PPE, Twitter, 8/9/2020 1:08:37 PM, 232220


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PPE_2020-08-09_00-43-13.xlsx
PPE_2020-08-09_00-43-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 09, 2020
Short Description:
PPE via NodeXL https://bit.ly/2F8qkq3
@rgbrown8
@schiruka1
@mathuthu
@bill_esterson
@cyrilramaphosa
@maimakanak
@avonan
@realdonaldtrump
@tshepo_kgadima
@jolyonmaugham

Top hashtags:
#ppe
#covid19
#kdppe
#perthtanapon
#covid
#lbc2ostrecording
#relathieves

Description:
Description
The graph represents a network of 8,596 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, 09 August 2020 at 07:54 UTC.

The requested start date was Sunday, 09 August 2020 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, 0-hour, 44-minute period from Tuesday, 04 August 2020 at 11:33 UTC to Thursday, 06 August 2020 at 12:17 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 : 8596
Unique Edges : 4893
Edges With Duplicates : 12853
Total Edges : 17746
Number of Edge Types : 5
Mentions : 2074
Retweet : 5876
MentionsInRetweet : 7520
Tweet : 1362
Replies to : 914
Self-Loops : 1380
Reciprocated Vertex Pair Ratio : 0.00848597743971851
Reciprocated Edge Ratio : 0.0168291431503335
Connected Components : 1376
Single-Vertex Connected Components : 436
Maximum Vertices in a Connected Component : 4220
Maximum Edges in a Connected Component : 10618
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.118341
Graph Density : 0.000131898408583778
Modularity : 0.546247
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,596 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, 09 August 2020 at 07:54 UTC.

The requested start date was Sunday, 09 August 2020 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, 0-hour, 44-minute period from Tuesday, 04 August 2020 at 11:33 UTC to Thursday, 06 August 2020 at 12:17 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:
[66] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[60] https://corruptionuk.org/more-ppe-supply-sleaze/
[26] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1596581495
[23] https://www.bbc.co.uk/news/uk-53672841
[22] https://twitter.com/JolyonMaugham/status/1291244082145177600
[22] https://www.iol.co.za/the-star/news/lack-of-quality-ppe-blamed-for-deaths-of-8-gauteng-doctors-who-succumbed-to-covid-19-b6957a13-631d-4ebd-a99c-8f96d4274591
[21] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[21] https://twitter.com/jolyonmaugham/status/1291244082145177600
[17] https://aajtak.intoday.in/gallery/drunk-man-steal-ppe-from-hospital-in-wake-of-raincoat-become-covid-patient-tstr-1-54200.html?utm_source=badi_khabar_alert
[14] https://www.adultdatelink.com/?affliateid=54953AKXG0J&program=PPE

Top URLs in Tweet in G1:
[60] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[12] https://www.thetimes.co.uk/article/the-times-view-on-ministers-gambles-with-ppe-procurement-ill-equipped-vslv8v8vj?shareToken=cdab9c903f23acf8fd21cb4cb1a860ae
[10] https://twitter.com/jolyonmaugham/status/1291244082145177600
[7] https://www.bbc.co.uk/news/uk-53672841
[6] https://twitter.com/JolyonMaugham/status/1291244082145177600
[6] https://www.thenational.scot/news/18632753.uk-government-blows-taxpayers-money-50-million-useless-ppe-masks/
[5] https://bylinetimes.com/2020/08/06/procurement-panic-300-million-of-ppe-cant-be-used-in-nhs/
[3] https://yorkshirebylines.co.uk/ministers-accused-of-wasting-150-million-on-ppe-in-unmitigated-disaster/
[3] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[3] https://twitter.com/LBC/status/1291317883512016898

Top URLs in Tweet in G2:
[14] https://www.adultdatelink.com/?affliateid=54953AKXG0J&program=PPE
[3] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolatender&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23HowToKnowIfYouAreGoodInBed&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[3] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a/
[3] https://bit.ly/3fq2jHm
[3] https://bit.ly/33Gey0r
[3] https://bit.ly/2DucvRU
[3] https://bit.ly/2EUqAJ9
[3] https://goodlawproject.org/news/ppe-masks-not-fit-for-purpose/
[2] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19
[2] https://inews.co.uk/news/long-reads/ppe-chaos-investigation-desperate-nhs-trust-race-secure-lifesaving-ppe-unproven-suppliers-revealed-571094?ito=twitter_share_article-top

