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panamapapers_2019-09-11_05-07-11.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 11, 2019
Description:
Description
The graph represents a network of 4,873 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 Wednesday, 11 September 2019 at 12:09 UTC.

The requested start date was Tuesday, 10 September 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, 9-hour, 31-minute period from Tuesday, 27 August 2019 at 14:23 UTC to Monday, 09 September 2019 at 23:54 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 : 4873
Unique Edges : 7114
Edges With Duplicates : 2625
Total Edges : 9739
Number of Edge Types : 3
Mentions : 8583
Tweet : 657
Replies to : 499
Self-Loops : 657
Reciprocated Vertex Pair Ratio : 0.0123557365919891
Reciprocated Edge Ratio : 0.0244098712446352
Connected Components : 461
Single-Vertex Connected Components : 201
Maximum Vertices in a Connected Component : 3550
Maximum Edges in a Connected Component : 8057
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.26471
Graph Density : 0.000314052466305911
Modularity : 0.670577
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[42] https://reutersinstitute.politics.ox.ac.uk/our-research/gauging-global-impacts-panama-papers-three-years-later
[27] https://www.icij.org/blog/2019/07/counting-the-panama-papers-money-how-we-reached-1-28-billion/?utm_campaign=Sprout&utm_content=at_least_$1.28_billion_ha&utm_medium=social&utm_source=twitter
[21] https://www.eventbrite.com/e/join-icij-for-a-screening-of-the-panama-papers-in-los-angeles-tickets-68514985165
[20] https://www.icij.org/blog/2019/08/join-us-for-la-press-freedom-week-2019/?utm_campaign=Sprout&utm_content=as_a_journalist,_its_crit&utm_medium=social&utm_source=twitter
[17] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out
[16] https://www.icij.org/investigations/panama-papers/panama-papers-faq-all-you-need-to-know-about-the-2016-investigation/
[15] https://twitter.com/NetflixFilm/status/1166719584914870273
[13] https://armando.info/Reportajes/DemoPublico/206
[13] https://twitter.com/NetflixLAT/status/1166720351973388292
[12] https://twitter.com/THR/status/1166811664433336320

Top URLs in Tweet in G1:
[38] https://reutersinstitute.politics.ox.ac.uk/our-research/gauging-global-impacts-panama-papers-three-years-later
[27] https://www.icij.org/blog/2019/07/counting-the-panama-papers-money-how-we-reached-1-28-billion/?utm_campaign=Sprout&utm_content=at_least_$1.28_billion_ha&utm_medium=social&utm_source=twitter
[21] https://www.eventbrite.com/e/join-icij-for-a-screening-of-the-panama-papers-in-los-angeles-tickets-68514985165
[19] https://www.icij.org/blog/2019/08/join-us-for-la-press-freedom-week-2019/?utm_campaign=Sprout&utm_content=as_a_journalist,_its_crit&utm_medium=social&utm_source=twitter
[15] https://www.icij.org/investigations/panama-papers/panama-papers-faq-all-you-need-to-know-about-the-2016-investigation/
[10] https://twitter.com/THR/status/1166811664433336320
[6] https://panamapapers.sueddeutsche.de/articles/570cabf9a1bb8d3c3495ba33/
[5] https://www.theguardian.com/australia-news/2019/aug/25/ato-slugs-shell-with-755m-bill-in-fight-against-multinational-tax-avoidance
[5] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out
[5] https://twitter.com/icijorg/status/1169339398963499008

Top URLs in Tweet in G2:
[6] https://panamapapers.investigativecenters.org/south-africa/
[4] https://twitter.com/nowthisnews/status/1103863661133733889?s=20
[3] https://mobile.twitter.com/lorion/status/1167070872563138560?s=21
[2] http://aidc.org.za/saga-investecs-tax-haven-ventures/
[2] https://paper.li/Razarumi/1450636092?edition_id=cd1075e0-d277-11e9-a44c-0cc47a0d1609
[2] https://paper.li/Razarumi/1450636092?edition_id=ebdd6120-c9d2-11e9-a44c-0cc47a0d1609
[2] https://www.thelondoneconomic.com
[1] https://twitter.com/i/web/status/1171200629127176193
[1] https://www.taxjustice.net/wp-content/uploads/2014/04/Price_of_Offshore_Revisited_120722.pdf
[1] http://panamapapers.investigativecenters.org/south-africa/

