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panamapapers_2022-11-28_14-00-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2022
Short Description:
panamapapers via NodeXL https://bit.ly/3OHMjDQ
@gustavobolivar
@markaabyayala
@bookscache
@2kazmi
@maryamnsharif
@nahkqul67
@panamapapers
@b_obermayer
@huayapam1
@nawazsharifmns

Top hashtags:
#panamapapers
#panamápapers
#beni
#santacruzbo
#bolivianos
#lapaz
#elalto

Description:
Description
The graph represents a network of 1,795 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 Monday, 28 November 2022 at 22:01 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 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 11-day, 14-hour, 20-minute period from Monday, 14 November 2022 at 07:13 UTC to Friday, 25 November 2022 at 21:33 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 : 1795
Unique Edges : 1048
Edges With Duplicates : 3012
Total Edges : 4060
Number of Edge Types : 5
Retweet : 1058
MentionsInRetweet : 1647
Replies to : 324
Mentions : 917
Tweet : 114
Self-Loops : 191
Reciprocated Vertex Pair Ratio : 0.012518054886856
Reciprocated Edge Ratio : 0.0247265810746553
Connected Components : 181
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 415
Maximum Edges in a Connected Component : 1172
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.435688
Graph Density : 0.000653058942994755
Modularity : 0.494258
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,795 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 Monday, 28 November 2022 at 22:01 UTC.

The requested start date was Monday, 28 November 2022 at 01:01 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 11-day, 14-hour, 20-minute period from Monday, 14 November 2022 at 07:13 UTC to Friday, 25 November 2022 at 21:33 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 : panamapapers
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:
[75] https://www.bbc.com/urdu/world-38601645
[21] https://twitter.com/MarKaAbyaYala/status/1595438265410232322
[15] https://twitter.com/MarKaAbyaYala/status/1593254750530641920
[10] https://twitter.com/MarKaAbyaYala/status/1594734673846218752
[9] https://twitter.com/MarKaAbyaYala/status/1596215144299626496
[9] https://www.youtube.com/watch?v=u1bWuIs4XZo&feature=youtu.be

[8] https://twitter.com/MarKaAbyaYala/status/1594390712966991873
[6] https://twitter.com/TweetForTheMany/status/1305461641123901446?s=20&t=G5-unpI_JJzRY7RY2671hA
[6] https://www.youtube.com/watch?v=KGWm8friaTk&feature=youtu.be

[6] https://www.youtube.com/watch?v=8dU2pIwvQzo&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://twitter.com/rmartinelli/status/1594679818817347588

Top URLs in Tweet in G2:
[21] https://twitter.com/MarKaAbyaYala/status/1595438265410232322
[15] https://twitter.com/MarKaAbyaYala/status/1593254750530641920
[10] https://twitter.com/MarKaAbyaYala/status/1594734673846218752
[9] https://twitter.com/MarKaAbyaYala/status/1596215144299626496
[8] https://twitter.com/MarKaAbyaYala/status/1594390712966991873
[5] https://twitter.com/MarKaAbyaYala/status/1593730201359458307
[3] https://twitter.com/MarKaAbyaYala/status/1595152567168020481
[3] https://twitter.com/MarKaAbyaYala/status/1594355952979173376
[3] https://twitter.com/MarKaAbyaYala/status/1594724356441231360
[2] https://twitter.com/MarKaAbyaYala/status/1594447325858271233

Top URLs in Tweet in G3:
[6] https://twitter.com/TweetForTheMany/status/1305461641123901446?s=20&t=G5-unpI_JJzRY7RY2671hA
[1] https://twitter.com/Shiftytherat1/status/1466092480475062276?s=20&t=UorxBLeCEI44ePv5NFo1LA
[1] https://twitter.com/TweetForTheMany/status/1351307750593220616
[1] https://twitter.com/TweetForTheMany/status/1305469706623647745
[1] https://twitter.com/shiftytherat1/status/1466092461823037446
[1] https://twitter.com/tweetforthemany/status/1305461641123901446
[1] https://twitter.com/Shiftytherat1/status/1466092458282991623?s=20&t=G5-unpI_JJzRY7RY2671hA