Top URLs in Tweet in G3:
[1] https://twitter.com/mehdirhasan/status/1290496993215696896
[1] https://washex.am/2XqQbj3
[1] https://twitter.com/mike_pence/status/1290488519291359233
[1] https://www.independent.co.uk/news/kayleigh-mcenany-parents-ppp-loans-a9611461.html
[1] https://twitter.com/ipicnews/status/1290618388436471808
[1] https://twitter.com/BetteMidler/status/1290292693931659264

Top URLs in Tweet in G4:
[1] https://twitter.com/MTshwete/status/1291242660175532033
[1] https://www.bbc.co.uk/sounds/play/p08ml450?at_custom2=facebook_page&at_custom4=F1B66778-D57E-11EA-9AA0-83984D484DA4&at_medium=custom7&at_custom3=BBC+World+Service&at_custom1=%5Bpost+type%5D&at_campaign=64
[1] https://twitter.com/tembamliswa/status/1290736099808235520
[1] https://twitter.com/cdesetfree/status/1290907692442300416
[1] https://twitter.com/ronaldmncube2/status/1290953252155068416
[1] https://twitter.com/ShahanR/status/1290932309483552769
[1] https://twitter.com/PapiZwane/status/1290646484535345152

Top URLs in Tweet in G5:
[58] https://corruptionuk.org/more-ppe-supply-sleaze/
[4] https://twitter.com/JolyonMaugham/status/1291244082145177600
[2] https://inews.co.uk/news/health/government-ppe-contract-private-equity-tax-haven-494587
[2] https://www.bbc.co.uk/news/uk-53672841
[1] https://twitter.com/jolyonmaugham/status/1291244082145177600
[1] https://twitter.com/RachelReevesMP/status/1291269066615816192
[1] https://twitter.com/JonJonesSnr/status/1291341976122556416
[1] https://www.theguardian.com/commentisfree/2020/aug/04/government-second-wave-covid-19-labour-opposition-no10-lives-jobs?CMP=fb_cif
[1] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[1] https://www.theguardian.com/commentisfree/2020/aug/04/government-second-wave-covid-19-labour-opposition-no10-lives-jobs

Top URLs in Tweet in G6:
[17] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[9] https://www.bbc.co.uk/news/uk-53672841
[5] https://twitter.com/JolyonMaugham/status/1291244082145177600
[2] https://bylinetimes.com/2020/08/06/procurement-panic-300-million-of-ppe-cant-be-used-in-nhs/
[1] https://www.thetimes.co.uk/article/ministers-waste-150m-buying-unusable-masks-from-banker-5v8390xtp
[1] https://twitter.com/akaMrsO/status/1291251713345822720
[1] https://www.huffingtonpost.co.uk/entry/government-wasted-millions-on-face-masks-deemed-unsafe_uk_5f2bb7e7c5b64d7a55eee786?ncid=tweetlnkukhpmg00000008
[1] https://twitter.com/jolyonmaugham/status/1291244082145177600
[1] https://twitter.com/george86196683/status/1290915668137840642
[1] https://actionnetwork.org/forms/ppe-procurement?source=twitter&

Top URLs in Tweet in G7:
[1] https://twitter.com/politidope/status/1290760518853169168
[1] https://twitter.com/alexnazaryan/status/1290749867623514112
[1] https://twitter.com/JeanneAllen/status/1290621865820643335

Top URLs in Tweet in G8:
[4] https://m.weibo.cn/status/4535009866161787?
[4] https://twitter.com/khunzakame/status/1290530348544081921
[3] https://www.youtube.com/watch?v=LD99xkWwGZA&feature=youtu.be

[2] https://home.kapook.com/view134575.html
[2] https://live.staticflickr.com/65535/50185249791_f467c92f57_o.jpg
[2] https://live.staticflickr.com/65535/50185503357_dde7f16562_o.jpg
[2] https://twitter.com/ThaoNguyen19111/status/1290566386712842241
[1] https://www.samsung.com/th
[1] https://www.instagram.com/accounts/login/?next=/p/CDiDz1mnIe7/%3Figshid%3Dh9i4qtr4wc0v
[1] https://twitter.com/schinarat/status/1290571685251256321

