PPE, Twitter, 2/9/2023 11:41:44 AM, 288983


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PPE_2023-02-09_02-31-29.xlsx
PPE_2023-02-09_02-31-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2023
Short Description:
PPE via NodeXL https://bit.ly/3YuSdfu
@rsasiu
@struthtruth
@hugorelly
@aquistan
@relwofs54
@khumoentle_
@carolvorders
@marvinh2_g2
@chrispduck
@goodlawproject

Top hashtags:
#ppe
#enoughisenough
#generalelectionnow
#nondom
#greencard
#russia
#moderna
#gove

Description:
Description
The graph represents a network of 5,356 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 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 10:36 UTC.

The tweets in the network were tweeted over the 1100-day, 5-hour, 44-minute period from Tuesday, 04 February 2020 at 19:15 UTC to Thursday, 09 February 2023 at 00:59 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 : 5356
Unique Edges : 2715
Edges With Duplicates : 10785
Total Edges : 13500
Number of Edge Types : 9
Retweet : 3529
MentionsInRetweet : 4547
Replies to : 1293
MentionsInReplyTo : 2801
Mentions : 264
Tweet : 730
Quote : 126
MentionsInQuote : 156
MentionsInQuoteReply : 54
Self-Loops : 929
Reciprocated Vertex Pair Ratio : 0.0269360269360269
Reciprocated Edge Ratio : 0.0524590163934426
Connected Components : 671
Single-Vertex Connected Components : 257
Maximum Vertices in a Connected Component : 3099
Maximum Edges in a Connected Component : 8855
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.726051
Graph Density : 0.000233949691402575
Modularity : 0.483158
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,356 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 2/8/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 09 February 2023 at 10:36 UTC.

The tweets in the network were tweeted over the 1100-day, 5-hour, 44-minute period from Tuesday, 04 February 2020 at 19:15 UTC to Thursday, 09 February 2023 at 00:59 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:
[756] https://twitter.com/NPA_Prosecutes/status/1623231923521716224/photo/1
[134] https://twitter.com/hewitson10/status/1623299922207334402/video/1
[33] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[17] https://twitter.com/bernardshawlive/status/1623304864582275074/photo/1
[17] https://www.businessinsider.com/former-conservative-minister-george-freeman-broke-ministerial-code-ppe-coronavirus-2021-1?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter
[17] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230209103234&media=search_link&type=text
[14] https://www.nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions?utm_source=dlvr.it&utm_medium=twitter
[10] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[10] https://www.oig.dhs.gov/sites/default/files/assets/2023-02/OIG-23-14-Feb23.pdf
[7] https://twitter.com/Tala094shte/status/1623325063339556865/photo/1

Top URLs in Tweet in G1:
[753] https://twitter.com/NPA_Prosecutes/status/1623231923521716224/photo/1
[5] https://twitter.com/RSASIU/status/1623257399896207360
[4] https://twitter.com/Mfanelo/status/1623278814301151234/photo/1
[3] https://twitter.com/SoulFairy3/status/1623235869061545986/photo/1
[2] https://twitter.com/rsasiu/status/1623257399896207360
[2] https://twitter.com/NPA_Prosecutes/status/1623231923521716224
[1] https://twitter.com/TheTruthPanther/status/1623379230921728020/photo/1
[1] https://twitter.com/RSASIU/status/1623257399896207360/photo/1
[1] https://twitter.com/RSASIU/status/1623378778012454944/video/1
[1] https://centralnews.co.za/siu-welcomes-the-sentencing-of-government-official-linked-to-ppe-tender-fraud/

Top URLs in Tweet in G2:
[5] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[2] https://twitter.com/Dave_Eby/status/1623143353411067905/photo/1
[2] https://twitter.com/marvinh2_g2/status/1623195999098351616
[2] https://twitter.com/MarvinH2_G2/status/1623195999098351616
[2] https://www.kens5.com/article/news/health/san-antonio-hospital-could-have-an-answer-to-the-ppe-crisis-elastomeric-masks/273-882e7ea3-e377-4776-906c-33ce89e193cc
[2] https://twitter.com/i/spaces/1ZkKzXnbWAZJv
[2] https://twitter.com/graeme_0/status/1623345111458516992/photo/1
[1] https://twitter.com/apsmunro/status/1622865178625822721
[1] https://twitter.com/MarvinH2_G2/status/1623470043911667713
[1] https://twitter.com/MarvinH2_G2/status/1623473228285870080/photo/1

