#WEF, Twitter, 5/21/2019 4:39:05 PM, 197597


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#WEF_2019-05-21_06-13-32.xlsx
#WEF_2019-05-21_06-13-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 21, 2019
Short Description:
#WEF via NodeXL http://bit.ly/2VTURiW
@wef_es
@lalojimjuarez
@davos
@wef
@mediawireu
@theaseanpost
@borgebrende
@dolapoaina
@johanexiscv
@pmethiopia

Top hashtags:
#wef
#ai
#artificialintelligence
#davos
#extinction
#co2
#xr
#leadership
#data
#facebook

Description:
Description
The graph represents a network of 1,523 Twitter users whose tweets in the requested range contained "#WEF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 21 May 2019 at 13:14 UTC.

The requested start date was Monday, 20 May 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, 23-hour, 37-minute period from Monday, 06 May 2019 at 00:20 UTC to Sunday, 19 May 2019 at 23:58 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 : 1523
Unique Edges : 1437
Edges With Duplicates : 1855
Total Edges : 3292
Number of Edge Types : 3
Mentions : 2668
Replies to : 35
Tweet : 589
Self-Loops : 589
Reciprocated Vertex Pair Ratio : 0.0120048019207683
Reciprocated Edge Ratio : 0.0237247924080664
Connected Components : 219
Single-Vertex Connected Components : 112
Maximum Vertices in a Connected Component : 915
Maximum Edges in a Connected Component : 2060
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.90599
Graph Density : 0.000727349282098493
Modularity : 0.469729
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[112] https://es.weforum.org/agenda/2019/05/eres-lo-que-te-dices-la-ciencia-del-dialogo-interno/
[76] https://es.weforum.org/agenda/2019/04/si-eres-muy-creativo-estas-viendo-el-mundo-literalmente-de-forma-diferente-a-los-demas/
[75] https://wef.ch/2lSlznl
[73] https://es.weforum.org/agenda/2019/01/estas-son-las-10-habilidades-mas-demandadas-de-2019-segun-linkedin
[72] https://es.weforum.org/agenda/2019/05/cinco-trucos-de-los-grandes-negociadores-que-puedes-aplicar-en-tu-vida-diaria
[54] https://es.weforum.org/agenda/2017/09/la-inteligencia-emocional-sera-la-base-del-exito-laboral-en-el-futuro
[50] https://es.weforum.org/agenda/2017/01/9-expresiones-que-una-persona-emocionalmente-inteligente-no-utilizaria?utm_content=buffer1d0dd&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer
[47] https://es.weforum.org/agenda/2018/10/la-economia-mundial-de-80-billones-en-una-grafica
[42] https://es.weforum.org/agenda/2019/02/tu-forma-de-buscar-trabajo-ya-no-sirve-esto-es-lo-que-debes-probar
[42] https://es.weforum.org/agenda/2019/02/asi-es-como-el-ejercicio-mejora-tu-cerebro/

Top URLs in Tweet in G1:
[108] https://es.weforum.org/agenda/2019/05/eres-lo-que-te-dices-la-ciencia-del-dialogo-interno/
[69] https://es.weforum.org/agenda/2019/04/si-eres-muy-creativo-estas-viendo-el-mundo-literalmente-de-forma-diferente-a-los-demas/
[69] https://wef.ch/2lSlznl
[68] https://es.weforum.org/agenda/2019/01/estas-son-las-10-habilidades-mas-demandadas-de-2019-segun-linkedin
[67] https://es.weforum.org/agenda/2019/05/cinco-trucos-de-los-grandes-negociadores-que-puedes-aplicar-en-tu-vida-diaria
[51] https://es.weforum.org/agenda/2017/09/la-inteligencia-emocional-sera-la-base-del-exito-laboral-en-el-futuro
[45] https://es.weforum.org/agenda/2017/01/9-expresiones-que-una-persona-emocionalmente-inteligente-no-utilizaria?utm_content=buffer1d0dd&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer
[43] https://es.weforum.org/agenda/2018/10/la-economia-mundial-de-80-billones-en-una-grafica
[39] https://es.weforum.org/agenda/2019/03/que-sucede-en-un-minuto-en-internet/
[39] https://es.weforum.org/agenda/2019/02/tu-forma-de-buscar-trabajo-ya-no-sirve-esto-es-lo-que-debes-probar