Top URLs in Tweet in G4:
[4] https://palmoildetectives.com/2022/06/26/treespiracy/
[3] https://www.icij.org/donate/
[2] https://www.spiegel.de/international/world/the-first-interview-with-the-panama-papers-whistleblower-the-russian-government-wants-to-see-me-dead-a-9f830d70-297a-472a-b0cc-9632ff2f514a
[1] https://www.bolnews.com/newspaper/national-nerve/2022/11/can-nawaz-sharifs-disqualification-be-overturned/
[1] https://www.bolnews.com/qrcode/2022-November-Thirdweek-national-article-5/
[1] https://twitter.com/ICIJorg/status/1591113906545909761
[1] https://oneworld-publications.com/the-panama-papers.html
[1] https://twitter.com/nytimes/status/1184710649101914112
[1] https://ca.news.yahoo.com/cra-identified-more-76-million-080000601.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://twitter.com/mgogel/status/1052233499233722368

Top URLs in Tweet in G5:
[72] https://www.bbc.com/urdu/world-38601645
[1] https://twitter.com/2Kazmi/status/819918560306855936?s=20&t=paKAwoqiRF4o0NiG3lT5rg

Top URLs in Tweet in G6:
[1] https://www.algemeiner.com/2014/06/24/ukraine-jewish-billionaires-batallion-sent-to-fight-pro-russian-militias/

Top URLs in Tweet in G7:
[3] https://www.livesportsvision.com/watch-live-cameroon-vs-panama-international-friendly-match.html
[2] http://flo.sportarena.live/soccer.php?live=CAMEROON+vs+PANAMA
[1] https://www.capital.fr/economie-politique/les-manipulations-de-patrick-drahi-pour-eviter-de-payer-des-impots-sur-ses-oeuvres-dart-1451668
[1] https://twitter.com/MaxBlumenthal/status/1591960679795363840
[1] https://twitter.com/unbelehrbar01/status/1591788370409160711
[1] https://www.mmnews.de/wirtschaft/190143-ukraine-spenden-selenskyj-verzockte-100-mio-bei-ftx
[1] https://www.etcetera.com.mx/madre-sheinbaum-panama-papers-empresa-offshore/
[1] https://www.tiktok.com/@diariodigitaldiez/video/7166481924653894917?_t=8XOZ9CbAZLZ&_r=1
[1] https://twitter.com/HalifaxEditor/status/1592837283324956673
[1] https://twitter.com/ischargro/status/1593239480642678785

Top URLs in Tweet in G8:
[1] https://panamapapers.sueddeutsche.de/articles/573aeac75632a39742ed39a0/
[1] https://twitter.com/AnttoCh92/status/1595426338491568136?t=8gHjC-O_F6sv_yMS8G_0Fw&s=19
[1] https://thepressunited.com/updates/ukraine-quietly-abolished-corruption-rule/
[1] https://www.letemps.ch/opinions/volodymyr-zelensky-une-parole-decredibilisee
[1] https://twitter.com/i/web/status/1595376954605293573
[1] https://www.theguardian.com/news/2021/oct/03/revealed-anti-oligarch-ukrainian-president-offshore-connections-volodymyr-zelenskiy

Top URLs in Tweet in G10:
[1] https://www.nouvelobs.com/societe/20221115.OBS65912/ouverture-du-proces-panama-papers-6-ans-apres-la-lutte-contre-l-evasion-fiscale-a-t-elle-avance.html
[1] https://www.nouvelobs.com/societe/20221115.OBS65912/ouverture-du-proces-panama-papers-6-ans-apres-la-lutte-contre-l-evasion-fiscale-a-t-elle-avance.html?utm_medium=Social&utm_source=Twitter#Echobox=1668500729

Top Domains
Top Domains in Tweet in Entire Graph:
[197] twitter.com
[75] bbc.com
[33] youtube.com
[7] sueddeutsche.de
[5] livesportsvision.com
[4] palmoildetectives.com
[4] icij.org
[4] com.mx
[3] nouvelobs.com
[3] theguardian.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[136] twitter.com

Top Domains in Tweet in G3:
[12] twitter.com

Top Domains in Tweet in G4:
[4] palmoildetectives.com
[3] icij.org
[3] twitter.com
[2] bolnews.com
[2] spiegel.de
[1] oneworld-publications.com
[1] yahoo.com

Top Domains in Tweet in G5:
[72] bbc.com
[1] twitter.com

Top Domains in Tweet in G6:
[1] algemeiner.com

Top Domains in Tweet in G7:
[16] twitter.com
[3] livesportsvision.com
[2] sportarena.live
[1] capital.fr
[1] mmnews.de
[1] com.mx
[1] tiktok.com
[1] tsf.pt
[1] blogspot.com
[1] youtube.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] sueddeutsche.de
[1] thepressunited.com
[1] letemps.ch
[1] theguardian.com

