#LuandaLeaks, Twitter, 1/29/2020 10:32:28 AM, 220372


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#LuandaLeaks Twitter NodeXL SNA Map and Report for Wednesday, 29 January 2020 at 07:55 UTC
#LuandaLeaks Twitter NodeXL SNA Map and Report for Wednesday, 29 January 2020 at 07:55 UTC
From:
SMRFoundation
Uploaded on:
January 29, 2020
Short Description:
#LuandaLeaks via NodeXL http://bit.ly/38P9W7q
@icijorg
@paulmoreirapltv
@brevesdepresse
@isabelaangola
@anamartinsgomes
@ruipinto_fl
@zenaidamz
@pplaaf
@xeunomiex
@sourissette2

Top hashtags:
#luandaleaks
#angola
#footballleaks
#isabeldossantos
#whistleblower

Description:
Description
The graph represents a network of 8,401 Twitter users whose recent tweets contained "#LuandaLeaks", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 29 January 2020 at 08:13 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 20-minute period from Tuesday, 21 January 2020 at 13:07 UTC to Wednesday, 29 January 2020 at 07:28 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 : 8401
Unique Edges : 13337
Edges With Duplicates : 4412
Total Edges : 17749
Number of Edge Types : 5
Tweet : 1377
MentionsInRetweet : 8414
Retweet : 5507
Mentions : 1969
Replies to : 482
Self-Loops : 1395
Reciprocated Vertex Pair Ratio : 0.00593858632676709
Reciprocated Edge Ratio : 0.0118070554355652
Connected Components : 483
Single-Vertex Connected Components : 338
Maximum Vertices in a Connected Component : 7567
Maximum Edges in a Connected Component : 16847
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.135838
Graph Density : 0.000196830309316918
Modularity : 0.604254
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 8,401 Twitter users whose recent tweets contained "#LuandaLeaks", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 29 January 2020 at 08:13 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 20-minute period from Tuesday, 21 January 2020 at 13:07 UTC to Wednesday, 29 January 2020 at 07:28 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 : TwitterSearch
Graph Term : #LuandaLeaks
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[43] https://qz.com/africa/1790195/isabel-dos-santos-hired-trump-tied-lobbyists-upon-learning-of-luanda-leaks/
[34] https://www.publico.pt/2020/01/27/sociedade/noticia/rui-pinto-assume-denunciante-luanda-leaks-1901800
[33] https://www.icij.org/investigations/luanda-leaks/how-africas-richest-woman-exploited-family-ties-shell-companies-and-inside-deals-to-build-an-empire/
[28] https://www.theguardian.com/commentisfree/2020/jan/23/luanda-leaks-revolution-theft-national-wealth-illicit-finance
[28] https://www.theelephant.info/features/2017/03/10/angola-oil-diamonds-one-familys-phenomenal-greed/
[26] https://www.icij.org/investigations/luanda-leaks/western-advisers-helped-an-autocrats-daughter-amass-and-shield-a-fortune/
[21] https://allafrica.com/stories/202001240007.html?utm_campaign=allafrica%3Aeditor&utm_medium=social&utm_source=twitter&utm_content=promote%3Aaans%3Aabljpw
[20] https://sicnoticias.pt/programas/reportagemsic/2019-12-04-A-Lavandaria---I
[20] https://sicnoticias.pt/programas/reportagemsic/2019-12-05-A-Lavandaria---II
[20] https://www.nytimes.com/2020/01/25/opinion/sunday/angola-corrupt.html