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1166998262991265792
[1] https://twitter.com/antoniobanderas/status/1166998262991265792
[1] https://www.srf.ch/kultur/film-serien/76-filmfestival-venedig-schweinerei-im-waschsalon
[1] https://twitter.com/i/web/status/1167327131786825730
[1] https://www.youtube.com/watch?v=wuBRcfe4bSo&feature=youtu.be

[1] https://twitter.com/i/web/status/1167083630914654209

Top URLs in Tweet in G4:
[7] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out
[4] http://www.msn.com/es-mx/noticias/otras/meryl-streep-reconoce-a-periodistas-que-revelaron-los-panama-papers/ar-AAGF1VY?ocid=st
[4] https://lovinmalta.com/international/meryl-streep-pays-tribute-to-daphne-caruana-galizia-ahead-of-panama-papers-comedy/
[3] https://twitter.com/ICIJorg/status/1168512665557307392
[3] https://www.thesudburystar.com/entertainment/celebrity/meryl-streep-hails-murdered-panama-papers-reporter/wcm/d95233cf-3a5a-4fc4-af0b-bcf92f12a91a
[2] https://theshiftnews.com/2019/09/03/at-least-were-not-malta/
[2] https://www.france24.com/en/20190901-panama-papers-star-streep-says-rich-playing-black-joke-on-world
[2] https://twitter.com/mcaruanagalizia/status/1168179549655506944
[2] https://twitter.com/la_Biennale/status/1168145933894389760
[2] https://timesofmiddleeast.com/venice-2019-meryl-streep-steven-soderbergh-on-the-laundromat-hollywood-reporter/

Top URLs in Tweet in G5:
[4] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out?CMP=Share_iOSApp_Other
[4] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out
[2] https://www.youtube.com/watch?v=wuBRcfe4bSo&feature=youtu.be

[2] https://snarede5.blogspot.com/2019/08/meryl-streep-e-antonio-banderas.html?spref=tw
[2] http://humanlies.com
[1] https://panamapapers.sueddeutsche.de/articles/e344090/
[1] https://www.occrp.org/en/panamapapers/reactions/
[1] https://twitter.com/i/web/status/1166458590888022016
[1] https://twitter.com/i/web/status/1166501236344020994
[1] https://twitter.com/i/web/status/1166511650368708608

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1170046307744043008
[1] https://twitter.com/i/web/status/1166393493620744194
[1] https://twitter.com/i/web/status/1167268559799627776
[1] https://twitter.com/i/web/status/1167123162968088576
[1] https://twitter.com/i/web/status/1167579072475652099
[1] https://twitter.com/i/web/status/1167644288882102272
[1] https://twitter.com/i/web/status/1167637274957205504
[1] https://twitter.com/i/web/status/1167115980113371136
[1] https://twitter.com/i/web/status/1167114172867461120

Top URLs in Tweet in G7:
[3] https://panamapapers.ojo-publico.com/articulo/el-imperio-offshore-del-rey-de-las-tragamonedas/
[3] http://www.puroperiodismo.cl/?p=26598
[2] https://fondosdepapel.ojo-publico.com/investigacion/las-offshore-de-los-familiares-de-keiko-fujimori/
[2] https://www.youtube.com/watch?v=wuBRcfe4bSo&feature=youtu.be

[1] https://twitter.com/i/web/status/1170804073001574400
[1] https://twitter.com/i/web/status/1169747087090757632
[1] https://twitter.com/i/web/status/1169762146420498434
[1] http://convoca.pe/agenda-propia/panama-papers-chuponeo-policial-revela-intento-de-empresario-para-bloquear
[1] https://twitter.com/i/web/status/1167165487706451979
[1] https://twitter.com/i/web/status/1169735711974670336

