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panamapapers_2019-06-18_04-54-19.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2019
Short Description:
panamapapers via NodeXL http://bit.ly/2XUVzJv
@icijorg
@bornobserver
@resist_lies
@b_obermayer
@realdonaldtrump
@lizzie_eldridge
@lovetogive2
@mark_selby723
@thrwsmw
@senschumer

Top hashtags:
#panamapapers
#paradisepapers
#panama
#offshoreleaks
#malta
#17black
#amf

Description:
Description
The graph represents a network of 1,815 Twitter users whose tweets in the requested range contained "panamapapers", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 18 June 2019 at 11:54 UTC.

The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 20-hour, 59-minute period from Tuesday, 04 June 2019 at 00:16 UTC to Monday, 17 June 2019 at 21:16 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 : 1815
Unique Edges : 2161
Edges With Duplicates : 659
Total Edges : 2820
Number of Edge Types : 3
Mentions : 2282
Tweet : 285
Replies to : 253
Self-Loops : 285
Reciprocated Vertex Pair Ratio : 0.0105118829981718
Reciprocated Edge Ratio : 0.020805065581185
Connected Components : 282
Single-Vertex Connected Components : 100
Maximum Vertices in a Connected Component : 713
Maximum Edges in a Connected Component : 1300
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.075225
Graph Density : 0.000671544552470683
Modularity : 0.754568
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[74] https://www.reuters.com/article/us-oecd-tax-idUSKCN1T80F8?utm_content=buffer467d9&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[32] https://www.icij.org/investigations/panama-papers/fbi-says-we-must-learn-from-the-panama-papers/?utm_content=buffer6ec72&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[29] https://www.icij.org/investigations/paradise-papers/senators-propose-radical-overhaul-of-us-anti-money-laundering-regime/?utm_content=bufferf0fa2&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[18] https://www.ouest-france.fr/politique/jean-luc-melenchon/panama-papers-la-societe-generale-se-desiste-de-son-action-en-diffamation-contre-melenchon-6387154
[15] http://www.journaldemontreal.com/2016/04/05/un-ex-associe-du-loup-de-montreal-et-une-avocate-de-joliette-nommes
[14] http://www.reuters.com/article/panama-tax-canada-idUSL2N177177
[13] http://europa.eu/rapid/press-release_IP-18-1841_en.htm
[8] https://www.miamiherald.com/news/nation-world/article228762754.html
[6] https://panamapapers.sueddeutsche.de/articles/573aeac75632a39742ed39a0/
[5] https://www.youtube.com/watch?v=CtvaNIQN0DY&feature=youtu.be


Top URLs in Tweet in G1:
[71] https://www.reuters.com/article/us-oecd-tax-idUSKCN1T80F8?utm_content=buffer467d9&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[31] https://www.icij.org/investigations/panama-papers/fbi-says-we-must-learn-from-the-panama-papers/?utm_content=buffer6ec72&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[29] https://www.icij.org/investigations/paradise-papers/senators-propose-radical-overhaul-of-us-anti-money-laundering-regime/?utm_content=bufferf0fa2&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[4] https://business.financialpost.com/pmn/business-pmn/fugitives-trail-exposes-red-bull-co-owners-offshore-deals
[3] https://www.nytimes.com/2019/06/02/business/trump-uruguay-punta-del-este.html
[2] https://www.nytimes.com/2019/04/29/us/politics/democrats-taxes-2020.html?utm_content=buffer7c6de&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[2] https://offshoreleaks.icij.org/nodes/11007372
[2] https://twitter.com/Ojo_Publico/status/1094952617531371520
[2] https://offshoreleaks.icij.org/nodes/80116233
[2] https://offshoreleaks.icij.org/nodes/55070278

Top URLs in Tweet in G2:
[5] https://www.ouest-france.fr/politique/jean-luc-melenchon/panama-papers-la-societe-generale-se-desiste-de-son-action-en-diffamation-contre-melenchon-6387154
[1] https://twitter.com/OuestFrance/status/1136999414420201473

Top URLs in Tweet in G3:
[14] http://www.reuters.com/article/panama-tax-canada-idUSL2N177177
[5] https://www.ouest-france.fr/politique/jean-luc-melenchon/panama-papers-la-societe-generale-se-desiste-de-son-action-en-diffamation-contre-melenchon-6387154
[3] http://infoguia.pa/tupaellapty
[1] https://twitter.com/The_War_Economy/status/1012653723800211456
[1] https://lnkd.in/edvkM7F
[1] https://projects.icij.org/panama-papers/graphs/
[1] https://panamapapers.investigativecenters.org/botswana-2/
[1] https://anchor.fm/hofprofit/episodes/The-paradise-Papers-e48f16
[1] https://www.knipselkrant-curacao.com/avc-fcw-legal-is-een-louche-advocatenkantoor-en-dat-mag-gezegd-worden/
[1] https://twitter.com/lispiesqhotmail/status/1136269136957304832