Top URLs in Tweet in G2:
[9] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[9] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[3] https://elpais.com/elpais/2019/05/05/laboratorio_de_felicidad/1557083642_455016.html
[3] https://www.linkedin.com/feed/update/urn:li:activity:6534802399863934977
[3] https://www.weforum.org/agenda/2017/08/ai-and-human-stupidity
[2] https://es.weforum.org/agenda/2019/04/a-que-pais-sale-mas-caro-exportar-productos-3be42efe6e/
[2] https://es.weforum.org/agenda/2019/04/ser-abierto-sobre-mi-salud-mental-creo-una-mejor-cultura-de-trabajo/
[2] https://www.weforum.org/agenda/2019/02/least-corrupt-countries-transparency-international-2018
[1] https://twitter.com/i/web/status/1125279046391214080
[1] https://www.marketbeat.com/x/662413

Top URLs in Tweet in G3:
[2] http://www.weforum.org/agenda/2016/01/how-should-we-really-define-success?utm_content=buffer20944&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.weforum.org/agenda/2016/09/jobs-of-future-and-skills-you-need?utm_content=bufferdc899&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.weforum.org/agenda/2016/01/the-next-revolution-in-the-car-industry?utm_content=bufferc50d9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://theaseanpost.com/article/sandvik-coromant-factory-future
[1] https://twitter.com/i/web/status/1130225449647390721
[1] http://about.iceland.co.uk/2019/03/13/business-must-step-up-and-lead-on-the-fight-against-climate-change/
[1] https://theaseanpost.com/article/rold-industry-40-italian-way
[1] https://theaseanpost.com/article/bmw-driving-future
[1] https://vucic.rs/Vesti/Najnovije/a25502-Vucic-o-slobodi-medija-na-sesiji-u-Davosu-vucic.rs.html
[1] https://twitter.com/i/web/status/1129317716052070400

Top URLs in Tweet in G4:
[9] http://www.kantei.go.jp/foreign/96_abe/statement/201401/22speech_e.html
[7] https://fanabc.com/english/2019/05/agreement-signed-to-host-world-economic-forum-on-africa-2020/
[2] https://www.weforum.org/events/annual-meeting-of-the-new-champions-2016/sessions/the-fourth-industrial-revolution-and-its-transformational-impact
[1] https://twitter.com/i/web/status/1128665631975530496
[1] https://twitter.com/i/web/status/1129557577027727360
[1] https://twitter.com/i/web/status/1128434198757412865
[1] https://es.weforum.org/agenda/2019/02/los-mejores-negociadores-nacen-o-se-hacen
[1] https://twitter.com/i/web/status/1128807300599304192

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1125731809373724672

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1126654314968113152
[1] https://twitter.com/i/web/status/1128797150555430912
[1] https://twitter.com/i/web/status/1125606285615874053
[1] https://www.cnn.com/2019/05/10/politics/ransomware-attacks-us-cities/index.html
[1] https://twitter.com/i/web/status/1125259692706451456
[1] https://twitter.com/i/web/status/1129543495742394368
[1] https://twitter.com/i/web/status/1129522068075175936
[1] https://twitter.com/i/web/status/1125892711322607617
[1] https://twitter.com/i/web/status/1126213937391984641
[1] https://www.weforum.org/agenda/2019/05/digital-platforms-act-regulation-ebook/

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1128967074230018048
[1] https://twitter.com/i/web/status/1128958270578806784
[1] https://twitter.com/i/web/status/1128966824840847361

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1129642877540110337
[1] https://twitter.com/i/web/status/1125994643441635329
[1] https://twitter.com/i/web/status/1126006406119694336
[1] https://twitter.com/i/web/status/1127060660704010243
[1] https://twitter.com/i/web/status/1127889440137928704
[1] https://twitter.com/i/web/status/1128260040568164352
[1] https://twitter.com/i/web/status/1128627714846363648
[1] https://twitter.com/i/web/status/1129298915914731521
[1] https://www.wef.org.in/wef-west-midlands-registrations-2019/
[1] https://twitter.com/i/web/status/1125261045604409344

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1128945086883127296

Top URLs in Tweet in G10:
[1] https://paper.li/f-1513398164?edition_id=30374470-7925-11e9-aa35-0cc47a0d1605
[1] https://es.weforum.org/agenda/2019/03/22-cualidades-que-hacen-a-un-gran-lider/
[1] https://es.weforum.org/agenda/2019/05/como-lograr-equidad-en-materia-de-salud/
[1] https://es.weforum.org/agenda/2019/02/10-tips-para-convertirse-en-un-trabajador-productivo/
[1] https://es.weforum.org/agenda/2019/05/cinco-trucos-de-los-grandes-negociadores-que-puedes-aplicar-en-tu-vida-diaria
[1] https://wef.ch/2lSlznl
[1] https://es.weforum.org/agenda/2019/04/en-busca-de-empleo-no-te-olvides-de-linkedin/
[1] https://es.weforum.org/agenda/2019/02/dormir-puede-ser-mas-eficaz-que-una-medicina-mejora-el-sistema-inmunologico/
[1] https://es.weforum.org/agenda/2019/05/las-principales-historias-de-economia-de-la-semana-9d5fd928e4/
[1] https://es.weforum.org/agenda/2019/05/los-paises-con-mas-mujeres-emprendedoras/