Top URLs in Tweet in G9:
[1] https://twitter.com/Ka2say1/status/1290936963944587264

Top URLs in Tweet in G10:
[26] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1596581495
[3] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a
[2] https://torontosun.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe
[1] https://bit.ly/31ihfSV
[1] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a/
[1] https://twitter.com/AEvanoff_TheAce/status/1290835567597494278
[1] https://torontosun.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/1da1baf8-aa84-4124-b400-665e2a36a031/

Top Domains
Top Domains in Tweet in Entire Graph:
[292] twitter.com
[160] co.uk
[73] bit.ly
[67] actionnetwork.org
[60] corruptionuk.org
[37] nationalpost.com
[34] co.za
[29] theguardian.com
[20] youtube.com
[17] intoday.in

Top Domains in Tweet in G1:
[61] actionnetwork.org
[31] co.uk
[29] twitter.com
[6] thenational.scot
[5] bylinetimes.com
[2] goodlawproject.org
[1] sky.com
[1] versarien.com
[1] thecanary.co
[1] corruptionuk.org

Top Domains in Tweet in G2:
[76] twitter.com
[28] co.uk
[20] bit.ly
[14] adultdatelink.com
[11] marketserengeti.com
[5] theguardian.com
[5] ppe.pl
[4] youtube.com
[4] mailchi.mp
[3] thesouthafrican.com

Top Domains in Tweet in G3:
[4] twitter.com
[1] washex.am
[1] co.uk

Top Domains in Tweet in G4:
[6] twitter.com
[1] co.uk

Top Domains in Tweet in G5:
[58] corruptionuk.org
[8] twitter.com
[4] co.uk
[2] theguardian.com
[1] actionnetwork.org
[1] threadreaderapp.com

Top Domains in Tweet in G6:
[28] co.uk
[8] twitter.com
[2] bylinetimes.com
[1] actionnetwork.org
[1] org.uk

Top Domains in Tweet in G7:
[3] twitter.com

Top Domains in Tweet in G8:
[12] twitter.com
[6] youtube.com
[5] staticflickr.com
[4] weibo.cn
[2] kapook.com
[1] samsung.com
[1] instagram.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[30] nationalpost.com
[3] torontosun.com
[1] bit.ly
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[315] ppe
[226] covid19
[146] kdppe
[113] perthtanapon
[65] covid
[64] lbc2ostrecording
[64] relathieves
[50] fantopia2020
[36] zimbabweanlivesmatter
[35] coronavirus



Top Hashtags in Tweet in G1:
[30] ppe
[25] ppecorruption
[9] torycorruption
[7] corruption
[7] ttt
[7] carehomes
[6] covid19
[5] tomorrowspaperstoday
[5] pandemic
[4] nhs

Top Hashtags in Tweet in G2:
[81] ppe
[23] covid19
[14] masks
[12] coronavirus
[11] sales
[11] mba
[11] course
[11] salescourse
[11] business
[11] jobs

Top Hashtags in Tweet in G3:
[6] trumphasnoplan
[3] ppe
[3] covid19
[1] clinicalcare
[1] liberals
[1] covid
[1] trump
[1] libs
[1] governors
[1] electiongames

Top Hashtags in Tweet in G4:
[23] hopewellchinono
[15] zimbabwe
[14] zimbabweanlivesmatter
[5] covid19
[3] zimbabwelivesmatter
[2] zimbabweanslivesmatter
[1] freekurauone
[1] theirvoicesmatter
[1] jacobngarivhume
[1] nurseslifematter

Top Hashtags in Tweet in G5:
[8] ppe
[4] spiffing
[4] votetory
[3] liztruss
[2] andrewmills
[2] covid19
[1] torycorruption
[1] privilagedclass

Top Hashtags in Tweet in G6:
[20] ppe
[7] tories
[4] gove
[2] faceshields
[2] facevisors
[1] bungsbeforebreathing
[1] torycorruption
[1] coronavirus
[1] hancock
[1] ppehwbwrecsam