Top Domains in Tweet in G10:
[2] nouvelobs.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[809] panamapapers
[418] panamápapers
[406] beni
[275] santacruzbo
[274] bolivianos
[274] lapaz
[270] elalto
[270] racismo
[258] corrupcion
[249] bolivia



Top Hashtags in Tweet in G1:
[412] panamápapers
[2] panamapapers

Top Hashtags in Tweet in G2:
[406] beni
[275] santacruzbo
[274] bolivianos
[274] lapaz
[270] elalto
[270] racismo
[258] corrupcion
[249] bolivia
[244] panamapapers
[227] itemsfantasmas

Top Hashtags in Tweet in G3:
[70] panamapapers
[7] loanchargescandal
[6] freeschoolmeals

Top Hashtags in Tweet in G4:
[32] panamapapers
[8] 1000booksby2030
[8] thepanamapapers
[4] deforestation
[4] crime
[4] corruption
[4] palmoil
[4] paradisepapers
[4] chinacables
[3] shadowdiplomats

Top Hashtags in Tweet in G5:
[73] panamapapers
[73] pakistan
[73] parklaneflats

Top Hashtags in Tweet in G6:
[67] azov
[1] zelenskiy
[1] kolomoisky

Top Hashtags in Tweet in G7:
[46] panamapapers
[5] cameroon
[5] cameroonfootball
[5] panama
[5] pandorapapers
[3] panamaleaks
[3] panamaoeste
[3] qatar2022
[3] qatar
[3] qatarworldcup2022

Top Hashtags in Tweet in G8:
[15] panamapapers
[3] paradisepapers
[2] ftx
[2] panama
[1] torycostofgreedcrisis
[1] pfizer
[1] nordstreamsabotage
[1] russia
[1] ukraine
[1] ukrainerussiawar

Top Hashtags in Tweet in G9:
[34] panamapapers

Top Hashtags in Tweet in G10:
[9] panamapapers

Top Words
Top Words in Tweet in Entire Graph:
[809] #panamapapers
[420] dólares
[418] #panamápapers
[414] panamá
[413] colombianos
[413] impuestos
[413] muchos
[412] quejan
[412] lavan
[412] probaron

Top Words in Tweet in G1:
[413] impuestos
[412] lavan
[412] colombianos
[412] evaden
[412] panamá
[412] muchos
[412] probaron
[412] #panamápapers
[412] gustavobolivar
[412] dólares

Top Words in Tweet in G2:
[406] #beni
[275] #santacruzbo
[274] #lapaz
[274] #bolivianos
[270] #racismo
[270] #elalto
[258] #corrupcion
[249] #bolivia
[244] #panamapapers
[227] #itemsfantasmas

Top Words in Tweet in G3:
[74] tweetforthemany
[70] #panamapapers
[68] companies
[65] knox
[61] tory
[56] million
[56] 200
[54] part
[54] exposed
[54] donor

Top Words in Tweet in G4:
[32] #panamapapers
[20] sindh
[20] education
[19] nts_pass_2013
[16] 2016
[15] bookscache
[14] minister
[14] government
[11] panamapapers
[11] instead

Top Words in Tweet in G5:
[144] کے
[144] کب
[73] #panamapapers
[73] #pakistan
[73] #parklaneflats
[72] لندن
[72] فلیٹس
[72] گئے
[72] خریدے
[72] ب

Top Words in Tweet in G6:
[135] kolomoisky
[67] bataljon
[67] #azov
[67] gefinancierd
[67] igor
[67] 14
[67] 24
[67] vanaf
[67] nazi
[67] word

Top Words in Tweet in G7:
[46] #panamapapers
[8] panama
[7] international
[6] match
[5] link
[5] cameroon
[5] #panama
[5] #cameroonfootball
[5] vs
[5] #pandorapapers

Top Words in Tweet in G8:
[15] #panamapapers
[12] zelenskyyua
[4] oil
[4] skynews
[4] ils
[4] billions
[4] emmanuelmacron
[3] cat
[3] panama
[3] bonusses

Top Words in Tweet in G9:
[68] corruption
[34] #panamapapers
[34] scandal
[34] worlds
[34] accept
[34] exposed
[34] largest
[34] oppositions
[34] sharif's
[34] govt