Top Domains
Top Domains in Tweet in Entire Graph:
[1609] weforum.org
[240] twitter.com
[78] paper.li
[76] wef.ch
[9] imf.org
[9] 5starinnovation.com
[9] go.jp
[8] lnkd.in
[7] fanabc.com
[5] theaseanpost.com

Top Domains in Tweet in G1:
[1378] weforum.org
[69] wef.ch
[12] twitter.com

Top Domains in Tweet in G2:
[76] twitter.com
[22] weforum.org
[9] imf.org
[9] 5starinnovation.com
[5] lnkd.in
[4] paper.li
[3] elpais.com
[3] postbeyond.com
[3] linkedin.com
[2] instagram.com

Top Domains in Tweet in G3:
[12] twitter.com
[8] weforum.org
[4] theaseanpost.com
[1] co.uk
[1] vucic.rs
[1] 2bmoae.top
[1] gazcueesarte.com
[1] cointelegraph.com

Top Domains in Tweet in G4:
[9] go.jp
[7] fanabc.com
[4] twitter.com
[3] weforum.org

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

Top Domains in Tweet in G6:
[8] twitter.com
[1] cnn.com
[1] weforum.org

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

Top Domains in Tweet in G8:
[25] twitter.com
[3] org.in
[1] weflatinoamerica.com
[1] spawellnessmexico.com

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

Top Domains in Tweet in G10:
[8] weforum.org
[7] paper.li
[1] wef.ch

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2098] wef
[113] ai
[52] artificialintelligence
[37] davos
[31] extinction
[31] co2
[31] xr
[24] leadership
[24] data
[24] facebook



Top Hashtags in Tweet in G1:
[1404] wef

Top Hashtags in Tweet in G2:
[92] wef
[9] imf
[7] uae
[7] fourthindustrialrevolution
[6] mortgagestress
[5] oecd
[5] fintech
[4] davos
[4] climatechange
[3] 4ir

Top Hashtags in Tweet in G3:
[35] wef
[5] ppps
[5] belgrade
[4] ygl19
[4] blockchain
[3] iot
[3] asean
[3] energy
[3] tropicaforestalliance
[2] success

Top Hashtags in Tweet in G4:
[22] wef
[9] worldnews
[9] japan
[9] abe
[9] wef14
[9] davos
[9] peace
[9] asia
[9] abenomics
[8] ethiopia

Top Hashtags in Tweet in G5:
[38] wef

Top Hashtags in Tweet in G6:
[94] ai
[55] wef
[52] artificialintelligence
[24] facebook
[17] dtes
[16] yvr
[16] beijing
[16] moscow
[15] mit
[15] cyberwarfare

Top Hashtags in Tweet in G7:
[23] data
[11] economy
[11] asia
[11] africa

Top Hashtags in Tweet in G8:
[14] wef2019
[10] fans
[10] bioayurveda
[9] ayurveda
[9] wef
[8] wef_annual
[6] weflatinamerica
[5] annualwef
[5] annualwef2019
[3] missionmillion2022

Top Hashtags in Tweet in G9:
[31] extinction
[31] co2
[31] xr
[31] wef

Top Hashtags in Tweet in G10:
[16] wef
[3] laencuestaend
[1] suroeste
[1] nbaplayoffs
[1] fakenews
[1] 5/16/2019 12:00:00 AM

Top Words
Top Words in Tweet in Entire Graph:
[377] Words in Sentiment List#1: Positive
[374] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[37986] Non-categorized Words
[38737] Total Words
[2096] #wef
[1370] wef_es
[230] más
[195] tu
[192] eres

Top Words in Tweet in G1:
[1404] #wef
[1339] wef_es
[200] más
[179] tu
[177] eres
[158] habilidades
[150] 10
[140] forma
[134] mundo
[127] qué

Top Words in Tweet in G2:
[92] #wef
[20] global
[10] centre
[10] critical
[9] forum
[9] world
[9] #imf
[9] post
[9] solution
[8] changes

Top Words in Tweet in G3:
[37] wef
[33] #wef
[11] world
[9] future
[8] mad
[6] internet
[6] avucic
[6] serbia
[6] closer
[6] на