Top Hashtags in Tweet in G7:
[1] deathsantis
[1] schoolsmustshutdown

Top Hashtags in Tweet in G8:
[142] kdppe
[109] perthtanapon
[64] lbc2ostrecording
[50] fantopia2020
[8] prayforlebanon
[7] perthsaintsation
[5] trigon
[4] bbasjtr
[4] 2wish
[4] ฉันจะอยู่เป็นคนของแปลน

Top Hashtags in Tweet in G9:
[64] relathieves

Top Hashtags in Tweet in G10:
[20] cdnpoli
[1] quepoli
[1] notmycanada

Top Words
Top Words in Tweet in Entire Graph:
[5447] ppe
[1426] government
[1181] ˆà
[1101] company
[720] million
[693] contract
[652] money
[634] µà
[617] more
[574] šà

Top Words in Tweet in G1:
[698] ppe
[613] government
[456] company
[296] million
[253] owned
[244] money
[225] masks
[225] jolyonmaugham
[214] contracts
[201] petition

Top Words in Tweet in G2:
[347] ppe
[121] àª
[90] ãƒ
[80] #ppe
[54] face
[50] covid
[47] more
[44] æ
[38] sa
[35] health

Top Words in Tweet in G3:
[269] ppe
[229] realdonaldtrump
[185] more
[178] virus
[173] fight
[169] given
[168] tedlieu
[168] fighting
[168] democrats
[168] continue

Top Words in Tweet in G4:
[151] edmnangagwa
[146] nurses
[139] means
[138] terrorist
[137] talks
[137] œopposition
[137] groupsâ
[137] destabilizing
[137] country
[137] students

Top Words in Tweet in G5:
[301] liz
[272] ppe
[257] government
[149] faulty
[144] gave
[131] company
[131] truss's
[126] money
[101] owned
[95] supply

Top Words in Tweet in G6:
[305] ppe
[196] government
[165] contract
[115] company
[84] 250
[84] private
[83] offshore
[83] finance
[82] govt's
[82] 'herculean

Top Words in Tweet in G7:
[265] ppe
[229] hug
[224] florida
[224] people
[149] soledadobrien
[148] public
[148] health
[148] officials
[148] losing
[148] minds

Top Words in Tweet in G8:
[1047] ˆà
[472] µà
[465] šà
[276] žà
[274] ªà
[166] Ĉ
[142] #kdppe
[108] #perthtanapon
[104] ψ
[79] š

Top Words in Tweet in G9:
[160] ppe
[157] donations
[93] unless
[93] weâ
[93] re
[93] given
[93] chain
[93] custody
[93] jack
[93] ma

Top Words in Tweet in G10:
[122] deal
[121] canada
[119] ppe
[118] factory
[116] federal
[116] company
[110] quebec
[110] make
[109] lands
[109] 10

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[374] company,owned
[306] ˆà,ˆà
[252] µà,ˆà
[233] 100,company
[233] more,ppe
[231] ppe,contracts
[220] 50,million
[198] money,100
[196] liz,truss
[195] 252m,contract

Top Word Pairs in Tweet in G1:
[239] company,owned
[201] 100,company
[190] 50,million
[169] money,100
[142] ppe,contracts
[141] signed,petition
[141] petition,goodlawproject
[131] government,publishes
[130] goodlawproject,demanding
[130] demanding,government

Top Word Pairs in Tweet in G2:
[87] àª,àª
[50] ãƒ,ãƒ
[33] covid,19
[14] next,month
[14] hey,babe
[14] babe,fun
[14] fun,video
[14] video,chat
[14] chat,go
[14] go,co

Top Word Pairs in Tweet in G3:
[170] more,ppe
[168] tedlieu,realdonaldtrump
[168] realdonaldtrump,given
[168] given,fighting
[168] fighting,virus
[168] virus,democrats
[168] democrats,continue
[168] continue,fight
[168] fight,more
[167] ppe,incrâ

Top Word Pairs in Tweet in G4:
[137] edmnangagwa,talks
[137] talks,œopposition
[137] œopposition,terrorist
[137] terrorist,groupsâ
[137] groupsâ,destabilizing
[137] destabilizing,country
[137] country,means
[137] means,students
[136] dougcoltart,edmnangagwa
[136] students,carryingâ