Top URLs in Tweet in G3:
[134] https://twitter.com/hewitson10/status/1623299922207334402/video/1
[7] https://twitter.com/PeterStefanovi2/status/1620801876257312769/video/1
[4] https://twitter.com/JohnHuwEvans2/status/1622985462808821760/photo/1
[4] https://twitter.com/Rakhiaismail/status/1620808866043932672/photo/1
[4] https://twitter.com/ginge003/status/1622686715004522507/photo/1
[4] https://twitter.com/TStandfield1789/status/1623239367643873281/photo/1
[3] https://twitter.com/michelledonelan/status/1623017443194032133
[2] https://twitter.com/RishiSunak/status/1623272630143918080
[2] https://twitter.com/JohnHuwEvans2/status/1623305638309687297/photo/1
[2] https://twitter.com/LeeAndersonMP_/status/1623067263422062593/video/1

Top URLs in Tweet in G4:
[2] https://goodlawproject.org/sunak-linked-hedge-fund-sees-pandemic-profits-soar-to-109m/
[2] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[2] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[2] https://twitter.com/alibob499/status/1623272437017190404/photo/1
[2] https://twitter.com/i_nautilus/status/1623390923236188166/photo/1
[1] https://twitter.com/PhantomPower14/status/1597349091398549505
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE310123&utm_medium=social%20media
[1] https://twitter.com/PhantomPower14/status/1363541296858750977/video/1
[1] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://www.theguardian.com/politics/2023/feb/07/sharp-practice-never-bbc-chair-is-just-one-of-lifes-natural-born-winners

Top URLs in Tweet in G5:
[17] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230209103234&media=search_link&type=text
[4] https://twitter.com/Hkl7wcDgkk4jF6B/status/1623350159202746368/photo/1
[4] https://twitter.com/CareerDevelop14/status/1623362983601623041/photo/1
[4] https://twitter.com/ELCOR_Official/status/1623327424938225665/photo/1
[4] https://twitter.com/wishful/status/1623479744804327424/photo/1
[4] https://twitter.com/CALFIRELNU/status/1623378383773257728/photo/1
[4] https://twitter.com/raelsketh/status/1623288838109147136/photo/1
[3] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[3] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230209103243&media=search_link&type=text
[2] https://www.lancashiretelegraph.co.uk/news/23308614.lancs-man-arrested-international-ppe-fraud-investigation/

Top URLs in Tweet in G6:
[7] https://twitter.com/Tala094shte/status/1623325063339556865/photo/1
[5] https://twitter.com/ukrainiansfirst/status/1623352039341281280/photo/1
[4] https://twitter.com/kmda_official/status/1623331420839063552/photo/1
[2] https://www.youtube.com/watch?v=C1mZUOohwto

[1] https://twitter.com/format_ppe/status/1623282786898419713/photo/1
[1] https://twitter.com/format_ppe/status/1623241431430098944/photo/1
[1] https://twitter.com/burnter/status/1592460035447480321/video/1
[1] https://www.ventusky.com/
[1] https://www.moscowtimes.ru/2023/02/08/spyatil-rossiiskie-eliti-nachali-somnevatsya-v-adekvatnosti-putina-a33344
[1] https://twitter.com/sun_zhar/status/1623334180825272320/photo/1

Top URLs in Tweet in G7:
[4] https://nationalcrimeagency.gov.uk/news/three-arrested-in-suspected-ppe-fraud-worth-millions
[2] https://www.gbnews.uk/news/covid-investigation-into-ppe-fraud-worth-millions-sees-three-arrests/439021
[1] https://twitter.com/DavidBr23439778/status/1623399958329032709/photo/1
[1] https://twitter.com/david__osland/status/1623380182475087888

Top URLs in Tweet in G8:
[1] https://twitter.com/gemmagould/status/1579390655457275905/photo/1
[1] https://www.mylondon.news/news/west-london-news/chelsea-fulham-mp-told-apologise-18200734
[1] https://twitter.com/gemmagould/status/1623259408435187712/photo/1
[1] https://www.businessinsider.com/former-conservative-minister-george-freeman-broke-ministerial-code-ppe-coronavirus-2021-1?r=US&IR=T
[1] https://twitter.com/gemmagould/status/1579390616555130885/photo/1
[1] https://twitter.com/gemmagould/status/1579390598393786368/photo/1
[1] https://twitter.com/Haggis_UK/status/1623289671055802368/video/1
[1] https://twitter.com/Haggis_UK/status/1623224139296153604/video/1
[1] https://twitter.com/Haggis_UK/status/1623295848099487744/video/1
[1] https://twitter.com/Haggis_UK/status/1585567926878408707/video/1