Top Words in Tweet in G4:
[84] davos
[45] pm
[43] host
[36] abiy
[36] ahmed
[36] met
[36] president
[36] borgebrende
[36] follow
[36] up

Top Words in Tweet in G5:
[38] former
[38] chief
[38] ban
[38] ki
[38] moon
[38] courage
[38] panel
[38] #wef
[38] 2011
[38] world

Top Words in Tweet in G6:
[102] homelessdave0
[94] #ai
[68] hd
[55] #wef
[52] #artificialintelligence
[51] mayorgregor
[42] bis_org
[41] twitterapi
[29] begun
[27] homelessdave10

Top Words in Tweet in G7:
[44] oil
[43] t
[31] joe_abiakl
[23] #data
[22] data
[22] new
[22] exclusive
[22] shouldn
[22] everyone
[22] access

Top Words in Tweet in G8:
[47] womenecoforum
[42] 25th
[41] edition
[33] celebrations
[24] founder
[23] speaks
[18] women
[18] 2019
[16] wef
[16] annual

Top Words in Tweet in G9:
[31] #extinction
[31] threats
[31] claims
[31] due
[31] #co2
[31] warming
[31] 100
[31] total
[31] malevolent
[31] lies

Top Words in Tweet in G10:
[16] #wef
[9] wef_es
[7] último
[7] johanexis
[7] news
[7] daily
[7] gracias
[3] #laencuestaend
[2] manuelernestopr
[2] más

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[167] wef_es,eres
[115] eres,dices
[115] dices,ciencia
[115] ciencia,diálogo
[115] diálogo,interno
[115] interno,#wef
[101] 10,habilidades
[82] cinco,trucos
[82] trucos,grandes
[82] grandes,negociadores

Top Word Pairs in Tweet in G1:
[166] wef_es,eres
[108] eres,dices
[108] dices,ciencia
[108] ciencia,diálogo
[108] diálogo,interno
[108] interno,#wef
[93] 10,habilidades
[76] cinco,trucos
[76] trucos,grandes
[76] grandes,negociadores

Top Word Pairs in Tweet in G2:
[9] critical,#imf
[9] #imf,post
[9] solution,global
[7] line,rapid
[7] rapid,global
[7] global,changes
[7] changes,developments
[7] developments,#uae
[7] #uae,inaugurates
[7] inaugurates,centre

Top Word Pairs in Tweet in G3:
[6] mad,mad
[5] ebrdsuma,jrigterink
[5] jrigterink,today
[5] today,met
[5] met,avucic
[5] avucic,serbia
[5] serbia,wef
[5] wef,discussed
[5] discussed,future
[5] future,closer

Top Word Pairs in Tweet in G4:
[36] pm,abiy
[36] abiy,ahmed
[36] ahmed,met
[36] met,davos
[36] davos,president
[36] president,borgebrende
[36] borgebrende,follow
[36] follow,up
[36] up,davos
[36] davos,discussion

Top Word Pairs in Tweet in G5:
[38] former,chief
[38] chief,ban
[38] ban,ki
[38] ki,moon
[38] moon,courage
[38] courage,panel
[38] panel,#wef
[38] #wef,2011
[38] 2011,world
[38] world,s

Top Word Pairs in Tweet in G6:
[53] #ai,#wef
[41] homelessdave0,bis_org
[38] hd,#ai
[27] #ai,twitterapi
[26] obamaclintony12,homelessdave0
[25] jhwfung,mayorgregor
[25] mayorgregor,mayors4climate
[24] homelessdave0,jhwfung
[16] #yvr,#dtes
[16] #beijing,#moscow

Top Word Pairs in Tweet in G7:
[22] data,new
[22] new,oil
[22] oil,oil
[22] oil,exclusive
[22] exclusive,#data
[22] #data,shouldn
[22] shouldn,t
[22] t,everyone
[22] everyone,access
[22] access,differentiation

Top Word Pairs in Tweet in G8:
[41] 25th,edition
[33] edition,celebrations
[23] speaks,25th
[16] celebrations,annual
[13] join,sisters
[13] sisters,wef
[12] build,global
[11] women,economic
[11] new,delhi
[10] #fans,#bioayurveda

Top Word Pairs in Tweet in G9:
[31] #extinction,threats
[31] threats,claims
[31] claims,due
[31] due,#co2
[31] #co2,warming
[31] warming,100
[31] 100,total
[31] total,malevolent
[31] malevolent,lies
[31] lies,globalist

Top Word Pairs in Tweet in G10:
[7] último,johanexis
[7] johanexis,news
[7] news,daily
[7] daily,gracias
[3] #laencuestaend,#wef