Top URLs in Tweet in G8:
[2] https://www.transparency.org/news/feature/25_corruption_scandals#Panama%20Papers
[1] https://www.bbc.com/news/world-asia-44737793
[1] https://twitter.com/i/web/status/1170426510324334592
[1] https://www.prensa.com/cine/Director-Steve-Soderbergh-denuncia-financiero_0_5386711286.html
[1] https://icij.org/
[1] https://twitter.com/i/web/status/1170498860273156096
[1] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out?utm_source=hootsuite&utm_medium=twitter_
[1] https://twitter.com/i/web/status/1170122560924786689
[1] https://reutersinstitute.politics.ox.ac.uk/our-research/gauging-global-impacts-panama-papers-three-years-later
[1] https://www.theguardian.com/film/2019/sep/01/meryl-streep-on-the-panama-papers-people-died-to-get-the-word-out

Top URLs in Tweet in G9:
[9] https://variety.com/2019/film/news/the-laundromat-trailer-steven-soderbergh-meryl-streep-exclusive-1203316334/
[3] https://www.youtube.com/watch?v=uUs2q8MauiU&feature=youtu.be

[2] https://www.taxjustice.net/2017/12/14/secrecy-oligarchs-offshore-psychology-december-2017-podcast/
[2] https://twitter.com/SecrecyWorld/status/1166725521285242880
[2] http://www.possiblycorrect.com/operationkillswitch
[1] https://twitter.com/i/web/status/1166554499139407875
[1] https://twitter.com/i/web/status/1170860514718695425
[1] https://twitter.com/i/web/status/1086762798644789249
[1] https://twitter.com/lulex/status/992546518522564608
[1] https://twitter.com/iheartstreep/status/1168360045089886208

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1166661653456441344
[1] https://twitter.com/i/web/status/1166972486459764736
[1] https://twitter.com/i/web/status/1167433347506810881
[1] https://twitter.com/i/web/status/1166735924476203010
[1] https://twitter.com/SputnikEllada/status/1170284717859454976
[1] https://www.google.co.uk/amp/s/www.buzzfeed.com/amphtml/alexwickham/graham-brady-michael-fallon-free-trip-cayman-islands

Top Domains
Top Domains in Tweet in Entire Graph:
[665] twitter.com
[120] icij.org
[51] youtube.com
[51] theguardian.com
[42] ac.uk
[38] paper.li
[24] sueddeutsche.de
[21] eventbrite.com
[17] variety.com
[13] armando.info

Top Domains in Tweet in G1:
[99] twitter.com
[95] icij.org
[38] ac.uk
[21] eventbrite.com
[16] theguardian.com
[9] sueddeutsche.de
[8] youtube.com
[4] variety.com
[3] net.au
[3] badtaste.it

Top Domains in Tweet in G2:
[62] twitter.com
[7] investigativecenters.org
[4] paper.li
[2] org.za
[2] thelondoneconomic.com
[1] taxjustice.net
[1] citjourno.org
[1] bloomberg.com
[1] sueddeutsche.de
[1] rawstory.com

Top Domains in Tweet in G3:
[4] twitter.com
[1] srf.ch
[1] youtube.com

Top Domains in Tweet in G4:
[45] twitter.com
[10] theguardian.com
[4] ansa.it
[4] msn.com
[4] timesofmalta.com
[4] lovinmalta.com
[3] theshiftnews.com
[3] npnews24.com
[3] yahoo.com
[3] thesudburystar.com

Top Domains in Tweet in G5:
[97] twitter.com
[9] youtube.com
[9] theguardian.com
[5] com.mx
[3] facebook.com
[3] filmentions.com
[2] sueddeutsche.de
[2] icij.org
[2] instagram.com
[2] wikipedia.org

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

Top Domains in Tweet in G7:
[9] twitter.com
[5] ojo-publico.com
[3] puroperiodismo.cl
[2] youtube.com
[1] convoca.pe
[1] paper.li
[1] t13.cl

Top Domains in Tweet in G8:
[4] twitter.com
[2] transparency.org
[2] theguardian.com
[1] bbc.com
[1] prensa.com
[1] icij.org
[1] ac.uk
[1] occrp.org
[1] indiewire.com