Top Word Pairs in Tweet in G5:
[149] faulty,ppe
[131] liz,truss's
[100] company,owned
[87] liz,trussâ
[84] supply,faulty
[83] government,gave
[83] gave,more
[83] more,money
[83] money,dodgy
[83] dodgy,company

Top Word Pairs in Tweet in G6:
[83] finance,company
[82] govt's,'herculean
[82] 'herculean,effort'
[82] effort',ppe
[82] ppe,frontline
[82] frontline,250
[82] 250,mil
[82] mil,contract
[82] contract,offshore
[82] offshore,private

Top Word Pairs in Tweet in G7:
[148] public,health
[148] health,officials
[148] officials,losing
[148] losing,minds
[148] minds,ridiculous
[148] ridiculous,hug
[148] hug,people
[148] people,ppe
[148] ppe,florida
[147] soledadobrien,public

Top Word Pairs in Tweet in G8:
[284] ˆà,ˆà
[223] µà,ˆà
[174] ˆà,µà
[128] ˆà,šà
[117] šà,ˆà
[90] ˆà,ªà
[87] #kdppe,#perthtanapon
[87] ªà,ˆà
[82] ˆà,žà
[79] žà,ˆà

Top Word Pairs in Tweet in G9:
[93] unless,weâ
[93] weâ,re
[93] re,given
[93] given,chain
[93] chain,custody
[93] custody,jack
[93] jack,ma
[93] ma,donations
[93] donations,jkia
[93] jkia,last

Top Word Pairs in Tweet in G10:
[109] quebec,company
[109] company,factory
[109] factory,canada
[109] canada,lands
[109] lands,10
[109] 133m,sole
[109] sole,sourced
[109] sourced,federal
[109] federal,deal
[109] deal,make

Top Replied-To
Top Replied-To in Entire Graph:
@matthancock
@realdonaldtrump
@emmett_dog
@mike_pence
@borisjohnson
@ppe_pete
@trk__ppe
@tillytumtum
@ppe_ppo
@datpieceofcandy

Top Replied-To in G1:
@mrjamesob
@bbcnews
@lbc
@jolyonmaugham
@brexit_fact
@joelbaccas
@juniordrblog
@matthancock
@chillaxbcn
@lunaperla

Top Replied-To in G2:
@edenaesthetics

Top Replied-To in G3:
@realdonaldtrump
@mike_pence
@kayleighmcenany
@gop
@mannyinnorniron
@cerdicconan
@lianar05
@dryad90
@kimguilfoyle
@ivankatrump

Top Replied-To in G4:
@cyrilramaphosa
@zbcnewsonline
@caliecalister
@sophie_mokoena
@dailymaverick
@mqondisishongw1
@heraldzimbabwe
@tembamliswa

Top Replied-To in G5:
@davemacladd
@devisridhar
@10downingstreet
@jolyonmaugham
@femi_sorry
@affleckquine
@spanishdan1
@ipcress_
@19mcculley

Top Replied-To in G6:
@davidbeckler1
@wrexham
@crazyho22994889
@filsdelenin

Top Replied-To in G7:
@politidope
@soledadobrien
@brianschatz
@govrondesantis

Top Replied-To in G8:
@perthppetaiwan
@52squared_
@ellethailand
@nooknick_ppe
@gonghive24
@khunzakame
@modtano16350891
@doublewarrrr
@ps33078673
@perthppe

Top Replied-To in G9:
@mutemiwakiama
@dci_kenya
@wmnjoya

Top Replied-To in G10:
@natashafatah
@lollybags45

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@realdonaldtrump
@goodlawproject
@tedlieu
@edmnangagwa
@soledadobrien
@nicktolhurst
@dougcoltart
@bill_esterson
@lbc

Top Mentioned in G1:
@jolyonmaugham
@goodlawproject
@nicktolhurst
@lbc
@rachelreevesmp
@trussliz
@rgbrown8
@juniordrblog
@argyleloz
@afreshafresh

Top Mentioned in G2:
@wrightsgpx
@plastikmedia_uk
@physio_4_kids
@thedryhtscipe
@cassinovart