Top URLs in Tweet in G4:
[1] http://www.independent.com.mt/articles/2019-06-04/local-news/Konrad-Mizzi-to-check-confidentiality-arrangements-before-presenting-Dubai-meetings-details-6736209097#.XPaR8tuRJDA.twitter
[1] https://www.timesofmalta.com/articles/view/20180605/local/watch-schembri-cant-even-bother-to-answer-questions.680894#.XPed2_TvFNk.twitter
[1] https://timesofmalta.com/articles/view/yet-another-fall-at-a-construction-site.713305#.XQScD3HsjkM.twitter
[1] https://www.newsbook.com.mt/artikli/2019/06/16/the-construction-sector-has-to-stop-passing-the-buck-muscat/?lang=en
[1] https://www.timesofmalta.com/mobile/articles/view/20190604/local/watch-balluta-bay-and-two-other-beaches-to-undergo-sand-replenishment.711892
[1] https://twitter.com/ivcam/status/1138428163699200000
[1] https://twitter.com/occupyjusticema/status/1138452120733147141
[1] https://www.timesofmalta.com/mobile/articles/view/20190609/local/yorgen-fenech-david-thakes-claim-is-a-blatant-lie.712362
[1] https://twitter.com/TheTimesofMalta/status/1137651762498871297
[1] https://www.timesofmalta.com/articles/view/20190605/local/labour-and-kasco-share-political-billboards.711954#.XPgYJtidEHw.twitter

Top URLs in Tweet in G5:
[1] https://twitter.com/AC360/status/1136428219987648513
[1] https://twitter.com/nowthisnews/status/1136783579206303744
[1] https://twitter.com/ABCPolitics/status/1138473904954101761
[1] https://twitter.com/EricBoehlert/status/1138642846007926785
[1] https://twitter.com/CNNPolitics/status/1139986968073441283
[1] https://freebeacon.com/issues/offshore-tax-haven-leak-implicates-seven-figure-pro-clinton-donor/

Top URLs in Tweet in G6:
[2] https://www.nbcnews.com/politics/first-read/white-house-s-story-trump-tower-meeting-shifts-yet-again-n897891
[2] https://www.washingtonpost.com/politics/russian-agents-guilty-plea-intensifies-spotlight-on-relationship-with-nra/2018/12/13/e6569a00-fe26-11e8-862a-b6a6f3ce8199_story.html
[2] https://narativ.org/2017/09/18/the-panama-papers/
[2] https://newrepublic.com/article/143586/trumps-russian-laundromat-trump-tower-luxury-high-rises-dirty-money-international-crime-syndicate
[2] https://foreignpolicy.com/2019/03/08/all-the-legal-trouble-in-trumpworld-scandals-trump/
[2] https://www.newsandguts.com/trump-russia/
[2] https://www.nbcnews.com/politics/national-security/counterintelligence-investigation-trump-team-russia-hasn-t-stopped-n996486
[1] https://twitter.com/Salon/status/1136011561544376320
[1] https://www.thedailybeast.com/massive-leak-reveals-new-ties-between-trump-administration-and-russia-implicating-commerce-secretary-wilbur-ross-and-jared-kushner?source=twitter&via=desktop

Top URLs in Tweet in G8:
[3] https://panamapapers.investigativecenters.org/south-africa/
[1] https://slate.com/news-and-politics/2019/02/russia-mexico-delegation-energy-sector.html
[1] http://panamapapers.investigativecenters.org/south-africa/
[1] https://twitter.com/lovetogive2/status/849853996416225281
[1] https://www.occrp.org/en/panamapapers/kazakh-presidents-grandson-offshores/
[1] https://exithub.com/jetsmarter-raises-105m-series-c-led-by-kazakh-presidents-grandson-to-fuel-global-expansion/
[1] https://www.reuters.com/article/us-oecd-tax-idUSKCN1T80F8?utm_content=buffer467d9&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter

Top URLs in Tweet in G9:
[1] https://twitter.com/halconada/status/1138558509019254786