Top URLs in Tweet in G1:
[30] https://www.publico.pt/2020/01/27/sociedade/noticia/rui-pinto-assume-denunciante-luanda-leaks-1901800
[20] https://sicnoticias.pt/programas/reportagemsic/2019-12-04-A-Lavandaria---I
[20] https://sicnoticias.pt/programas/reportagemsic/2019-12-05-A-Lavandaria---II
[14] https://jornaleconomico.sapo.pt/noticias/morreu-banqueiro-de-isabel-dos-santos-no-eurobic-538896
[8] https://www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_button_id=LX6YTL2RT3DC8
[6] https://expresso.pt/luanda-leaks/2020-01-27-Advogado-assume-Rui-Pinto-esta-por-detras-do-Luanda-Leaks
[6] https://tvi24.iol.pt/sociedade/lobo-xavier/miguel-sousa-tavares-rui-pinto-devia-ser-condecorado-no-10-de-junho
[5] https://sicnoticias.pt/especiais/luanda-leaks/2020-01-22-Luanda-Leaks-o-negocio-dos-diamantes-do-marido-de-Isabel-dos-Santos
[4] https://www.jornaldenegocios.pt/empresas/banca---financas/detalhe/bpi_advogado_de_isabel_dos_santos_espera_que_tudo_se_decidida_hoje
[4] https://www.pplaaf.org/2020/01/27/angola-football-leaks.html

Top URLs in Tweet in G2:
[31] https://qz.com/africa/1790195/isabel-dos-santos-hired-trump-tied-lobbyists-upon-learning-of-luanda-leaks/
[12] https://www.theguardian.com/commentisfree/2020/jan/23/luanda-leaks-revolution-theft-national-wealth-illicit-finance
[9] https://www.theguardian.com/commentisfree/2020/jan/24/luanda-leaks-angola-isabel-dos-santos
[8] https://www.nytimes.com/2020/01/25/opinion/sunday/angola-corrupt.html
[8] https://www.theguardian.com/world/2020/jan/23/luanda-leaks-are-an-anti-corruption-landmark
[7] https://qz.com/1786896/ai-for-investigations-sorting-through-the-luanda-leaks/
[6] https://www.pplaaf.org/2020/01/27/angola-football-leaks.html
[6] https://www.namibian.com.na/index.php?id=87431&page=read
[6] https://www.icij.org/investigations/luanda-leaks/pwc-head-shocked-and-disappointed-by-luanda-leak-revelations/
[6] https://www.icij.org/investigations/luanda-leaks/luanda-leaks-reveals-thousands-forced-at-gunpoint-from-fishing-community-at-site-of-dos-santos-project/

Top URLs in Tweet in G3:
[3] https://www.lecho.be/economie-politique/international/afrique/une-toile-geante-de-societes-ecrans-derriere-la-femme-la-plus-riche-d-afrique/10200526.html
[2] https://twitter.com/PaulMoreiraPLTV/status/1221781994847248384
[1] https://www.lemonde.fr/afrique/article/2020/01/27/le-pirate-informatique-rui-pinto-assume-etre-a-l-origine-des-luanda-leaks_6027375_3212.html?fbclid=IwAR0m_rrFkNYwM94VlXpIeptk4oJZbIhEeqTge6lFO3Rrt54nXuDhm_NVVmI
[1] https://www.mediapart.fr/journal/international/270120/le-lanceur-d-alerte-rui-pinto-annonce-etre-l-origine-des-luanda-leaks
[1] https://www.mediapart.fr/journal/international/270120/le-lanceur-d-alerte-rui-pinto-annonce-etre-l-origine-des-luanda-leaks?utm_content=buffer9b543&utm_medium=social&utm_source=Twitter_Mediapart&utm_campaign=CM
[1] https://www.lemonde.fr/afrique/article/2020/01/20/luanda-leaks-le-role-trouble-des-geants-de-l-audit_6026587_3212.html
[1] http://www.rfi.fr/fr/afrique/20200125-luanda-leaks-secouent-milieux-affaires-portugais
[1] https://www.telegraph.co.uk/news/2020/01/27/portuguese-hacker-named-person-behindisabel-dos-santos-leaks/?WT.mc_id=tmg_share_tw

