain-covid-patients-in-icu-are-younger-and-sicker-and-many-wont-make-it-4732337
[1] https://twitter.com/vera_tenacious/status/1458867052907679752
[1] https://twitter.com/jolyonmaugham/status/1458699167853858816
[1] https://calgaryherald.com/news/local-news/province-records-two-deaths-related-to-delta-variant-at-foothills-medical-centre-outbreak
[1] https://twitter.com/ppetoheros/status/1457871234381893634
[1] https://twitter.com/cmariehs/status/1457920522902118406

Top Domains
Top Domains in Tweet in Entire Graph:
[289] twitter.com
[108] co.uk
[40] youtube.com
[24] ppe.pl
[23] co.jp
[23] goodlawproject.org
[20] instagram.com
[19] ppe-for-usa.com
[14] co.za
[12] theguardian.com

Top Domains in Tweet in G1:
[49] co.uk
[17] goodlawproject.org
[14] twitter.com
[3] sky.com
[2] gov.uk
[1] itv.com
[1] org.uk
[1] youtube.com
[1] thelondoneconomic.com
[1] bbc.com

Top Domains in Tweet in G2:
[84] twitter.com
[25] co.uk
[6] theguardian.com
[6] co.jp
[5] washingtonpost.com
[5] com.au
[4] google.com
[4] youtube.com
[3] cbsnews.com
[3] mailchi.mp

Top Domains in Tweet in G3:
[5] twitter.com
[1] co.uk
[1] goodlawproject.org

Top Domains in Tweet in G4:
[5] twitter.com
[1] thelondoneconomic.com

Top Domains in Tweet in G5:
[3] twitter.com
[3] businessinsider.com
[1] politico.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[12] twitter.com
[7] co.uk
[3] trib.al
[2] gov.uk
[2] youtube.com
[1] fullfact.org
[1] org.uk
[1] bmj.com
[1] unitetheunion.org
[1] theguardian.com

Top Domains in Tweet in G8:
[11] twitter.com
[2] dailysceptic.org
[1] trib.al
[1] goodlawproject.org

Top Domains in Tweet in G9:
[17] instagram.com
[12] twitter.com
[8] youtube.com
[6] facebook.com
[3] co.th
[2] no112.org
[2] weibo.cn
[2] in.th
[1] linkmix.co
[1] spotify.com

Top Domains in Tweet in G10:
[8] twitter.com
[1] parliament.uk
[1] 3mireland.ie
[1] ammaunited.org
[1] timescolonist.com
[1] calgaryherald.com
[1] projectn95.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[230] ppe
[104] kdppe
[99] perthtanapon
[72] แลกฟอลรอกลรัก
[69] telltheworldiloveyou
[68] บอกโลกให้รู้ว่ากูรักมึง
[60] torycorruption
[52] covid19
[43] เปิดกล้องซีรี่ย์กลรักรุ่นพี่
[31] covid



Top Hashtags in Tweet in G1:
[12] ppe
[11] torycorruption
[5] conservatives
[3] johnsonthecorruptpm
[3] brexit
[2] torysleaze
[2] coronavirus
[2] covid
[2] privateeye
[2] ayanda

Top Hashtags in Tweet in G2:
[69] ppe
[11] torycorruption
[10] workwear
[7] masks
[7] safetyfirst
[7] covid19
[6] safety
[5] construction
[5] gloves
[5] mask

Top Hashtags in Tweet in G3:
[13] ppe
[3] johnsonthecorruptpm
[3] boristheliarjohnson
[3] torycorruption
[3] johnsonmustgo
[2] fakepostalvotes
[2] notourpm
[1] nhs
[1] taxpayers
[1] toriesunfittogovern

Top Hashtags in Tweet in G4:
[4] torycorruption
[3] johnsonthecorruptpm
[2] corruption
[1] r4today
[1] cop26
[1] masks
[1] psychopaths
[1] torysleaze
[1] torysewageparty
[1] torysleeze

Top Hashtags in Tweet in G6:
[3] onted
[1] ltcjustice
[1] ontedreality
[1] profitpigs
[1] onpoli

Top Hashtags in Tweet in G7:
[11] torycorruption
[4] ppe
[3] freenazanin
[3] torycovidcatastrophe
[2] torysleeze
[2] lestweforget
[2] torycriminals
[2] andrewmills
[2] phe
[1] mauritius