Top URLs in Tweet in G10:
[4] https://www.occrp.org/en/troikalaundromat/money-for-nothing-putin-friend-sergei-roldugin-enriched-by-troika-laundromat
[1] https://twitter.com/Billbrowder/status/1138748304462950400
[1] https://www.washingtonpost.com/world/2019/06/11/britains-next-prime-minister-could-make-brexit-worse/?utm_term=.ff568d6df9d6&wpisrc=nl_todayworld&wpmm=1
[1] https://www-m.cnn.com/2019/03/21/politics/fbi-new-zealand-attacks/index.html
[1] https://www.icij.org/investigations/panama-papers/the-power-players/
[1] https://www.icij.org/investigations/panama-papers/what-happened-after-the-panama-papers/
[1] https://www.washingtonpost.com/gdpr-consent/?destination=%2fopinions%2fglobal-opinions%2fthe-more-we-learn-about-brexit-the-more-crooked-it-looks%2f2019%2f03%2f08%2fb011517c-411c-11e9-922c-64d6b7840b82_story.html%3f&utm_term=.e86d5516485b
[1] https://financefeeds.com/85-year-old-woman-behind-fake-london-binary-options-firm-addresses-exposed/

Top Domains
Top Domains in Tweet in Entire Graph:
[92] icij.org
[92] twitter.com
[90] reuters.com
[18] ouest-france.fr
[15] journaldemontreal.com
[13] europa.eu
[13] theguardian.com
[12] sueddeutsche.de
[11] youtube.com
[8] miamiherald.com

Top Domains in Tweet in G1:
[88] icij.org
[71] reuters.com
[7] twitter.com
[6] theguardian.com
[5] nytimes.com
[4] documentcloud.org
[4] sueddeutsche.de
[4] financialpost.com
[2] salon.com
[1] zammagazine.com

Top Domains in Tweet in G2:
[5] ouest-france.fr
[1] twitter.com

Top Domains in Tweet in G3:
[32] twitter.com
[16] reuters.com
[5] ouest-france.fr
[3] facebook.com
[3] infoguia.pa
[2] investigativecenters.org
[2] com.es
[2] reddit.com
[2] youtube.com
[1] lnkd.in

Top Domains in Tweet in G4:
[6] timesofmalta.com
[6] twitter.com
[3] manueldelia.com
[2] com.mt
[1] daphnecaruanagalizia.com
[1] ecpmf.eu
[1] reuters.com
[1] rackcdn.com

Top Domains in Tweet in G5:
[5] twitter.com
[1] freebeacon.com

Top Domains in Tweet in G6:
[4] nbcnews.com
[2] washingtonpost.com
[2] narativ.org
[2] newrepublic.com
[2] foreignpolicy.com
[2] newsandguts.com
[1] twitter.com
[1] thedailybeast.com

Top Domains in Tweet in G8:
[4] investigativecenters.org
[1] slate.com
[1] twitter.com
[1] occrp.org
[1] exithub.com
[1] reuters.com

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

Top Domains in Tweet in G10:
[4] occrp.org
[2] washingtonpost.com
[2] icij.org
[1] twitter.com
[1] cnn.com
[1] financefeeds.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[973] panamapapers
[74] paradisepapers
[38] panama
[37] offshoreleaks
[33] malta
[33] 17black
[29] amf
[28] sec
[28] moneylaundering
[27] daphnecaruanagalizia



Top Hashtags in Tweet in G1:
[229] panamapapers
[35] offshoreleaks
[22] paradisepapers
[21] unsealtheindictments
[16] swissleaks
[13] bahamasleaks
[5] libya
[4] implantfiles
[3] money
[3] shariffamily

Top Hashtags in Tweet in G2:
[15] panamapapers
[10] sociétégénérale
[6] societegenerale
[5] mélenchon
[1] insoumis

Top Hashtags in Tweet in G3:
[122] panamapapers
[16] panama
[14] quebec
[14] amf
[14] pennystocks
[14] sec
[14] fraud
[14] canada
[12] panamamayor
[12] 6/8/2019 12:00:00 AM

Top Hashtags in Tweet in G4:
[44] panamapapers
[33] 17black
[26] malta
[22] electrogas
[20] daphnecaruanagalizia
[14] azerbaijan
[13] eu
[11] macbridge
[11] egrant
[10] socar

Top Hashtags in Tweet in G5:
[12] panamapapers
[3] oiliscorrupt
[1] yemen

Top Hashtags in Tweet in G6:
[25] panamapapers
[9] transnationalorganizedcrime
[9] toc
[2] trumpukvisit
[2] paradisepapers
[2] barr
[2] maga
[2] patriots
[1] anastasiavashukevich
[1] jaredkushner