Top URLs in Tweet in G4:
[9] https://www.icij.org/investigations/luanda-leaks/luanda-leaks-reveals-thousands-forced-at-gunpoint-from-fishing-community-at-site-of-dos-santos-project/?utm_campaign=Sprout&utm_content=the_master_behind_this_pl&utm_medium=social&utm_source=twitter
[6] https://www.icij.org/investigations/luanda-leaks/5-reasons-why-luanda-leaks-is-bigger-than-angola/?utm_campaign=Sprout&utm_content=https://www.icij.org/inve&utm_medium=social&utm_source=twitter
[6] https://www.nytimes.com/2020/01/25/opinion/sunday/angola-corrupt.html
[6] https://www.icij.org/investigations/luanda-leaks/
[6] https://www.amabhungane.org/
[6] https://www.icij.org/investigations/luanda-leaks/pwc-head-shocked-and-disappointed-by-luanda-leak-revelations/
[5] https://www.icij.org/investigations/luanda-leaks/from-colonization-to-kleptocracy-a-history-of-angola/
[4] http://www.rfi.fr/fr/afrique/20200119-luanda-leaks-mise-nu-lecosysteme-dos-santos-dokolo?ref=tw_i
[4] https://www.icij.org/investigations/luanda-leaks/isabel-dos-santos-charged-with-embezzlement-will-sell-portuguese-bank-stake/?utm_campaign=Sprout&utm_content=https://www.icij.org/inve&utm_medium=social&utm_source=twitter
[4] https://www.icij.org/investigations/luanda-leaks/how-africas-richest-woman-exploited-family-ties-shell-companies-and-inside-deals-to-build-an-empire?utm_campaign=Sprout&utm_content=new:_africa%E2%80%99s_richest_wom&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G6:
[22] https://www.icij.org/investigations/luanda-leaks/how-africas-richest-woman-exploited-family-ties-shell-companies-and-inside-deals-to-build-an-empire/
[15] https://www.youtube.com/watch?v=C_xxcjPsw64&feature=youtu.be

[6] https://www.rich.co.ke/rctools/wrapup.php
[3] https://qz.com/africa/1790195/isabel-dos-santos-hired-trump-tied-lobbyists-upon-learning-of-luanda-leaks/
[3] https://www.icij.org/investigations/luanda-leaks/
[3] https://www.youtube.com/watch?v=1QPrzmmKxhY&feature=youtu.be

[2] https://www.icij.org/investigations/luanda-leaks/luanda-leaks-stories-from-around-the-world/
[2] https://www.politico.cd/grand-angle/2020/01/21/rdc-sindika-dokolo-le-faux-prophete.html
[2] https://article.worldnews.com/view/2020/01/28/Angolas_dos_Santos_to_sue_reporters_consortium_behind_Luanda_5/
[2] https://www.africatembelea.com/billionaire-isabel-dos-santos-daughter-of-angolas-ex-president-charged-with-fraud/

Top URLs in Tweet in G7:
[9] https://www.bbc.com/news/amp/world-europe-51224655?__twitter_impression=true
[3] https://www.financialafrik.com/2020/01/24/luanda-leaks-un-banquier-disabel-dos-santos-se-suicide/
[2] https://www.bbc.co.uk/news/business-51213194
[1] https://jornaleconomico.sapo.pt/noticias/luanda-leaks-isabel-dos-santos-vai-processar-consorcio-de-jornalistas-540705#.Xi87RN-B5k4.twitter
[1] https://www.nytimes.com/2020/01/19/world/africa/isabel-dos-santos-angola.html
[1] https://www.rtp.pt/noticias/mundo/luanda-leaks-gestor-de-conta-de-isabel-dos-santos-no-eurobic-encontrado-morto_n1199957
[1] https://www.jn.pt/mundo/irma-de-isabel-dos-santos-desafia-a-a-devolver-75-milhoes-a-angola-11741992.html
[1] https://twitter.com/LSEAfricaSummit/status/848185658686537728
[1] https://twitter.com/bbcafrique/status/1220266009300434944
[1] https://www.africasacountry.com/2020/01/laundering-isabel-dos-santos