Top Hashtags in Tweet in G8:
[18] freenazanin
[10] radio4today
[7] torycriminalsunfittogovern
[6] ppe
[6] torycorruption
[2] sleaze
[2] dominiccummings
[2] torysleaze
[2] bungbackbetter
[2] johnsonout

Top Hashtags in Tweet in G9:
[104] kdppe
[99] perthtanapon
[72] แลกฟอลรอกลรัก
[69] telltheworldiloveyou
[68] บอกโลกให้รู้ว่ากูรักมึง
[43] เปิดกล้องซีรี่ย์กลรักรุ่นพี่
[18] 200dayswith_into1
[18] lastbreathouttoday
[14] into1
[13] กลรักรุ่นพี่

Top Hashtags in Tweet in G10:
[4] covidisairborne
[4] covid19
[1] ppe
[1] getvaccinated
[1] bcpoli
[1] covid19bc
[1] americanmade

Top Words
Top Words in Tweet in Entire Graph:
[4683] ppe
[670] covid
[668] contracts
[589] money
[555] government
[501] tory
[490] uk
[462] ร
[438] johnson
[433] made

Top Words in Tweet in G1:
[579] ppe
[404] jolyonmaugham
[316] made
[164] day
[164] drsimonashworth
[162] school
[157] kids
[156] someone
[154] wearing
[153] co

Top Words in Tweet in G2:
[390] ppe
[67] #ppe
[56] covid
[30] more
[29] pandemic
[27] people
[27] masks
[21] being
[21] contracts
[20] safety

Top Words in Tweet in G3:
[243] doing
[243] problem
[242] government
[240] channel
[240] piece
[240] richard
[240] radcliffe's
[240] struggle
[240] british
[240] shovelling

Top Words in Tweet in G4:
[353] ppe
[330] contracts
[297] tory
[296] corrupt
[292] uk
[291] cash
[291] johnson
[291] party
[291] money
[289] peerages

Top Words in Tweet in G5:
[174] oliviatroye
[171] 2020
[170] seem
[169] crisis
[168] recollection
[168] quite
[168] different
[168] kellyanne
[168] conway
[168] especially

Top Words in Tweet in G6:
[222] ppe
[203] rapid
[201] tests
[108] nurses
[107] schools
[106] class
[104] upgraded
[103] proper
[103] gator_gum
[103] hepa

Top Words in Tweet in G7:
[172] ppe
[58] contracts
[46] tory
[43] trace
[42] bbclaurak
[36] track
[33] donors
[31] report
[27] money
[25] russia

Top Words in Tweet in G8:
[164] borisjohnson
[110] ppe
[103] money
[90] pay
[87] trussliz
[75] britain
[73] johnson
[72] tulipsiddiq
[65] damn
[64] philippavereker

Top Words in Tweet in G9:
[418] ร
[243] ว
[215] น
[189] ก
[126] ย
[123] ง
[104] #kdppe
[102] ส
[99] ม
[99] #perthtanapon

Top Words in Tweet in G10:
[185] ppe
[182] airborne
[78] proper
[75] access
[72] crime
[72] controls
[71] ongoing
[70] imo
[70] refusal
[70] blocks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[558] ppe,contracts
[337] tory,party
[328] cash,peerages
[325] uk,corrupt
[318] corrupt,johnson
[318] peerages,russian
[318] russian,money
[317] johnson,tory
[317] party,definitely
[317] definitely,ppe

Top Word Pairs in Tweet in G1:
[161] drsimonashworth,jolyonmaugham
[153] jolyonmaugham,someone
[151] someone,wearing
[151] wearing,different
[151] different,ppe
[151] ppe,day
[151] day,having
[151] having,visors
[151] visors,made
[151] made,school

Top Word Pairs in Tweet in G2:
[14] covid,19
[9] plastic,waste
[9] ppe,covid
[8] wearing,ppe
[8] personal,protective
[8] ppe,contracts
[8] full,ppe
[8] face,masks
[7] protective,equipment
[7] equipment,ppe

Top Word Pairs in Tweet in G3:
[240] channel,doing
[240] doing,piece
[240] piece,richard
[240] richard,radcliffe's
[240] radcliffe's,struggle
[240] struggle,british
[240] british,government
[240] government,problem
[240] problem,shovelling
[240] shovelling,taxpayer