Top Replied-To
Top Replied-To in Entire Graph:
@wef
@ugurses
@harbeenarora
@srikantsastri
@mfaethiopia
@obamaclintony12
@homelessdave0
@jeffrathke
@guardian
@lbhagia

Top Replied-To in G3:
@wef
@mfaethiopia

Top Replied-To in G6:
@bobkronbauer
@kennedystewart
@jhwfung
@bis_org
@obamaclintony12
@homelessdave0
@abolitionfossil

Top Replied-To in G8:
@srikantsastri
@harbeenarora
@michferrarib
@ingridwuenning
@lbhagia
@womenecoforum

Top Mentioned
Top Mentioned in Entire Graph:
@wef_es
@homelessdave0
@davos
@mayorgregor
@womenecoforum
@bis_org
@borgebrende
@devinder_sharma
@pmethiopia
@wef

Top Mentioned in G1:
@wef_es

Top Mentioned in G2:
@werollforh2o
@andoniapr
@startup_mentor

Top Mentioned in G3:
@wef
@avucic
@ebrdsuma
@jrigterink
@davos
@ebrd
@internetarchive
@iotdc
@gsma
@zahidi

Top Mentioned in G4:
@davos
@borgebrende
@pmethiopia
@jpn_pmo
@fanatelevision
@benioff
@ameerahaltaweel
@timeagencysa
@wef_es

Top Mentioned in G5:
@devinder_sharma

Top Mentioned in G6:
@homelessdave0
@mayorgregor
@bis_org
@homelessdave10
@twitterapi
@facebookai
@kennedystewart
@mayors4climate
@mikebloomberg
@obamaclintony12

Top Mentioned in G7:
@joe_abiakl

Top Mentioned in G8:
@womenecoforum
@harbeenarora
@bioayurveda
@million_india
@vinayrai
@rthonlordpaulpc
@giselarubach
@manojladwa
@lbhagia
@wom

Top Mentioned in G9:
@piers_corbyn

Top Mentioned in G10:
@wef_es
@manuelernestopr
@sedecocdmx
@wapadeportes
@ivelize08
@hectorsmx
@ceciliaraca
@radioonce
@tonysagardia
@suzanne_roig

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marcocostavalue
@nosqldigest
@ratingsnetwork
@chidambara09
@villamizaritpro
@guardian
@btzmedina
@miguelantcruz02
@calcaware

Top Tweeters in G1:
@btzmedina
@miguelantcruz02
@gemorace
@noku96
@emacarnaca
@mdonosomuller
@coyotegris
@baum_janet
@trabajareuropa
@arturoreyes_c

Top Tweeters in G2:
@ratingsnetwork
@villamizaritpro
@knolinfos
@araujofredy
@aa_balkans
@joraguer
@altonivel
@innovationatoz
@qatar_tribune
@arjenvanberkum

Top Tweeters in G3:
@wef
@gujratsamachar
@gazcueesarte
@dolapoaina
@kosovkadevojka8
@camisiri95
@anton2060
@cj980088
@bmw
@ebrd

Top Tweeters in G4:
@lalojimjuarez
@drrafiqraji
@africaupdates
@cloud_stream
@_africa24
@oromtichoromo
@davos
@negassokadir
@execcareercoach
@benioff

Top Tweeters in G5:
@janlokpaal
@sunjayjk
@johnsalmond
@aazaadee
@shaludhyani
@hashankaranaray
@mshivaanand
@sunny_satinder
@psgupta1
@christinemilne

Top Tweeters in G6:
@sectest9
@nosqldigest
@chidambara09
@santchiweb
@toronto_bot
@thomashilbig2
@kvanderhoydonk
@jhwfung
@homelessdave0
@andreareimer

Top Tweeters in G7:
@calcaware
@cindila2009
@magdyelgawly
@afalsaleh_al
@freddyjb7
@franktti19471
@___admsyn
@ayh_74
@dw_develops
@rohitdubey

Top Tweeters in G8:
@wandabarquin
@marisolvelaami
@giselarubach
@tweetsanup
@hazyaprende
@authoramish
@manojladwa
@vinayrai
@ugheshkumar56
@annebiging

Top Tweeters in G9:
@mikerestorer
@revelsoffice
@warningshout
@boggywood
@piers_corbyn
@jason41337825
@martindn1001
@julia13_julia13
@rolfe69mark
@antonioerred

Top Tweeters in G10:
@darroyo04
@hectorsmx
@muddlaw
@johanexiscv
@manuelernestopr
@ivelize08
@sedecocdmx
@wfmcomunicacion
@radioonce
@presenciapr


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