Top URLs in Tweet in G8:
[3] https://www.theguardian.com/world/2020/jan/21/heads-could-roll-pwc-isabel-dos-santos-links-chairman-luanda-leaks
[3] https://www.theguardian.com/world/2020/jan/21/heads-could-roll-pwc-isabel-dos-santos-links-chairman-luanda-leaks?CMP=share_btn_tw
[3] https://www.theguardian.com/commentisfree/2020/jan/23/luanda-leaks-revolution-theft-national-wealth-illicit-finance
[3] https://www.bbc.com/news/world-europe-51224655
[3] https://www.theguardian.com/world/2020/jan/23/pwc-growing-scrutiny-isabel-dos-santos-scandal-luanda-leaks-angola?CMP=share_btn_tw
[3] https://africanarguments.org/2020/01/23/africa-insiders-luandaleaks-over-isabel-dos-santos/
[3] https://www.theguardian.com/commentisfree/2020/jan/24/luanda-leaks-angola-isabel-dos-santos
[3] https://www.nytimes.com/2020/01/27/sports/soccer/leaks-dos-santos-rui-pinto.html
[2] https://www.icij.org/investigations/luanda-leaks/western-advisers-helped-an-autocrats-daughter-amass-and-shield-a-fortune/
[2] https://www.youtube.com/watch?v=Agz_u2Nr2tA


Top URLs in Tweet in G9:
[14] https://jornaleconomico.sapo.pt/noticias/morreu-banqueiro-de-isabel-dos-santos-no-eurobic-538896#.Xil9ormKaeM.whatsapp
[1] https://twitter.com/kenblanchard_28/status/1220994808791097344
[1] https://twitter.com/sensadas/status/1221868411283746817
[1] https://twitter.com/angolans/status/1219255550149562369
[1] https://qz.com/africa/1790195/isabel-dos-santos-hired-trump-tied-lobbyists-upon-learning-of-luanda-leaks/
[1] https://twitter.com/isabelaangola/status/1219683720069775361
[1] https://twitter.com/nga_reidals/status/1220617364250775553
[1] https://twitter.com/Curate_Angola1/status/1219680614619734021
[1] https://twitter.com/factosdabanda/status/1220113439168847872
[1] https://www.theguardian.com/world/2020/jan/19/isabel-dos-santos-president-daughter-africa-richest-woman-angola

Top URLs in Tweet in G10:
[1] https://www.alternet.org/2017/05/dutch-documentary-part-ii-blood-trumps-and-kushners-hands-deals-africa-war-zone-diamond-mines/
[1] https://twitter.com/ivankatrump/status/1222126462347681793
[1] https://qz.com/africa/1790195/isabel-dos-santos-hired-trump-tied-lobbyists-upon-learning-of-luanda-leaks/
[1] https://twitter.com/annalecta/status/1221891074077220864
[1] https://www.icij.org/investigations/luanda-leaks/western-advisers-helped-an-autocrats-daughter-amass-and-shield-a-fortune/
[1] https://www.occrp.org/en/27-ccwatch/cc-watch-briefs/11477-leaks-show-large-firms-aided-dos-santos-offshore-empire
[1] https://www.nytimes.com/2020/01/25/opinion/sunday/angola-corrupt.html
[1] https://abcnews.go.com/Business/wireStory/africas-richest-woman-now-formal-suspect-graft-probe-68461714
[1] https://twitter.com/guardian/status/1220445140453675009

Top Domains
Top Domains in Tweet in Entire Graph:
[396] twitter.com
[248] icij.org
[140] theguardian.com
[123] sapo.pt
[84] qz.com
[59] sicnoticias.pt
[52] publico.pt
[52] youtube.com
[48] nytimes.com
[48] rfi.fr

Top Domains in Tweet in G1:
[96] sapo.pt
[95] twitter.com
[56] sicnoticias.pt
[36] publico.pt
[30] expresso.pt
[10] blogspot.com
[10] iol.pt
[8] paypal.com
[6] jn.pt
[6] eic.network

Top Domains in Tweet in G2:
[102] twitter.com
[58] theguardian.com
[48] qz.com
[47] icij.org
[19] nytimes.com
[12] dw.com
[11] co.uk
[10] reuters.com
[9] rfi.fr
[8] pplaaf.org