Top Hashtags in Tweet in G7:
[12] panamapapers
[5] pakistan
[5] blackmoney
[5] moneylaundering
[5] modi
[5] allblack
[5] white
[5] demonetisation
[1] zardari
[1] noholycow

Top Hashtags in Tweet in G8:
[16] panamapapers
[7] investec
[6] babakov
[5] tchenguiz
[2] firtash
[2] trumprussia
[2] brexit
[2] sclgroup
[2] iceland
[2] grantthornton

Top Hashtags in Tweet in G9:
[14] panamapapers
[7] panamápapers
[5] yovotoalfrentedetodos
[4] sinluz
[4] caballito
[2] inflacionquemata
[2] chaucambiemos
[2] bolsosdeiesca
[2] deudaa100años
[2] devaluación

Top Hashtags in Tweet in G10:
[32] panamapapers
[14] brexit
[6] intlorgcrime
[5] uk
[4] troikalaundromat
[3] israel
[3] timesup
[2] foick
[2] press
[2] crown

Top Words
Top Words in Tweet in Entire Graph:
[485] Words in Sentiment List#1: Positive
[636] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[32094] Non-categorized Words
[33215] Total Words
[972] #panamapapers
[258] icijorg
[142] par
[138] banque
[138] societegenerale

Top Words in Tweet in G1:
[243] icijorg
[229] #panamapapers
[90] more
[89] offshore
[87] details
[73] million
[71] 90
[71] governments
[71] shared
[71] 47

Top Words in Tweet in G2:
[138] banque
[138] societegenerale
[137] par
[93] pour
[91] mélenchon
[88] avoir
[88] ils
[87] étaient
[86] victoire
[86] jean

Top Words in Tweet in G3:
[121] #panamapapers
[16] #panama
[16] named
[14] wanted
[14] #quebec
[14] stock
[14] promoter
[14] #amf
[14] fails
[14] act

Top Words in Tweet in G4:
[50] josephmuscat_jm
[44] #panamapapers
[33] #17black
[32] konradmizzi
[26] s
[25] #malta
[22] #electrogas
[20] government
[20] #daphnecaruanagalizia
[17] keithaschembri

Top Words in Tweet in G5:
[12] #panamapapers
[5] boston
[4] bridgetkf30
[4] mrsronniem
[4] mischievousliz
[4] erenna_marie
[4] goldendoekd
[4] vachilly64
[4] souperfan2013
[4] ericjoh37288055

Top Words in Tweet in G6:
[25] #panamapapers
[20] trump
[12] daphne
[12] caruana
[12] galizia
[12] assassinated
[10] modernhomesla
[10] russia
[9] october
[9] 16

Top Words in Tweet in G7:
[15] ex
[13] pm
[12] #panamapapers
[10] jail
[5] imrankhanpti
[5] corruption
[5] free
[5] #pakistan
[5] president
[5] probed

Top Words in Tweet in G8:
[16] #panamapapers
[12] lovetogive2
[10] s
[7] saga
[7] tax
[7] haven
[7] ventures
[6] juliadavisnews
[6] #babakov
[6] name

Top Words in Tweet in G9:
[14] #panamapapers
[14] halconada
[10] mauriciomacri
[8] macri
[7] #panamápapers
[6] amggarcia
[6] lanacion
[5] tarifas
[5] #yovotoalfrentedetodos
[5] vivir

Top Words in Tweet in G10:
[40] occrp
[32] #panamapapers
[26] s
[25] t
[24] globally
[23] sergei
[23] cello
[23] made
[23] famous
[20] now

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[88] icijorg,more
[87] jean,luc
[87] pour,avoir
[86] victoire,jean
[86] luc,mélenchon
[86] mélenchon,n
[86] n,est
[86] est,plus
[86] plus,poursuivi
[86] poursuivi,justice

Top Word Pairs in Tweet in G1:
[86] icijorg,more
[71] more,90
[71] 90,governments
[71] governments,shared
[71] shared,details
[71] details,47
[71] 47,million
[71] million,offshore
[71] offshore,accounts
[71] accounts,last

Top Word Pairs in Tweet in G2:
[86] victoire,jean
[86] jean,luc
[86] luc,mélenchon
[86] mélenchon,n
[86] n,est
[86] est,plus
[86] plus,poursuivi
[86] poursuivi,justice
[86] justice,par
[86] par,banque