Top URLs in Tweet in G9:
[14] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://rebekahbarnett.substack.com/p/actual-mask-expert-megan-mansell
[1] https://twitter.com/mamasaurusMeg/status/1621958580277493763/photo/1
[1] https://www.sophie-e-hill.com/slides/my-little-crony/
[1] https://twitter.com/Tammy_K_Clark/status/1621683144725348356/photo/1
[1] https://news.stv.tv/world/husband-wife-and-second-man-arrested-over-alleged-1-9m-international-covid-ppe-fraud?utm_medium=Social&utm_source=Twitter#Echobox=1675878349-1
[1] https://twitter.com/kadamssl/status/1622598096621379584
[1] https://www.mirror.co.uk/news/politics/companies-handed-37-billion-ppe-29134481

Top URLs in Tweet in G10:
[4] https://twitter.com/romain_lemoigne/status/1623267589517443078/photo/1
[4] https://twitter.com/edouard_varin/status/1623382020402323458/photo/1
[4] https://twitter.com/BastienDauphin/status/1623340854260670469/photo/1
[2] https://twitter.com/laurentdejoie/status/1623281863455346688/photo/1
[2] https://twitter.com/K212News/status/1623358195178606598?t=oOFqHhwjwll-Df3n9iGYfg&s=19
[1] https://twitter.com/EnModeMacaron/status/1623013087191224320
[1] https://twitter.com/Animal1Personne/status/1623247872085921797
[1] https://twitter.com/EnModeMacaron/status/1623013087191224320/photo/1
[1] https://twitter.com/Animal1Personne/status/1623247872085921797/video/1
[1] https://twitter.com/fxbellamy/status/1623365369745358848/video/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1601] twitter.com
[43] co.uk
[36] ppe.pl
[33] ac.uk
[30] gov.uk
[28] co.za
[21] dmm.com
[19] businessinsider.com
[14] theguardian.com
[13] youtube.com

Top Domains in Tweet in G1:
[775] twitter.com
[4] co.za
[1] news24.com

Top Domains in Tweet in G2:
[32] twitter.com
[5] ac.uk
[2] kens5.com
[1] nhs.uk
[1] co.uk
[1] chuffed.org
[1] youtube.com
[1] sky.com

Top Domains in Tweet in G3:
[251] twitter.com
[6] co.uk
[4] gov.uk
[2] theguardian.com
[2] contractorweekly.com
[1] medium.com
[1] youtube.com
[1] minhalexander.com
[1] thelondoneconomic.com
[1] bylinetimes.com

Top Domains in Tweet in G4:
[16] twitter.com
[5] goodlawproject.org
[1] ac.uk
[1] theguardian.com

Top Domains in Tweet in G5:
[105] twitter.com
[21] dmm.com
[12] co.uk
[12] microsoft.com
[11] co.za
[5] co.jp
[4] gov.uk
[3] instagram.com
[2] facebook.com
[2] facilitiesnet.com

Top Domains in Tweet in G6:
[21] twitter.com
[3] youtube.com
[1] ventusky.com
[1] moscowtimes.ru

Top Domains in Tweet in G7:
[4] gov.uk
[2] twitter.com
[2] gbnews.uk

Top Domains in Tweet in G8:
[11] twitter.com
[2] theguardian.com
[1] mylondon.news
[1] businessinsider.com
[1] sophie-e-hill.com

Top Domains in Tweet in G9:
[14] ac.uk
[3] twitter.com
[1] substack.com
[1] sophie-e-hill.com
[1] stv.tv
[1] co.uk

Top Domains in Tweet in G10:
[29] twitter.com
[2] youtube.com
[1] lecollimateur.ma
[1] theobjective.com
[1] acodap.org
[1] elplural.com
[1] industriaspesqueras.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[259] ppe
[180] enoughisenough
[179] generalelectionnow
[177] nondom
[176] greencard
[176] russia
[175] moderna
[174] gove
[160] michellemone
[150] pmqs



Top Hashtags in Tweet in G1:
[3] ppe
[1] sabcnews
[1] phalaphalafarmgatecriminal

Top Hashtags in Tweet in G2:
[7] n95
[7] ventilate
[7] airfilters
[2] covid
[2] covidisairborne
[2] ppe
[1] covid19
[1] tories
[1] covidpandemic
[1] covidisnotover