Top Word Pairs in Tweet in G4:
[310] ppe,contracts
[288] tory,party
[288] cash,peerages
[287] uk,corrupt
[287] corrupt,johnson
[287] johnson,tory
[287] party,definitely
[287] definitely,ppe
[287] contracts,cash
[287] peerages,russian

Top Word Pairs in Tweet in G5:
[168] recollection,quite
[168] quite,different
[168] different,kellyanne
[168] kellyanne,conway
[168] conway,especially
[168] especially,comes
[168] comes,2020
[168] 2020,crisis
[168] crisis,seem
[168] seem,recall

Top Word Pairs in Tweet in G6:
[201] rapid,tests
[104] upgraded,ppe
[103] proper,ppe
[102] nurses,upgraded
[101] hey,schools
[101] schools,nurses
[101] ppe,those
[101] those,rapid
[101] tests,arrived
[101] arrived,class

Top Word Pairs in Tweet in G7:
[53] ppe,contracts
[34] track,trace
[28] tory,donors
[25] priti,patel
[25] patel,bullying
[25] bullying,dismissed
[25] dismissed,ppe
[25] contracts,exclusive
[25] exclusive,tory
[24] bbclaurak,russia

Top Word Pairs in Tweet in G8:
[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
[64] owes,ransom

Top Word Pairs in Tweet in G9:
[79] #บอกโลกให,ร
[79] ร,ว
[73] ว,าก
[72] าก,ร
[72] #แลกฟอลรอกลร,ก
[70] กร,นพ
[68] ร,กม
[68] กม,ง
[67] ง,#telltheworldiloveyou
[57] กลร,กร

Top Word Pairs in Tweet in G10:
[78] 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 Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@jolyonmaugham
@format_ppe
@skynews
@mmpadellan
@ojaru_ojaru57
@easyequities
@t0m00210
@bbcnews
@pimr_ppe

Top Replied-To in G1:
@jolyonmaugham
@drsimonashworth
@marinapurkiss
@spikestweeting
@beany_1
@adambienkov
@lloydhardy
@lb230
@wayneellis2
@shaunlintern

Top Replied-To in G3:
@kayburley
@sajidjavid
@carlabela1
@matthancock
@cardiffnc
@patrici89225734
@skynews
@borisjohnson
@jamesearpmusic
@trevelationd

Top Replied-To in G4:
@montie
@supertanskiii
@hepworthclare
@theneweuropean
@lizwebsterld
@jameswoodfield
@richardburgon
@bec2043
@john_for_hope
@rlokomotiv

Top Replied-To in G5:
@sruhle
@porter9811
@oliviatroye
@timmy_l_hall
@anthony11221215
@francescolt

Top Replied-To in G6:
@sflecce
@gator_gum
@globalnewsto
@imgrund

Top Replied-To in G7:
@skynews
@bbcnews
@brownsnake12
@bbcquestiontime
@the_tpa
@adilray
@bbclaurak
@loriagne2
@davidmills_uk
@ottojizzmark

Top Replied-To in G8:
@borisjohnson
@trussliz
@tulipsiddiq
@thattimwalker
@peston
@philippavereker
@davidnbull
@healthcareenv
@cyrilmoseley
@emmakennedy

Top Replied-To in G9:
@dasingerbambam
@nuu_nuu_p_9
@ben_ppe
@telltheworldilu
@prem_space
@snf_teeha
@goldenpup_ppe
@ps_officialth
@natnapasuparee
@atthaphanp

Top Replied-To in G10:
@trishgreenhalgh
@realreporter
@matt_hopcraft
@dfisman
@sandyboots2020
@eric_carroll
@lolamotz
@hjelle_brian
@whowpro
@craig_a_spencer

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@akaseano
@erdmuted
@borisjohnson
@oliviatroye
@drsimonashworth
@sruhle
@eu_eeas
@dolorsmm
@gator_gum

Top Mentioned in G1:
@jolyonmaugham
@drsimonashworth
@suesuezep
@siobhan_baillie
@marinapurkiss
@bylineseast
@spikestweeting
@peterthurlow
@sambohardy
@goodlawproject