Top Domains in Tweet in G3:
[3] lecho.be
[2] lemonde.fr
[2] mediapart.fr
[2] twitter.com
[1] rfi.fr
[1] co.uk

Top Domains in Tweet in G4:
[120] icij.org
[31] rfi.fr
[31] twitter.com
[12] lemonde.fr
[10] theguardian.com
[8] nytimes.com
[6] amabhungane.org
[5] latribune.fr
[3] qz.com
[3] allafrica.com

Top Domains in Tweet in G6:
[36] icij.org
[21] youtube.com
[13] twitter.com
[6] voaportugues.com
[6] co.ke
[5] worldnews.com
[3] qz.com
[3] facebook.com
[3] africatembelea.com
[2] theguardian.com

Top Domains in Tweet in G7:
[9] bbc.com
[6] twitter.com
[3] financialafrik.com
[2] co.uk
[1] sapo.pt
[1] nytimes.com
[1] rtp.pt
[1] jn.pt
[1] africasacountry.com
[1] theguardian.com

Top Domains in Tweet in G8:
[58] twitter.com
[32] theguardian.com
[8] icij.org
[8] nytimes.com
[7] youtube.com
[6] lemonde.fr
[6] publico.pt
[6] facebook.com
[6] sapo.pt
[5] sueddeutsche.de

Top Domains in Tweet in G9:
[14] sapo.pt
[7] twitter.com
[1] qz.com
[1] theguardian.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] alternet.org
[1] qz.com
[1] icij.org
[1] occrp.org
[1] nytimes.com
[1] go.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7903] luandaleaks
[803] angola
[784] footballleaks
[352] isabeldossantos
[175] whistleblower
[160] portugal
[103] ruipinto
[102] malta
[99] rdc
[97] africa



Top Hashtags in Tweet in G1:
[1820] luandaleaks
[624] footballleaks
[106] whistleblower
[86] angola
[71] portugal
[56] benficagate
[46] isabeldossantos
[32] ruipinto
[25] benficaleaks
[24] etoupeira

Top Hashtags in Tweet in G2:
[1548] luandaleaks
[166] angola
[66] footballleaks
[47] isabeldossantos
[40] whistleblower
[36] leak
[31] panamapapers
[31] paradisepapers
[29] portugal
[29] malta

Top Hashtags in Tweet in G3:
[995] luandaleaks
[12] ruipinto
[8] footballleaks
[8] angola
[5] portugal
[4] dossantos
[4] footballeaks
[3] rdc
[2] whistleblower
[2] isabeldossantos

Top Hashtags in Tweet in G4:
[813] luandaleaks
[144] angola
[77] rdc
[45] malta
[23] dokolo
[23] footballleaks
[21] portugal
[21] panamapapers
[17] paradisepapers
[14] dossantos

Top Hashtags in Tweet in G5:
[69] luandaleaks

Top Hashtags in Tweet in G6:
[401] luandaleaks
[57] angola
[23] isabeldossantos
[22] africa
[9] corruption
[8] whistleblower
[8] malta
[7] ruipinto
[7] worldthisweek
[6] footballleaks

Top Hashtags in Tweet in G7:
[167] luandaleaks
[15] angola
[6] isabeldossantos
[5] rdc
[4] pwc
[3] corruption
[2] african
[2] whistleblower
[2] monaco
[2] portugal

Top Hashtags in Tweet in G8:
[387] luandaleaks
[44] angola
[26] isabeldossantos
[21] footballleaks
[17] ruipinto
[16] portugal
[12] corruption
[7] pwc
[5] eurobic
[5] finance

Top Hashtags in Tweet in G9:
[315] luandaleaks
[36] luandalicks
[4] isabelleaks
[3] editorial
[3] cartoon
[3] cover
[3] datashare
[3] footballleaks
[2] angola
[2] malta

Top Hashtags in Tweet in G10:
[12] luandaleaks
[1] blooddiamonds
[1] dossantos
[1] leviev
[1] moshelax
[1] sampa
[1] abramovich
[1] africaisreal
[1] ivankatrumpfinejewelry
[1] corruption