Top Words in Tweet in G10:
[33] procès
[32] lobs
[26] comme
[26] fiscale
[26] ils
[25] réagis
[25] braquaient
[25] pratiquent
[25] évasion
[25] ceux

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[412] panamá,lavan
[412] probaron,#panamápapers
[412] impuestos,muchos
[412] evaden,impuestos
[412] lavan,dólares
[412] colombianos,quejan
[412] muchos,colombianos
[412] dólares,evaden
[412] #panamápapers,panamá
[411] gustavobolivar,probaron

Top Word Pairs in Tweet in G1:
[412] lavan,dólares
[412] colombianos,quejan
[412] panamá,lavan
[412] evaden,impuestos
[412] dólares,evaden
[412] impuestos,muchos
[412] probaron,#panamápapers
[412] #panamápapers,panamá
[412] muchos,colombianos
[411] gustavobolivar,probaron

Top Word Pairs in Tweet in G2:
[274] #bolivianos,#lapaz
[274] #santacruzbo,#bolivianos
[270] #elalto,#racismo
[270] #lapaz,#elalto
[258] #racismo,#corrupcion
[249] #bolivia,#santacruzbo
[244] #corrupcion,#panamapapers
[227] #panamapapers,#itemsfantasmas
[216] #itemsfantasmas,#beni
[194] #beni,#cobija

Top Word Pairs in Tweet in G3:
[59] #panamapapers,knox
[56] 200,million
[54] tory,donor
[54] exposed,part
[54] part,#panamapapers
[53] donor,companies
[53] million,tory
[53] companies,exposed
[53] david__osland,200
[52] tweetforthemany,david__osland

Top Word Pairs in Tweet in G4:
[11] government,appointing
[11] education,sindh
[11] policy,instead
[11] recruitment,policy
[11] sindh,government
[11] minister,education
[11] candidates,revising
[11] fail,candidates
[11] appointing,fail
[11] revising,recruitment

Top Word Pairs in Tweet in G5:
[73] #pakistan,#parklaneflats
[73] #panamapapers,#pakistan
[72] کے,فلیٹس
[72] ب,کے
[72] گئے,کب
[72] لندن,کے
[72] خریدے,گئے
[72] کب,خریدے
[72] فلیٹس,کب
[72] کے,#panamapapers

Top Word Pairs in Tweet in G6:
[67] word,gefinancierd
[67] vanaf,zuidas
[67] door,igor
[67] dam,kolomoisky
[67] #azov,nazi
[67] igor,kolomoisky
[67] 24,14
[67] zuidas,dam
[67] 14,#azov
[67] bataljon,word

Top Word Pairs in Tweet in G7:
[5] cameroon,vs
[5] vs,panama
[4] money,laundering
[4] #panamapapers,#pandorapapers
[3] wib,link
[3] friendly,match
[3] #qatar,#qatarworldcup2022
[3] #qatar2022,#qatar
[3] match,cameroon
[3] aux,#panamapapers

Top Word Pairs in Tweet in G8:
[3] billions,wasted
[3] oil,giants
[3] cat,bankers
[3] panama,#panamapapers
[3] wasted,fat
[3] fat,cat
[3] clear,affordable
[3] bonusses,oil
[3] let's,clear
[3] skynews,let's

Top Word Pairs in Tweet in G9:
[34] worlds,largest
[34] sharif's,corruption
[34] corruption,scandal
[34] govt,accept
[34] oppositions,tors
[34] exposed,sharif's
[34] scandal,exposed
[34] #panamapapers,worlds
[34] largest,corruption
[34] accept,oppositions

Top Word Pairs in Tweet in G10:
[25] réagis,lobs
[25] braquaient,hôpitaux
[25] ils,braquaient
[25] lobs,procès
[25] comme,ils
[25] fiscale,comme
[25] hôpitaux,réagis
[25] pratiquent,évasion
[25] ceux,pratiquent
[25] évasion,fiscale

Top Replied-To
Top Replied-To in Entire Graph:
@mauriciomacri
@bfmtv
@bevirage
@danipick007
@ndtv
@zelenskyyua
@claudiashein
@beto55990049
@boliviandaily
@rozono

Top Replied-To in G1:
@rmartinelli
@gustavobolivar

Top Replied-To in G2:
@danipick007
@bevirage
@bolivialibrenow
@melm169701
@atbdigital
@qph72zxw5n
@9582vfidel
@canal_boliviatv
@callejacobs
@rozono