Top Hashtags in Tweet in G3:
[178] generalelectionnow
[178] enoughisenough
[177] nondom
[176] greencard
[176] russia
[175] moderna
[174] gove
[155] ppe
[153] michellemone
[147] pmqs

Top Hashtags in Tweet in G4:
[5] r4today
[4] bbcbreakfast
[2] politicslive
[2] torycorruption
[2] tories
[2] ppe
[1] lbc
[1] torysleaze
[1] toryfraud
[1] torycriminals

Top Hashtags in Tweet in G5:
[35] ppe
[5] safety
[5] construction
[4] workwear
[3] personalprotectiveequipment
[2] medicalsupplies
[2] firstaid
[2] nebraskaicap
[2] projectfirstline
[2] masks

Top Hashtags in Tweet in G8:
[10] ppe
[6] mylittlecrony
[6] michellemone
[2] toriesout215
[1] whereismone
[1] politicslive
[1] kayburley
[1] bbcbreakfast
[1] pmqs
[1] toriesout210

Top Hashtags in Tweet in G10:
[2] expedienteroyuela
[2] acodap
[2] políticadepesca
[2] fad
[2] ppe
[1] chasse
[1] qatargate
[1] ue
[1] morocco
[1] maroc

Top Words
Top Words in Tweet in Entire Graph:
[2664] ppe
[879] health
[853] department
[804] former
[760] eastern
[760] cape
[670] messenger
[616] personal
[605] protective
[601] rsasiu

Top Words in Tweet in G1:
[745] health
[740] former
[736] department
[715] cape
[715] eastern
[613] messenger
[599] rsasiu
[587] charges
[587] relating
[586] siu

Top Words in Tweet in G2:
[481] ppe
[248] covid
[247] marvinh2_g2
[235] 1goodtern
[225] dr
[215] wearing
[211] nhs
[209] n95
[206] banned
[205] ward

Top Words in Tweet in G3:
[180] need
[178] #generalelectionnow
[178] #enoughisenough
[177] #nondom
[176] #greencard
[176] infosys
[176] #russia
[175] #moderna
[174] #gove
[155] #ppe

Top Words in Tweet in G4:
[204] goodlawproject
[203] carolvorders
[195] pandemic
[195] sunak
[194] profits
[194] 109m
[194] fund
[194] soar
[194] sees
[194] hedge

Top Words in Tweet in G5:
[166] الرياض
[166] جدة
[166] مساج
[154] ppe
[83] '
[83] نسعد
[83] 24
[83] العميل
[83] مركز
[83] مطلبنا

Top Words in Tweet in G6:
[213] format_ppe
[88] не
[87] за
[55] і
[47] що
[36] в
[33] на
[33] а
[32] з
[31] бог

Top Words in Tweet in G7:
[172] david__osland
[163] ppe
[158] people
[155] fraud
[154] over
[154] husband
[153] wife
[153] arrested
[153] three
[153] including

Top Words in Tweet in G8:
[136] gemmagould
[102] freeman
[102] george
[62] uk
[56] corruption
[55] ppe
[54] code
[54] ministerial
[54] anti
[54] investigated

Top Words in Tweet in G9:
[166] face
[90] covid
[89] hospital
[88] staff
[86] wards
[86] 19
[85] masks
[85] cambridge
[85] working
[84] kadamssl

Top Words in Tweet in G10:
[20] fxbellamy
[19] bruxelles
[18] européen
[17] guilhemcarayon
[17] parlement
[16] manfredweber
[12] ppe
[11] ppe_fr
[10] merci
[10] échanger

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[760] eastern,cape
[605] former,eastern
[602] personal,protective
[594] department,health
[591] charges,relating
[591] cape,department
[569] rsasiu,siu
[564] health,messenger
[562] siu,welcomes
[561] jailing,former

Top Word Pairs in Tweet in G1:
[715] eastern,cape
[593] former,eastern
[588] cape,department
[588] department,health
[587] charges,relating
[567] rsasiu,siu
[561] health,messenger
[559] welcomes,jailing
[559] siu,welcomes
[559] jailing,former

Top Word Pairs in Tweet in G2:
[204] covid,ward
[202] dr,sister
[202] sister,banned
[202] wearing,ffp
[202] handed,spare
[202] angry,comment
[202] banned,wearing
[202] ward,handed
[202] comment,dr
[202] prev,angry