Top Words
Top Words in Tweet in Entire Graph:
[5250] Words in Sentiment List#1: Positive
[11723] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[391689] Non-categorized Words
[408662] Total Words
[12999] #luandaleaks
[4212] santos
[3722] isabel
[2017] #footballleaks
[1685] mais

Top Words in Tweet in G1:
[3236] #luandaleaks
[1407] não
[830] santos
[813] #footballleaks
[802] ruipinto_fl
[718] em
[691] isabel
[669] os
[575] tem
[554] anamartinsgomes

Top Words in Tweet in G2:
[2535] #luandaleaks
[802] santos
[647] isabel
[395] pwc
[390] corruption
[365] bank
[349] more
[348] angola
[337] icijorg
[294] pplaaf

Top Words in Tweet in G3:
[1032] #luandaleaks
[993] #ruipinto
[971] hacker
[963] portugais
[962] #footballleaks
[958] mais
[956] prison
[955] truth
[954] par
[954] assume

Top Words in Tweet in G4:
[1192] #luandaleaks
[555] santos
[455] icijorg
[385] isabel
[179] rfi
[163] #angola
[160] investigation
[151] dokolo
[143] sindika
[134] enquête

Top Words in Tweet in G5:
[792] #luandaleaks
[732] santos
[731] fille
[731] président
[731] angolais
[730] isabel
[730] accusée
[730] d'avoir
[724] fortune
[724] milliards

Top Words in Tweet in G6:
[810] #luandaleaks
[501] made
[481] isabelaangola
[323] #angola
[295] woman
[288] richest
[273] story
[268] read
[263] one
[256] fortune

Top Words in Tweet in G7:
[425] bank
[397] #luandaleaks
[334] isabel
[293] billionaire
[230] press
[218] portugal
[218] angola
[214] eurobic
[213] found
[213] dead

Top Words in Tweet in G8:
[387] #luandaleaks
[79] santos
[68] isabel
[51] não
[42] #angola
[35] os
[35] leaks
[34] pinto
[33] rui
[29] luanda

Top Words in Tweet in G9:
[350] #luandaleaks
[123] uma
[86] estado
[84] mister
[84] petróleo
[77] angolano
[71] não
[62] justiça
[62] factos
[60] isso

Top Words in Tweet in G10:
[228] #luandaleaks
[205] santos
[203] isabel
[186] trump
[186] firm
[174] president
[162] tied
[162] lobbyist
[162] hired
[162] saudi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3271] isabel,santos
[1084] hacker,portugais
[1046] portugais,#ruipinto
[1044] #footballleaks,hacker
[1044] #ruipinto,assume
[1043] met,lumière
[1043] lumière,pillage
[1043] pillage,l'angola
[1043] l'angola,par
[1043] par,petite

Top Word Pairs in Tweet in G1:
[655] isabel,santos
[422] rui,pinto
[404] pj,mp
[402] mp,não
[356] anamartinsgomes,#luandaleaks
[298] crimes,fiscais
[293] #footballleaks,não
[293] combater,corrupção
[292] provas,#luandaleaks
[290] chocante,revoltante

Top Word Pairs in Tweet in G2:
[604] isabel,santos
[202] cape,verde
[170] richest,woman
[143] antoniocuga,indigo_light
[108] #luandaleaks,documents
[108] pwc,kpmg
[106] 715,000
[101] countries,need
[99] kpmg,bcg
[95] indigo_light,pplaaf

Top Word Pairs in Tweet in G3:
[963] hacker,portugais
[954] portugais,#ruipinto
[954] #ruipinto,assume
[953] met,lumière
[953] lumière,pillage
[953] pillage,l'angola
[953] l'angola,par
[953] par,petite
[953] petite,clique
[953] clique,#luandaleaks

Top Word Pairs in Tweet in G4:
[349] isabel,santos
[128] sindika,dokolo
[113] santos,fille
[113] président,angolais
[105] richest,woman
[91] #luandaleaks,#angola
[91] #luandaleaks,icijorg
[77] josé,eduardo
[77] eduardo,santos
[75] #luandaleaks,investigation