Top Domains in Tweet in G9:
[13] twitter.com
[9] variety.com
[3] youtube.com
[2] taxjustice.net
[2] possiblycorrect.com
[1] theguardian.com
[1] thestarphoenix.com
[1] icij.org
[1] cbc.ca

Top Domains in Tweet in G10:
[5] twitter.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2936] panamapapers
[537] merylstreep
[410] thelaundromat
[217] stevensoderbergh
[174] daphnecaruanagalizia
[151] venezia76
[138] papelesdepanama
[85] netflix
[73] malta
[70] paradisepapers



Top Hashtags in Tweet in G1:
[877] panamapapers
[238] merylstreep
[129] thelaundromat
[117] stevensoderbergh
[40] pressfreedomweek
[38] thelaundromatmovie
[37] venezia76
[27] paradisepapers
[27] basharalassad
[26] garyoldman

Top Hashtags in Tweet in G2:
[101] panamapapers
[37] eu
[29] intlorgcrime
[24] deutschebank
[20] moneylaundering
[13] investec
[13] brexit
[11] emolumentsclauseviolation
[11] g7
[9] tchenguiz

Top Hashtags in Tweet in G3:
[24] panamapapers
[10] thelaundromat
[9] netflix
[9] pakistan
[6] merylstreep
[5] stevensoderbergh
[5] garyoldman
[2] venezia76
[2] myparallelslavajatowitheficacy
[2] misparaleloslavajatoconeficacia

Top Hashtags in Tweet in G4:
[227] panamapapers
[186] merylstreep
[139] daphnecaruanagalizia
[69] thelaundromat
[61] malta
[32] venezia76
[30] publicinquiry
[27] laundromat
[26] stevensoderbergh
[17] venicebiennale

Top Hashtags in Tweet in G5:
[189] panamapapers
[29] thelaundromat
[19] merylstreep
[17] netflix
[16] stevensoderbergh
[15] venezia76
[15] probeijing
[15] hongkong
[14] teresachengyeukwah
[14] fugitiveoffendersordinance

Top Hashtags in Tweet in G6:
[173] panamapapers
[136] papelesdepanama
[31] pagaconlatuya
[8] macriespeorquedelarua
[8] macriteodia
[8] macrihacetecargo
[7] macrisisfinal
[6] offshore
[5] fmi
[5] mmlpqtp

Top Hashtags in Tweet in G7:
[84] panamapapers
[44] loúltimo
[29] recuerda
[3] ahora
[3] thelaundromat
[2] envivo
[2] exclusivo
[2] fondosdepapel
[2] aml
[2] panamápapers

Top Hashtags in Tweet in G8:
[93] panamapapers
[41] thelaundromat
[15] merylstreep
[4] corruption
[4] kastdicelaverdad
[2] pakistan
[2] malta
[2] moneylaundering
[1] 25corruptionscandals
[1] stevensoderbergh

Top Hashtags in Tweet in G9:
[50] panamapapers
[14] thelaundromat
[4] merylstreep
[4] cpc
[3] stevensoderbergh
[3] laundromatthemovie
[3] cra
[3] kpmg
[3] lpc
[2] bc

Top Hashtags in Tweet in G10:
[69] panamapapers
[26] hedgefund
[13] brexit
[12] reesmogg
[10] hedgefunds
[9] blockthecoup
[4] tax
[4] uk
[2] eton
[2] siemensμ

Top Words
Top Words in Tweet in Entire Graph:
[1383] Words in Sentiment List#1: Positive
[1876] Words in Sentiment List#2: Negative
[15] Words in Sentiment List#3: Angry/Violent
[96398] Non-categorized Words
[99657] Total Words
[2933] #panamapapers
[979] icijorg
[537] #merylstreep
[504] s
[456] trailer

Top Words in Tweet in G1:
[877] #panamapapers
[807] icijorg
[238] s
[238] #merylstreep
[226] laundromatmovie
[183] netflixfilm
[148] film
[129] #thelaundromat
[122] halconada
[116] #stevensoderbergh