Top Word Pairs in Tweet in G3:
[178] #generalelectionnow,#enoughisenough
[176] #greencard,infosys
[176] #nondom,#greencard
[176] infosys,#russia
[175] #enoughisenough,#nondom
[175] need,#generalelectionnow
[175] #russia,#moderna
[174] #moderna,#gove
[153] #michellemone,#ppe
[153] #gove,#michellemone

Top Word Pairs in Tweet in G4:
[194] 109m,report
[194] pandemic,profits
[194] fund,sees
[194] report,goodlawproject
[194] profits,soar
[194] soar,109m
[194] sunak,linked
[194] linked,hedge
[194] sees,pandemic
[194] hedge,fund

Top Word Pairs in Tweet in G5:
[83] بخدمتكم,24
[83] منزلي,فندقي
[83] فلبيني,نسعد
[83] الان,راحة
[83] جدة,الرياض
[83] أفضل,مختص
[83] 24,ساعة
[83] مباراة,وسائل
[83] في,الرياض
[83] داخل,مدينة

Top Word Pairs in Tweet in G6:
[41] format_ppe,за
[16] format_ppe,бог
[14] за,те
[13] те,що
[11] не,карає
[8] і,не
[8] format_ppe,бо
[8] за,тупість
[7] бог,не
[7] самі,себе

Top Word Pairs in Tweet in G7:
[155] ppe,fraud
[153] people,including
[153] over,29m
[153] including,husband
[153] fraud,gosh
[153] arrested,over
[153] wife,arrested
[153] three,people
[153] husband,wife
[153] 29m,ppe

Top Word Pairs in Tweet in G8:
[102] george,freeman
[54] ministerial,code
[54] anti,corruption
[53] uk,anti
[53] 2021,investigated
[53] breaking,ministerial
[53] corruption,watchdog
[53] investigated,uk
[53] freeman,2021
[53] watchdog,breaking

Top Word Pairs in Tweet in G9:
[86] 19,wards
[86] covid,19
[85] working,covid
[85] staff,working
[83] face,piece
[83] upgraded,face
[83] hospital,cambridge
[83] cambridge,upgraded
[83] filtering,face
[83] wards,filtering

Top Word Pairs in Tweet in G10:
[14] parlement,européen
[8] échanger,manfredweber
[8] hanane_mnsr,particulier
[8] cette,belle
[8] beaucoup,fxbellamy
[8] fxbellamy,guilhemcarayon
[8] bruxelles,guilhemcarayon
[8] rdj,visiter
[8] guilhemcarayon,rdj
[8] visiter,parlement

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@greghands
@david__osland
@marvinh2_g2
@ppe_loved
@hoppe_ppe_
@1goodtern
@rsasiu
@conservatives
@bladeofthes

Top Replied-To in G1:
@rsasiu
@npa_prosecutes
@nemarttin
@charles48253336
@iii_khumalo
@pataderp
@dispatch_dd
@tsietsi_mohale
@kgodishonl
@clivejkg

Top Replied-To in G2:
@marvinh2_g2
@1goodtern
@flyagarica
@dgurdasani1
@dave_eby
@dean_susi
@tryangregory
@apsmunro
@microlabdoc
@islayeg

Top Replied-To in G3:
@greghands
@conservatives
@rishisunak
@borisjohnson
@bladeofthes
@grantshapps
@haggis_uk
@michelledonelan
@dave43law
@britain_people

Top Replied-To in G4:
@goodlawproject
@jonesjones40
@tolethorpe
@michaellamberta
@lucyfrazermp
@thinkingatheist
@uglyhotdog
@monstermetal70
@richardjmurphy
@zero_4

Top Replied-To in G5:

Top Replied-To in G6:
@format_ppe
@svitlan93375031
@finanzru
@burnter
@erwen09601886
@bobmarl62137040
@olgerdpan
@sun_zhar
@naumenkoirisha
@petrvolk

Top Replied-To in G7:
@david__osland
@fredwnelson
@old_dead_guy
@alisonroyles
@millhillfitness
@pinza0071

Top Replied-To in G8:
@haggis_uk
@gemmagould

Top Replied-To in G9:
@nordicyank
@challiceblue
@abraarkaran
@mamasaurusmeg
@kadamssl

Top Replied-To in G10:
@assembleenat
@annesanderelue
@empirechrifien1
@lryonne
@ppopular
@prescmaveiro
@manonaubryfr
@fxbellamy

Top Mentioned
Top Mentioned in Entire Graph:
@rsasiu
@npa_prosecutes
@marvinh2_g2
@1goodtern
@carolvorders
@goodlawproject
@infosys
@david__osland
@gemmagould
@excludeduk