Top Mentioned in G2:
@wsjp_insight
@suegray834
@akunegarden
@cov_care
@black_kghp
@tonydowson5
@profilegroupza
@kangaroocaught

Top Mentioned in G3:
@erdmuted
@sajidjavid
@poorscousertom
@uniservegroup
@firmlyeu
@jax06153243
@philmyers53
@suesuezep
@karenlovecheese
@hannahloumac

Top Mentioned in G4:
@akaseano
@squeezyjohn
@erdmuted
@montie
@suesuezep
@unpubwrites
@happyinyorks
@jonnyda90681310
@poorscousertom
@mr_readingtown

Top Mentioned in G5:
@oliviatroye
@sruhle
@ananavarro
@ipicnews
@getreal8675309
@azsunshine_mama
@researchbuzz
@abigailcolter51
@misstikallme7
@wholeincenter

Top Mentioned in G6:
@gator_gum
@birgitomo
@docs4ltcjustice
@moemcdermott
@sflecce
@drkateto
@canceldougford
@msandreamarie_
@globalnewsto
@darkangel75

Top Mentioned in G7:
@bbclaurak
@phoenixtcat
@conservatives
@sarahscb
@fullabeanz
@skynews
@bbcnews
@privateeyenews
@tnewtondunn
@borisjohnson

Top Mentioned in G8:
@borisjohnson
@trussliz
@tulipsiddiq
@shroommuse
@philippavereker
@dontbrexitfixit
@jeremiah28
@planetzuma
@thattimwalker
@billiejoemcall1

Top Mentioned in G9:
@telltheworldilu
@perthppe
@ppetrends
@allaroundperth
@marktuan
@perthplangun
@atthaphanp
@off_tumcial
@majorgroup
@niyach_perthch

Top Mentioned in G10:
@who
@kprather88
@dfisman
@johnjohnstoned
@flowermusickids
@whowpro
@jasmith_yorku
@lisa_iannattone
@lawtontri
@ubc_sb

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@akiko_lawson
@suntory
@caramelcorn1971
@kfc_jp
@famima_now
@housefoods_now
@711sej
@sunoticiero
@sumariuminfo

Top Tweeters in G1:
@curiocat13
@tartancobweb
@christinejameis
@thestephenralph
@sandssims
@manatrue
@shirleyyoung2
@june4th
@cristinaprkr
@sandrahalifax

Top Tweeters in G2:
@sunoticiero
@sumariuminfo
@andyvermaut
@elperiodiquito
@diariocontraste
@venezolanonews
@agenparl
@stiripesurse_ro
@suegray834
@koyteera

Top Tweeters in G3:
@roadwarrior29
@spanishdan1
@catwoman1979
@fiona_fionnagal
@paladine
@1jasliz
@chiclanagirl
@londonyc
@idontmind64
@jkldnmad

Top Tweeters in G4:
@sandradunn1955
@dominicpiper1
@catherinemginn
@jorichardskent
@cleggy261
@forumeditor
@unojen_wood
@natalie91231732
@kevinpascoe
@roseg

Top Tweeters in G5:
@phendricks71
@debsomewhere
@wechoosewisdom
@djzjcz
@pgmckim
@howyofwi
@kwikwarren
@ambiimoore
@matthewcronin9
@ellis_texas

Top Tweeters in G6:
@wrikent3500
@dianneathome
@kathy73921688
@geoffypjohnston
@anniegirl1138
@meredithheron
@pennyvane10
@sunnydays180
@legant66
@jodikoberinski

Top Tweeters in G7:
@skynews
@bbcnews
@las2950
@trackntracer
@georgegalloway
@paolimichele
@itvnews
@stvnews
@kathy279
@gillgreeny

Top Tweeters in G8:
@allchanges
@robertgedge
@jackalsbynight
@philrandal
@19mw98
@lordofintent
@kavey
@mimij9
@reecapie
@annemacrae4

Top Tweeters in G9:
@ppreawara
@g_eneglaer
@tkmmtrigon
@nunamaki_kyumin
@ooh_pinni1a
@52squared_
@khaosodonline
@earthcdbd
@sfkkfs_
@md_ppe

Top Tweeters in G10:
@kirkmurphy
@teach_n_travel
@joejaggi
@dire_donald
@getupstandup2
@nolore
@lolamotz
@gkielec
@rosenfieldclar1
@susan29191404


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