Top Words in Tweet in G2:
[102] #panamapapers
[52] europol
[47] lorion
[37] s
[37] #eu
[36] lincolnsbible
[35] icijorg
[33] realdonaldtrump
[29] #intlorgcrime
[28] slobot60

Top Words in Tweet in G3:
[247] trailer
[245] soderbergh
[244] antoniobanderas
[239] morning
[239] share
[239] official
[239] 'the
[239] laundromat'
[239] directed
[239] steven

Top Words in Tweet in G4:
[223] #panamapapers
[186] #merylstreep
[139] #daphnecaruanagalizia
[84] out
[77] died
[71] premiere
[69] #thelaundromat
[68] movie
[61] #malta
[60] ahead

Top Words in Tweet in G5:
[189] #panamapapers
[28] #thelaundromat
[28] streep
[27] meryl
[23] laundromat
[19] film
[19] #merylstreep
[17] trailer
[16] #netflix
[16] #stevensoderbergh

Top Words in Tweet in G6:
[173] #panamapapers
[167] panamá
[136] cuantos
[136] fiscales
[136] jueces
[136] federales
[136] tienen
[136] offshore
[136] #papelesdepanama
[136] hoy

Top Words in Tweet in G7:
[84] #panamapapers
[65] trailer
[65] soderbergh
[62] ustedes
[62] oficial
[62] película
[62] inspirada
[62] dirigido
[62] protagonistas
[61] nellylun

Top Words in Tweet in G8:
[93] #panamapapers
[56] anticorruption
[46] movie
[41] #thelaundromat
[33] looking
[32] based
[32] true
[32] story
[32] premiered
[32] venice

Top Words in Tweet in G9:
[103] documents
[57] cbcnews
[53] those
[52] bcz
[52] several
[51] dailyrasp
[51] jmcguirecbc
[51] related
[51] france
[50] #panamapapers

Top Words in Tweet in G10:
[69] #panamapapers
[36] richardmills18
[36] millions
[28] up
[26] jolyonmaugham
[26] #hedgefund
[26] spivs
[26] currency
[26] crooks
[26] clean

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[322] steven,soderbergh
[285] 'the,laundromat'
[271] official,trailer
[263] morning,share
[263] share,official
[263] trailer,'the
[263] laundromat',directed
[263] directed,steven
[262] antoniobanderas,morning
[262] soderbergh,#merylst

Top Word Pairs in Tweet in G1:
[101] icijorg,#panamapapers
[84] sobre,#panamapapers
[83] mientras,tanto
[83] tanto,netflixfilm
[83] netflixfilm,apresta
[83] apresta,lanzar
[83] lanzar,laundromat
[83] laundromat,sobre
[83] #panamapapers,trabajo
[82] halconada,mientras

Top Word Pairs in Tweet in G2:
[21] #eu,europol
[16] cases,daily
[15] tax,haven
[15] haven,ventures
[15] europol,making
[12] making,cases
[11] #emolumentsclauseviolation,#g7
[10] s,tax
[10] #panamapapers,cases
[10] senatorleahy,president

Top Word Pairs in Tweet in G3:
[239] morning,share
[239] share,official
[239] official,trailer
[239] trailer,'the
[239] 'the,laundromat'
[239] laundromat',directed
[239] directed,steven
[239] steven,soderbergh
[238] antoniobanderas,morning
[238] soderbergh,#merylst

Top Word Pairs in Tweet in G4:
[57] #merylstreep,#panamapapers
[57] people,died
[57] died,word
[48] word,out
[44] meryl,streep
[44] #panamapapers,people
[35] #daphnecaruanagalizia,#panamapapers
[32] baphometx,#merylstreep
[31] paid,tribute
[28] c,è

Top Word Pairs in Tweet in G5:
[25] meryl,streep
[15] #panamapapers,#probeijing
[14] #probeijing,#teresachengyeukwah
[14] #teresachengyeukwah,#fugitiveoffendersordinance
[14] #fugitiveoffendersordinance,#hongkong
[14] #hongkong,#antiusa
[14] #antiusa,#taxavoidance
[13] panama,papers
[11] gary,oldman
[11] antonio,banderas