Top Mentioned in G1:
@rsasiu
@npa_prosecutes
@thetruthpanther
@fscentralnews
@sundaytimesza
@african_spring
@easterncapegov
@jaybo_1
@dispatch_dd
@kerrycullinan11

Top Mentioned in G2:
@marvinh2_g2
@1goodtern
@toshiakima
@dgurdasani1
@ktc055
@healthb4profits
@danaparish
@elhopkins
@dfisman
@beccyjanehealey

Top Mentioned in G3:
@infosys
@excludeduk
@conservatives
@zelenskyyua
@kenjmunn
@greghands
@chrispduck
@michelledonelan
@rishisunak
@willblackwriter

Top Mentioned in G4:
@carolvorders
@goodlawproject
@zero_4
@stevedavid845
@astroaugusto
@gemmagould
@david__osland
@struthtruth
@marvinh2_g2

Top Mentioned in G5:
@wsjp_insight
@nasem_health
@bevs74487067
@thelcw

Top Mentioned in G6:
@format_ppe
@tala094shte
@ukrainiansfirst
@malitskiy_
@vrboiko
@naumenkoirisha
@polishuk_kharko
@vosmynig
@did__pihto
@finanzru

Top Mentioned in G7:
@david__osland
@guymillard
@marvinh2_g2
@michellemone
@old_dead_guy
@carolvorders
@stevedavid845
@willblackwriter
@elhopkins

Top Mentioned in G8:
@gemmagould
@a_holdertwomlow
@haggis_uk
@lalehkhalili
@rhonda_riachi
@ukbreturn
@david__osland
@tobyh45
@raycasey2003
@bbcradio4

Top Mentioned in G9:
@kadamssl
@angry_voice
@blakemmurdoch
@mamasaurusmeg
@marvinh2_g2
@pettypodcast1
@drpops3
@stvnews
@drericding
@sensanders

Top Mentioned in G10:
@fxbellamy
@guilhemcarayon
@manfredweber
@ppe_fr
@ppe
@hanane_mnsr
@jeunesreps
@romain_lemoigne
@bastiendauphin
@edouard_varin

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@kadokawa_san
@711sej
@daikinstreamer
@black_thunder_
@athome_co
@alerttrade
@nipponhamgroup
@s9tmt

Top Tweeters in G1:
@mohalemotaung_
@ayshamoolla
@alettaha
@wheelsntoys
@drinkopoppapi
@misslesegos
@bennittolindani
@zhitovic
@bassiekayy
@cci_network

Top Tweeters in G2:
@wildwalkerwoman
@inforenique
@myknittingwool
@ladypoop2
@david96212152
@scout2462
@jpofgwynedd
@matilda_w_
@neric16
@marymary0414

Top Tweeters in G3:
@awarding_women
@beeahoney_
@peterdilworth1
@nickstevenson63
@nigelheal
@chiclanagirl
@georgebernhard
@unsnuk
@hepworthclare
@allanukscotland

Top Tweeters in G4:
@allchanges
@tartancobweb
@suegray834
@aunty_shirley
@jeannebartram
@hugorelly
@johnmacleod19
@steceng22
@jeromethegnome
@kabloemski

Top Tweeters in G5:
@alerttrade
@sabreakingnews
@news365coza
@thecitizen_news
@7thspacecom
@wsjp_insight
@johnokillens
@skydog811
@_teamateam
@metajaunnews

Top Tweeters in G6:
@vv120907
@light1065s
@yuliyakyiv
@irishka__b
@akovb1
@bsncplbe2g6z3la
@burnter
@shandor16
@rovenky2014
@ukrainiansfirst

Top Tweeters in G7:
@gwinniejones
@philmorandi
@knittedkittie
@evelynspring8
@shubblington
@evelyns51868235
@marspioneer
@systonhouse
@awayfromthekeys
@rins2pworth

Top Tweeters in G8:
@derekjohnbryant
@johnandi
@geziwoman
@firehorsep
@3salmon
@ukbreturn
@tandoreo
@lingardenisle
@ehijacked
@jaxyw

Top Tweeters in G9:
@mckinlay_liz
@safarisara
@tymvirginia
@rigmatthew
@stvnews
@freespeech_0
@mojamesapted
@epbeaumont
@f5d7151950314ae
@lapps100

Top Tweeters in G10:
@mounmir
@legrouxvincent
@portpartes
@theobjective_es
@el_plural
@bouletjacqueli1
@lcp
@euronewses
@ppopular
@baptiste58180


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