Top Word Pairs in Tweet in G3:
[15] named,#panamapapers
[14] wanted,#quebec
[14] #quebec,stock
[14] stock,promoter
[14] promoter,named
[14] #panamapapers,#amf
[14] #amf,fails
[14] fails,act
[14] act,#pennystocks
[14] #pennystocks,#sec

Top Word Pairs in Tweet in G4:
[12] 6,#eu
[12] #eu,heads
[12] heads,government
[12] government,meeting
[12] meeting,valletta
[12] valletta,josephmuscat_jm
[12] josephmuscat_jm,dubious
[12] dubious,distinction
[12] distinction,being
[12] being,one

Top Word Pairs in Tweet in G5:
[4] bridgetkf30,mrsronniem
[4] mrsronniem,mischievousliz
[4] mischievousliz,erenna_marie
[4] erenna_marie,goldendoekd
[4] goldendoekd,vachilly64
[4] vachilly64,souperfan2013
[4] souperfan2013,ericjoh37288055
[3] mark_selby723,bridgetkf30
[3] ericjoh37288055,ken7802
[2] #panamapapers,really

Top Word Pairs in Tweet in G6:
[12] daphne,caruana
[12] caruana,galizia
[10] modernhomesla,daphne
[9] galizia,assassinated
[9] assassinated,october
[9] october,16
[9] 16,2017
[9] 2017,bidnija
[9] bidnija,malta
[9] malta,#panamapapers

Top Word Pairs in Tweet in G7:
[10] ex,pm
[5] corruption,free
[5] free,#pakistan
[5] #pakistan,ex
[5] pm,ex
[5] ex,president
[5] president,probed
[5] probed,jail
[5] jail,#panamapapers
[5] #panamapapers,#blackmoney

Top Word Pairs in Tweet in G8:
[7] tax,haven
[7] haven,ventures
[6] juliadavisnews,#babakov
[6] #babakov,s
[6] s,name
[6] name,appears
[6] appears,#panamapapers
[6] #panamapapers,beneficiary
[6] beneficiary,dishonest
[6] dishonest,enrichment

Top Word Pairs in Tweet in G9:
[4] mauriciomacri,#sinluz
[4] #sinluz,otra
[4] otra,vez
[4] vez,#caballito
[4] #caballito,sí
[4] sí,pudo
[4] pudo,vetar
[4] vetar,ley
[4] ley,regulaba
[4] regulaba,tarifas

Top Word Pairs in Tweet in G10:
[23] t,made
[23] made,globally
[23] globally,famous
[19] occrp,sergei
[18] #panamapapers,now
[18] now,occrp
[17] s,cello
[17] occrp,member
[17] member,centers
[14] sergei,roldugin

Top Replied-To
Top Replied-To in Entire Graph:
@halconada
@icijorg
@bill_morneau
@claudiomadrid10
@maltagov
@konradmizzi
@josephmuscat_jm
@mauriciomacri
@todonoticias
@joebiden

Top Replied-To in G1:
@icijorg
@luisaseeling
@spottybalfour
@sz
@beholdcosmicwav
@klasfeldreports
@f_obermaier

Top Replied-To in G4:
@konradmizzi
@josephmuscat_jm
@maltagov
@mfsacomm
@brusselsness
@blackhumor_on
@emmanuelmacron
@repubblikamt
@vellanigel
@juliafarrugia

Top Replied-To in G5:
@joebiden
@chriscuomo
@cuomoprimetime
@dwnews
@mkraju
@mollymckew
@bridgetkf30

Top Replied-To in G6:
@realdonaldtrump
@kariseattle
@gop
@the_trump_train
@tiffanyatrump
@senschumer
@royalfamily
@markwilliamsjd
@catturd2
@thegarance

Top Replied-To in G7:
@financialxpress
@deccanchronicle
@ranaayyub
@scroll_in
@imrankhanpti
@bhushankpatil12
@shubhamshaarmaa

Top Replied-To in G8:
@juliadavisnews
@obhi
@carlfidelio
@ninaandtito
@julieleygibbs
@ericgarland
@911corlebra777

Top Replied-To in G9:
@halconada
@mauriciomacri
@jeraprieda3
@clarincom
@telefe
@pinedofederico
@diegocabot
@guapoherminio
@pacourondo
@olin62

Top Replied-To in G10:
@lauferlaw
@peterjukes
@mikercarpenter
@silveradie
@carolecadwalla