Top Word Pairs in Tweet in G6:
[167] panamá,#panamapapers
[136] cuantos,fiscales
[136] fiscales,jueces
[136] jueces,federales
[136] federales,tienen
[136] tienen,offshore
[136] offshore,panamá
[136] #panamapapers,#papelesdepanama
[136] #papelesdepanama,hoy
[136] hoy,pasaron

Top Word Pairs in Tweet in G7:
[62] ustedes,trailer
[62] trailer,oficial
[62] oficial,película
[62] película,inspirada
[62] inspirada,#panamapapers
[62] #panamapapers,dirigido
[62] dirigido,soderbergh
[62] soderbergh,protagonistas
[61] nellylun,ustedes
[45] prisión,preventiva

Top Word Pairs in Tweet in G8:
[32] #thelaundromat,movie
[32] movie,based
[32] based,true
[32] true,story
[32] story,#panamapapers
[32] #panamapapers,premiered
[32] premiered,venice
[32] venice,yesterday
[32] yesterday,looking
[31] anticorruption,#thelaundromat

Top Word Pairs in Tweet in G9:
[52] bcz,those
[52] those,documents
[52] documents,several
[51] dailyrasp,cbcnews
[51] cbcnews,jmcguirecbc
[51] jmcguirecbc,bcz
[51] documents,related
[51] related,france
[51] france,documents
[50] quigginreport,dailyrasp

Top Word Pairs in Tweet in G10:
[26] jolyonmaugham,#hedgefund
[26] #hedgefund,spivs
[26] spivs,currency
[26] currency,crooks
[26] crooks,clean
[26] clean,up
[26] up,again
[26] again,#panamapapers
[25] richardmills18,jolyonmaugham
[24] millions,millions

Top Replied-To
Top Replied-To in Entire Graph:
@scottmorrisonmp
@halconada
@realdonaldtrump
@icijorg
@11luv777
@senatorleahy
@rachael_swindon
@borisjohnson
@bill_morneau
@resisterforever

Top Replied-To in G1:
@icijorg
@halconada
@garymagpie
@netflixfilm
@winter
@laundromatmovie
@thr
@juemaber
@bernardpivot1
@b_obermayer

Top Replied-To in G2:
@realdonaldtrump
@senatorleahy
@maddow
@resisterforever
@carolecadwalla
@lincolnsbible
@ewerickson
@joshuapotash
@jamiedupree
@sethabramson

Top Replied-To in G4:
@l_kinkel
@baphometx
@candumanagement
@gin_and_tacos
@sjthompsonphd
@airmalta
@owenbonnici
@keithaschembri
@davidcasamep
@lizzie_eldridge

Top Replied-To in G6:
@telesurtv
@eldestapeweb
@maximilianoguer
@pitiaguirre
@cristinachaca
@tanomdq86
@leoniclaudio
@victorh82621664
@blokeoboludos
@maru_gorila

Top Replied-To in G7:
@larepublica_pe
@kondepatula13

Top Replied-To in G8:
@panamapapers
@realdonaldtrump
@gperdikes

Top Replied-To in G9:
@darrellbricker
@bill_morneau
@shankarita
@dilebouthillier
@lulex
@alvinmosioma
@dailyrasp
@jan48070746
@pattiveetee

Top Replied-To in G10:
@campbellclaret
@gmb
@jolyonmaugham
@reversegirraffe
@emmyzen
@alanjstedman
@mrremain
@cirian75
@londoneconomic
@haggis_uk

Top Mentioned
Top Mentioned in Entire Graph:
@icijorg
@antoniobanderas
@laundromatmovie
@netflixfilm
@raquelholway
@la_biennale
@halconada
@willfitzgibbon
@soyninocanun
@ic

Top Mentioned in G1:
@icijorg
@laundromatmovie
@netflixfilm
@halconada
@la_biennale
@willfitzgibbon
@ic
@shirafu
@antoniobanderas
@risj_oxford

Top Mentioned in G2:
@europol
@lorion
@icijorg
@lincolnsbible
@slobot60
@maddow
@realdonaldtrump
@occrp
@pauldereume
@lovetogive2