Top Replied-To in G3:
@kayburley
@david__osland
@hiphophouser
@64hanley
@tomtugendhat
@sarahgreenld
@pevansthebook
@bootstrapcook
@darwent_charles
@karlturnermp

Top Replied-To in G4:
@nawazsharifmns
@bookscache
@nts_pass_2013
@cmshehbaz

Top Replied-To in G8:
@zelenskyyua
@supertanskiii
@skynews
@vonderleyen
@orwell_now
@mcp38563922
@bfmtv
@emmanuelmacron
@dariusrochebin
@phil_mcnaughton

Top Mentioned
Top Mentioned in Entire Graph:
@gustavobolivar
@markaabyayala
@telesurtv
@tweetforthemany
@2kazmi
@denachtzuster1
@atbdigital
@david__osland
@mughalbha
@canal_boliviatv

Top Mentioned in G1:
@gustavobolivar

Top Mentioned in G2:
@markaabyayala
@telesurtv
@atbdigital
@canal_boliviatv
@luisfercamachov
@bolivialibrenow
@elinforman_t
@calvoromulosc
@evoespueblo
@llamerosolo

Top Mentioned in G3:
@tweetforthemany
@david__osland
@64hanley
@bootstrapcook
@marcusrashford
@hiphophouser
@clarkstefmog
@tomtugendhat
@lewis_goodall
@keir_starmer

Top Mentioned in G4:
@nts_pass_2013
@bookscache
@panamapapers
@icijorg
@b_obermayer
@f_obermaier
@f_o
@nawazsharifmns
@spiegel_english
@f_ober

Top Mentioned in G5:
@2kazmi
@maryamnsharif

Top Mentioned in G6:
@denachtzuster1

Top Mentioned in G7:
@weateallthedodo

Top Mentioned in G8:
@zelenskyyua
@skynews
@emmanuelmacron
@michaelkerton
@rishisunak
@jwlbrace44
@eu_commission
@le_parisien
@armees_gouv
@werlych

Top Mentioned in G9:
@bbhuttozardari

Top Mentioned in G10:
@lobs
@manonaubryfr

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@lennaleprena
@telesurtv
@m2bliquis
@vtvcanal8
@allchanges
@ndtv
@chuddles11
@b1e56df9ce6549f
@reuters

Top Tweeters in G1:
@mauricioortegae
@salomnm
@gloriadm_55
@aemon3428
@jokeraton
@cmarcafederal
@sergiogonzalezf
@ramiro6668
@ugogarciap
@anatolykarpovv

Top Tweeters in G2:
@telesurtv
@vtvcanal8
@actualidadrt
@ejutv
@el_pais
@europapress
@washingtonpost
@bbcmundo
@jotace7777
@cnnee

Top Tweeters in G3:
@allchanges
@guardian
@xraypat
@leocullen4
@60sparkle
@andypeacock999
@rolynhome
@fionn114
@willhuw
@rgarryneal

Top Tweeters in G4:
@awkward_1110
@_pehicc
@net2ayurveda
@dailymailuk
@bbcworld
@cnni
@ingrx
@bolnewsenglish
@sz
@bolnetwork

Top Tweeters in G5:
@malikmu80368755
@satttiig
@imran_khan_hk
@hassan163150579
@faisalalipti1
@msajjad67146049
@tahirak50083745
@faisal___sheikh
@azra72317987
@awaisshahiawais

Top Tweeters in G6:
@jacquelinewxxx
@spacema09104056
@defret42
@plepsart
@ron_zcnh
@gringuitalatina
@ingridtuinstra1
@lidwiennews
@louisuitholland
@libertepaix777

Top Tweeters in G7:
@senorcaicedo
@aymanfadel
@mariuskarma
@evasiu21
@bigjmcc
@seasunart2
@dgtlubun2
@weateallthedodo
@lremrip
@phitestcloud

Top Tweeters in G8:
@skynews
@le_parisien
@leeadamson2009
@mcp38563922
@dariusrochebin
@michaelkerton
@eu_commission
@alenamagi
@justintrudeau
@supertanskiii

Top Tweeters in G9:
@ambreenpti1
@zidiipti
@gulitret
@nawazbillal
@imranas450
@alishouketali
@rameez024
@imimrankhan921
@shahidshairf
@ptiturkiye_

Top Tweeters in G10:
@ladevita12
@vuduquebec
@greubelinux
@claudeclerc
@lobs
@fvincent316
@viveforce
@melinaverde1
@jeromebaillif
@plumenlarmes


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