Top Word Pairs in Tweet in G5:
[731] santos,fille
[731] président,angolais
[730] isabel,santos
[730] angolais,accusée
[730] accusée,d'avoir
[723] flash,isabel
[723] fille,l'ex
[723] l'ex,président
[723] d'avoir,accumulé
[723] accumulé,frauduleusement

Top Word Pairs in Tweet in G6:
[287] richest,woman
[246] made,fortune
[242] self,made
[241] africa,richest
[241] made,billionaire
[234] reveal,inside
[234] inside,story
[234] read,#luandaleaks
[233] woman,isabelaangola
[233] isabelaangola,claims

Top Word Pairs in Tweet in G7:
[213] found,dead
[212] isabel,santos'
[212] santos',bank
[212] bank,manager
[212] manager,eurobic
[212] eurobic,found
[212] dead,portugal
[212] portugal,according
[212] according,local
[212] local,press

Top Word Pairs in Tweet in G8:
[62] isabel,santos
[33] rui,pinto
[26] luanda,leaks
[18] #angola,#luandaleaks
[11] richest,woman
[8] over,isabel
[8] found,dead
[8] os,#luandaleaks
[8] #footballleaks,#luandaleaks
[7] #luandaleaks,#isabeldossantos

Top Word Pairs in Tweet in G9:
[84] mister,petróleo
[59] tocaram,mister
[59] petróleo,#luandaleaks
[40] ouvir,jovens
[40] jovens,angolanos
[40] angolanos,dizer
[40] dizer,tema
[40] tema,#luandaleaks
[40] #luandaleaks,seu
[40] seu,interesse

Top Word Pairs in Tweet in G10:
[203] isabel,santos
[160] trump,tied
[160] tied,lobbyist
[160] lobbyist,robert
[160] robert,stryk
[160] stryk,foreign
[160] foreign,agent
[160] agent,venezuela
[160] venezuela,president
[160] president,maduro's

Top Replied-To
Top Replied-To in Entire Graph:
@antoniocuga
@isabelaangola
@icijorg
@ruipinto_fl
@atguerreiro
@anamartinsgomes
@antonioguterres
@darkskin1__
@pwc
@soniarolley

Top Replied-To in G1:
@atguerreiro
@anamartinsgomes
@ruipinto_fl
@tariqpanja
@sven_giegold
@jsnotario
@expresso
@catarina_mart
@xeunomiex
@hugotiago_

Top Replied-To in G2:
@antoniocuga
@ruipinto_fl
@icijorg
@isabelaangola
@ashendruk
@mikekenealy
@snowden
@anticorruption
@pwc
@mddeh

Top Replied-To in G3:
@ruipinto_fl
@mediapart
@elleestp
@isabelaangola

Top Replied-To in G4:
@antoniocuga
@soniarolley
@icijorg
@pwc
@dompundu
@allafricafrench
@netmane
@rhpsia
@jpriviere2
@thuram_wambo

Top Replied-To in G5:
@brevesdepresse

Top Replied-To in G6:
@isabelaangola
@darkskin1__
@dsimbayi
@aanelkajesus
@shirafu
@icijorg
@juliettegarside
@pwc
@guardian
@taf

Top Replied-To in G7:
@mr_perfect243
@m_koulibaly
@icijorg

Top Replied-To in G9:
@mamy_ff
@latoncordeiro
@icijorg
@kenblanchard_28
@isabelaangola
@icampos2000

Top Replied-To in G10:
@icijorg

Top Mentioned
Top Mentioned in Entire Graph:
@icijorg
@isabelaangola
@ruipinto_fl
@anamartinsgomes
@pplaaf
@shirafu
@pwc
@rfi
@indigo_light
@rafaelmdemorais

Top Mentioned in G1:
@ruipinto_fl
@anamartinsgomes
@icijorg
@pplaaf
@bourdonwilliam2
@expresso
@isabelaangola
@antoniocostapm
@atguerreiro
@eicnetwork