Top Mentioned in G3:
@antoniobanderas
@thecentrummedia
@icijorg
@la_biennale
@heccctorv
@nellylun
@jfreewright
@sharonstone
@tiff_net
@laundromatmovie

Top Mentioned in G4:
@josephmuscat_jm
@baphometx
@icijorg
@maltagov
@lizzie_eldridge
@mandymallia
@la_biennale
@tiziana_1967
@konradmizzi
@theshiftnews

Top Mentioned in G5:
@hollaka_hollala
@visiondelcine
@katrinakildare
@kinshasaweb
@todeskie
@humanlies1

Top Mentioned in G6:
@raquelholway
@patriagrande56
@eramartina
@mauriciomacri
@yotampocolovot2
@maximilianoguer
@ciudadanodegaia
@dario22
@chicho9914
@oformiccino

Top Mentioned in G7:
@nellylun
@ojo_publico
@convocape
@diariocorreo
@politica_ecpe
@poder_judicial_
@fiscaliaperu
@aramis19
@noticias_tvperu
@agencia_andina

Top Mentioned in G8:
@anticorruption
@global_witness
@returningassets
@ch_transparente
@jarrapin
@economistaflait
@icijorg
@theshiftnews
@juliettegarside
@worldbank

Top Mentioned in G9:
@cbcnews
@jmcguirecbc
@quigginreport
@dailyrasp
@jake_bernstein
@juliettegarside
@secrecyworld
@icijorg
@taxjusticenet
@thetaxcast

Top Mentioned in G10:
@richardmills18
@jolyonmaugham
@kleptocracyintv
@wernert_man
@premnsikka
@shaungdavey
@judithbogner
@andrewatter
@andydickenson
@jonathanbuckn13

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@geonews_urdu
@noticias24
@eluniversal
@telesurtv
@immoralreport
@wrikent3500
@hassan_k82
@inabster

Top Tweeters in G1:
@occuworld
@missb62
@wrikent3500
@hassan_k82
@rjber15
@1denmadrid
@metaquest
@1ed06e2568ac4d8
@kokusizu2
@carolmaewy

Top Tweeters in G2:
@independent
@britpoptarts
@eykis
@ambinc1
@lovetogive2
@wildwillow65
@business
@foxnews
@aziegler
@tam_resist

Top Tweeters in G3:
@nerds4lifee
@_siya101
@c_mbadu
@alejvillalobos
@csermet2
@mariamuser
@luis_endera
@ivangarciacale4
@richardupuy
@67quijote

Top Tweeters in G4:
@b1e56df9ce6549f
@baphometx
@reuters
@expresso
@brianswiftie13
@dwatchnews
@france24
@sicnoticias
@lusa_noticias
@forbes

Top Tweeters in G5:
@kinshasaweb
@dorvaltony
@vivasmattera10
@hollaka_hollala
@mimitexasangel
@lostiemposbol
@pabloargentinos
@heyratty
@suzlette333
@anonymiss8

Top Tweeters in G6:
@telesurtv
@magdalenam21
@lilygabet
@ibmlahamad
@delrosario1955
@marisolsolari1
@zanoni31
@nininco49brc
@rubenmarzialet1
@errezeta22

Top Tweeters in G7:
@mediosperuanos
@larepublica_pe
@agencia_andina
@rppnoticias
@isialer
@imapax
@diariocorreo
@tele13_radio
@argosmozart
@hugoram47

Top Tweeters in G8:
@carmenborbarnf
@net2ayurveda
@rleas
@mazzettam
@tolalolaarg
@sigmalivecom
@kathimerini_cy
@charlescollier
@philenewscy
@esperancitaurib

Top Tweeters in G9:
@dcexaminer
@bostonglobe
@lyndsayfarlow
@torontostar
@gtopmd
@sheilagunnreid
@cbcnews
@ingrx
@ctvnews
@xfv

Top Tweeters in G10:
@allchanges
@ingdamnit
@lopcute
@samljpage
@safarisara
@trevdick
@csibike1
@iloveautumn2
@helensalmon2
@snbbloopers