Top Mentioned
Top Mentioned in Entire Graph:
@icijorg
@societegenerale
@avecjlm
@jlmelenchon
@clementverde
@willfitzgibbon
@josephmuscat_jm
@aisselax
@sachaka7
@occrp

Top Mentioned in G1:
@icijorg
@willfitzgibbon
@anticorruption
@b_obermayer
@f_obermaier
@redbull
@sz
@nelled
@alcofris
@worldtechnocrat

Top Mentioned in G2:
@societegenerale
@avecjlm
@jlmelenchon
@clementverde
@alguily
@coxiterrienne
@tfzgol
@yvescambus
@manonaubryfr
@bonste

Top Mentioned in G3:
@tmpfofficial

Top Mentioned in G4:
@josephmuscat_jm
@konradmizzi
@keithaschembri
@lizzie_eldridge
@simonbusuttil
@coe
@maltagov
@corinne_vella
@mandymallia
@ryanair

Top Mentioned in G5:
@mrsronniem
@mischievousliz
@erenna_marie
@goldendoekd
@vachilly64
@souperfan2013
@ericjoh37288055
@mark_selby723
@bridgetkf30
@ken7802

Top Mentioned in G6:
@modernhomesla
@bornobserver
@realdonaldtrump
@malcolmnance
@senrickscott
@potus
@ivankatrump
@thedemocrats
@housedemocrats
@captaincanada67

Top Mentioned in G7:
@imrankhanpti
@swamy39
@arsched
@klasrarauf
@amirmateen2
@harishksmurthy
@republic
@wh0mi_

Top Mentioned in G8:
@lovetogive2
@jamesfourm
@juliadavisnews
@louisemensch
@icijorg
@thespybrief
@carolecadwalla
@stephaniefishm4
@eppe1roger
@tahoesquaw1

Top Mentioned in G9:
@halconada
@amggarcia
@mauriciomacri
@lanacion
@deliapaz
@pacourondo
@cfkargentina
@aleruatwit
@pontifex_es
@andresmalamud

Top Mentioned in G10:
@occrp
@europol
@lorion
@fbi
@icijorg
@truefactsstated
@peterjukes
@nicohines
@slobot60
@silveradie

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@lafm
@sinembargomx
@independent
@el_universal_mx
@indiatoday
@pmgeezer
@tvnnoticias
@indianexpress
@googleexpertuk

Top Tweeters in G1:
@pmgeezer
@markplackett1
@bethsinniresist
@veniviedivici
@ydanasmithdutra
@las2950
@jo3_f
@keithmfitz
@petermccue1
@nslayton

Top Tweeters in G2:
@guenotmichel
@diogene2607
@infosmelenchon
@ferdinanddemara
@canaloblik
@boris2fdg
@karine_redinger
@itvan
@20manu31
@zolatka1

Top Tweeters in G3:
@juliocesaramor
@nicaraguabot
@pilima11
@marianorinaldi
@matuoka7ocean
@lodewijkhof
@marquisledain
@etenajlreal
@gibranashraf
@scampumpers

Top Tweeters in G4:
@ryanair
@anagarridoramos
@johnsweeneyroar
@elsugusazul
@mariansugarci
@piratenpartei
@gfschulze
@azzopardijason
@josephmuscat_jm
@eu_commission

Top Tweeters in G5:
@vachilly64
@dwnews
@aungiexyz
@camip934
@indyrallen
@ericjoh37288055
@arkiegal411
@mcsamn
@chriscuomo
@bridgetkf30

Top Tweeters in G6:
@thedailybeast
@cnn
@suepersists
@thegarance
@malcolmnance
@resist_lies
@countrylawyer99
@saltyconchy
@oneofthesmiths
@mhwills

Top Tweeters in G7:
@financialxpress
@deccanchronicle
@scroll_in
@republic
@shkhrasheed
@purivirender
@bhatia_niraj23
@klasrarauf
@shefvaidya
@wh0mi_

Top Tweeters in G8:
@lovetogive2
@noholidayforgop
@purrmonsta
@midusamom
@hardhouz13
@euphoriceuler
@20committee
@diamond6771
@vesperuk
@louisemensch

Top Tweeters in G9:
@clarincom
@lanacion
@nelidahenri
@telefe
@monirevel
@aleruatwit
@pacourondo
@guapoherminio
@rmnunez2012
@rominamanguel

Top Tweeters in G10:
@guardian
@lorion
@washingtonpost
@santchiweb
@adekleine
@faraiwe
@lauferlaw
@peterjukes
@cnni
@ansisegle


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