Top Mentioned in G2:
@icijorg
@pplaaf
@pwc
@isabelaangola
@indigo_light
@rafaelmdemorais
@kpmg
@finuncovered
@margotgibbs
@bcg

Top Mentioned in G3:
@yphilippin
@ggreenwald
@pplaaf
@lemondefr
@rfi
@paulmoreirapltv
@ruipinto_fl
@icijorg
@mediapart
@telegraphworld

Top Mentioned in G4:
@icijorg
@rfi
@soniarolley
@pplaaf
@nytimes
@sindika_dokolo
@isabelaangola
@appelsactu
@lemondefr
@pwc

Top Mentioned in G5:
@rfi
@soniarolley
@icijorg
@jornalnoticias

Top Mentioned in G6:
@isabelaangola
@shirafu
@icijorg
@jescotet
@sonangoloficial
@pwc
@sindika_dokolo
@france24
@francoisf24
@france24_en

Top Mentioned in G7:
@rfi
@icijorg
@isabelaangola
@pplaaf
@financialafrik
@bourdonwilliam2
@s_de_oliveira
@sindika_dokolo
@rafaelmdemorais
@unitelofficial

Top Mentioned in G8:

Top Mentioned in G9:
@andre_carrilho
@isabelaangola
@dntwit
@pwc
@ruipinto_fl
@ben_hallman
@rafaelmdemorais
@anamartinsgomes
@duc01duc
@sicnoticias

Top Mentioned in G10:
@bbcnews
@icijorg
@aaronjschaffer
@pplaaf
@fbdnstories
@occrp
@gkecuador
@willfitzgibbon
@nytimes
@tariqpanja

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@danielpilotte
@jstlangevin
@blabalade
@odio_nao
@libertad717
@mlnangalama
@moonbootica
@rjber15
@revolution_fr

Top Tweeters in G1:
@chrisbrey1
@marialves53
@jhamby
@publico
@promiscutie
@expresso
@mr_spock
@bobbykamazu
@canteiro_hugo
@o_anjo14

Top Tweeters in G2:
@odio_nao
@libertad717
@_redfrog
@watermelondriia
@kokusizu2
@pollsstar
@kinshasaweb
@guardian
@scheerenberger
@markplackett1

Top Tweeters in G3:
@blabalade
@m2bliquis
@loudl
@inachiveg
@justicepal2014
@bo_chart
@kingthedarkdhn
@libertaire10
@sylvita30
@dascritch

Top Tweeters in G4:
@moonbootica
@rjber15
@fleming77
@bluebirdtrini
@canisgallicus
@mooseman1956
@muschelschloss
@suzanneinlgb
@akeleven
@blubdha

Top Tweeters in G5:
@jstlangevin
@revolution_fr
@soupa_sewedo
@altai_armande
@tonjusticier
@lagrosta
@maisonvaleria
@mfennormandie
@fleur2108
@daygautier

Top Tweeters in G6:
@real_infinity95
@saragomezaranci
@martesone
@perezguadarrama
@zory_58
@russiaconnects
@andreinilla
@euethnic
@alposkis
@blaaaaahhx3

Top Tweeters in G7:
@mpendaraha18
@tusk8rman
@tzdiscovery
@humanlyawkward
@chicasa
@mylifeassne
@samljpage
@mrskota
@omosh_jeff
@jacksonmukunda

Top Tweeters in G8:
@mlnangalama
@aha1r
@pingachoo
@rojname_english
@nofrills
@roxann_minerals
@danwibg
@ineeshadvs
@disguisedevilin
@lonerwolf9_

Top Tweeters in G9:
@factosdabanda
@queline__
@kenblanchard_28
@alliciaasantos
@nanizaiawom
@rtorres
@egocentricpapi
@ppgoulao
@yelalmeida
@jennife69899833

Top Tweeters in G10:
@ungubunugu1274
@anthonybourque
@givemepie360
@theresamax
@79topper
@sherrikuczeryk
@ydanasmithdutra
@emlafudd
@bbcnews
@deesbarbara


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