Top Mentioned in G3:
@realdonaldtrump
@tedlieu
@mike_pence
@joebiden
@vp
@margiedemocracy
@teamtrump
@trump_owo
@alinouriphd

Top Mentioned in G4:
@edmnangagwa
@dougcoltart
@cdesetfree
@lynnestactia
@cyrilramaphosa
@drjaytee87
@brezhmalaba
@hmamelanier
@kupatherealest
@tatoletti

Top Mentioned in G5:
@jonjonessnr
@davemacladd
@corruptionukorg
@nw_nicholas
@femi_sorry
@uklabour
@justinmadders
@nicktolhurst
@accessjames

Top Mentioned in G6:
@drrosena
@evolvepolitics
@davidschneider
@fbpe_jojo77
@kevin_maguire
@fisherandrew79
@jonathan_k_cook
@mojos55
@argyleloz
@brianmoore666

Top Mentioned in G7:
@soledadobrien
@politidope
@markhertling
@govrondesantis
@alachuaschools
@fedingram
@tobyontv
@davidschneider
@yorksbylines
@vgirl_rn

Top Mentioned in G8:
@perthppe
@allaroundperth
@mmarksiwat
@gonghive24
@bplannnnn
@m34nismind
@titlekplee
@ppetrends
@kamolvan3
@youtube

Top Mentioned in G9:
@donaldbkipkorir
@davidndii
@dci_kenya
@asamoh_
@amunga_jacktone
@wmnjoya
@alaminkimathi
@drroselynakombe
@gabrieldolan1
@gathara

Top Mentioned in G10:
@sunlorrie
@nationalpost
@natashafatah
@simondolan
@marissanovetsky
@ccmbc123
@jamesholden007
@onbconservative
@corybmorgan

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@rk70534
@ez4u2say_janis
@watsupafrica
@roblwilson
@independent
@miltonespinozaf
@_redfrog
@asamoh_
@bkindngood

Top Tweeters in G1:
@rk70534
@roblwilson
@hazelglasgow
@wildwalkerwoman
@xraypat
@childofalba
@pingachoo
@tartancobweb
@bbcnews
@mrs_coyle

Top Tweeters in G2:
@stigmabase
@tolajobjobs
@helenyg
@dev_discourse
@raulpacheco
@mmnewzz
@ndtvfeed
@maggieday55
@vannschaffner
@capetalk

Top Tweeters in G3:
@miltonespinozaf
@miss_placed_
@sueglashauser
@freeandclear1
@fedupofpollys
@tbell1968
@tassajarard
@avonan
@ellis_texas
@steph56renee

Top Tweeters in G4:
@ali_naka
@lynnestactia
@papizwane
@dobie_m
@dailymaverick
@osipuka
@tsekeselepe
@michelleangeeel
@imchrischaramba
@sophie_mokoena

Top Tweeters in G5:
@lesleygsmith3
@der_bluthund
@suegray834
@spanishdan1
@daphne_miles
@hughjaeger
@cleggy261
@mrichalan
@kingmark1st
@saured6

Top Tweeters in G6:
@mojos55
@brendahazelhur1
@christinejameis
@mutalabala
@vespasian91
@paul_trembath
@robertgedge
@ctrentham88
@therightarticle
@norbet

Top Tweeters in G7:
@ez4u2say_janis
@kenkircher1
@24baseballreed
@mjohnso27
@wechoosewisdom
@daretothink53
@kcolaizzo
@cmpnwtr
@rosierifka
@terrilltf

Top Tweeters in G8:
@noonathty
@schinarat
@bumbimknok
@kapookdotcom
@mk_tj1318
@khunzakame
@52squared_
@everthing_y
@md_ppe
@nu_nalika

Top Tweeters in G9:
@asamoh_
@habbradley
@billowyussuf89
@danokello_
@jooels
@wanjikurevolt
@odanga23
@_omalicha__
@evanstallam
@kinjeketile

Top Tweeters in G10:
@nationalpost
@sunlorrie
@animal
@suekings35
@raytoutofer
@bryttan77
@marissanovetsky
@gkmyf14
@a_grumpy_guy
@som_bill


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