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#ddj Twitter NodeXL SNA Map and Report for Wednesday, 13 March 2019 at 14:52 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
March 13, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2EXlPuM
@albertocairo
@gijn
@gijnru
@sdbernard
@ddjournalism
@sharon000
@grssnbchr
@fexi
@pinardag
@prajnamu

Top hashtags:
#ddj
#dataviz
#nicar19
#data
#rstats
#verihaberciliği
#infographics
#vg
#collection1
#datajournalism

Description:
Description
The graph represents a network of 1,482 Twitter users whose recent tweets contained "#ddj", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 5,000 tweets. The network was obtained from Twitter on Wednesday, 13 March 2019 at 14:59 UTC.

The tweets in the network were tweeted over the 10-day, 2-hour, 29-minute period from Sunday, 03 March 2019 at 12:05 UTC to Wednesday, 13 March 2019 at 14:35 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 : 1482
Unique Edges : 2877
Edges With Duplicates : 721
Total Edges : 3598
Number of Edge Types : 4
Mentions : 1938
Retweet : 1379
Tweet : 240
Replies to : 41
Self-Loops : 267
Reciprocated Vertex Pair Ratio : 0.0311430527036277
Reciprocated Edge Ratio : 0.0604049120477929
Connected Components : 64
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 1283
Maximum Edges in a Connected Component : 3218
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.592934
Graph Density : 0.00137276396205285
Modularity : 0.693659
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[56] https://fastcharts.io/
[52] https://timogrossenbacher.ch/2019/03/big-data-journalism-with-spark-and-r/
[36] https://gijn.org/2019/03/07/gijns-data-journalism-top-10-lying-charts-flu-tracker-soaring-alcohol-costs-taxing-football/
[21] https://learn.r-journalism.com/
[21] https://www.indiebound.org/book/9781324001560
[14] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[14] https://www.icij.org/blog/2019/03/pitch-and-go-global-what-makes-a-great-icij-investigation/?utm_content=buffera7e97&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[12] https://mailchi.mp/b04912d0a3f3/voyd-veri-bulteni-255753
[11] https://www.blog.google/products/marketingplatform/analytics/2019-richer-interactivity-data-studio/
[10] https://gijn.org/2019/02/28/gijns-data-journalism-top-10-fts-chart-quiz-65-years-of-human-rights-data-build-a-brexit-voter/

Top URLs in Tweet in G1:
[20] https://www.indiebound.org/book/9781324001560
[8] http://www.thefunctionalart.com/2019/02/new-book-and-new-public-lecture.html
[6] http://www.thefunctionalart.com/2019/03/reasoning-with-diagrams.html
[4] https://twitter.com/alyssafowers/status/1103839189592956928
[2] https://twotone.io/
[2] https://twitter.com/maartenzam/status/1103079633162067968
[2] http://www.thefunctionalart.com/2019/01/new-book-coming-in-fall-new-public-talk.html
[2] https://timogrossenbacher.ch/2019/03/big-data-journalism-with-spark-and-r/
[1] https://www.nytimes.com/2019/02/28/reader-center/data-visualization-editor-amanda-cox.html
[1] https://twitter.com/debraeanderson/status/1102967165169397761

Top URLs in Tweet in G2:
[12] https://mailchi.mp/b04912d0a3f3/voyd-veri-bulteni-255753
[11] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[11] https://www.blog.google/products/marketingplatform/analytics/2019-richer-interactivity-data-studio/
[7] https://link.medium.com/JHYkkJCiRU
[7] https://www.journalism.co.uk/news/the-modern-journalist-needs-a-toolbox-of-technology-to-report-in-the-digital-age/s2/a735218/
[6] https://link.medium.com/N7fCBrOLSU
[6] https://link.medium.com/is52m5jKSU
[5] https://fastcharts.io/
[5] https://twitter.com/srfdata/status/1097415860522795009
[5] http://www.datajournalismjobs.com/

Top URLs in Tweet in G3:
[51] https://fastcharts.io/
[4] https://www.behance.net/gallery/76461997/The-Geography-of-Human-Rights
[3] https://github.com/ft-interactive/chart-doctor/blob/master/visual-vocabulary/Visual-vocabulary-JP.pdf
[2] https://www.ft.com/content/d03308ce-4199-11e9-b896-fe36ec32aece
[1] https://ft.trib.al/ubotrJK
[1] https://docs.google.com/forms/d/1x06PkpTOIF72AxV61lF23aE6TgsrHKeKzEzkHFxYBB8/viewform?edit_requested=true
[1] https://gijn.org/2019/02/28/gijns-data-journalism-top-10-fts-chart-quiz-65-years-of-human-rights-data-build-a-brexit-voter/
[1] https://source.opennews.org/articles/how-we-made-our-broadband-map-using-mapbox/
[1] http://journals.sagepub.com/doi/10.1177/2053951718786316?cookieSet=1
[1] https://www.indiebound.org/book/9781324001560

Top URLs in Tweet in G4:
[21] https://learn.r-journalism.com/
[14] https://www.icij.org/blog/2019/03/pitch-and-go-global-what-makes-a-great-icij-investigation/?utm_content=buffera7e97&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[6] https://searchworks.stanford.edu/view/xj043rd8767
[3] https://github.com/cirlabs/Silicon-Valley-Diversity-Data
[3] http://limpopo-schools.section27.org.za
[2] http://knowledgecenter.csg.org/kc/category/content-type/content-type/book-states
[2] https://www.fhfa.gov/DataTools/Downloads/Pages/House-Price-Index-Datasets.aspx
[2] https://twitter.com/Danict89/lists/nicar-2019
[1] https://timogrossenbacher.ch/2019/03/big-data-journalism-with-spark-and-r/
[1] http://www.machlis.com/nicar19.html

Top URLs in Tweet in G5:
[33] https://gijn.org/2019/03/07/gijns-data-journalism-top-10-lying-charts-flu-tracker-soaring-alcohol-costs-taxing-football/
[8] https://gijn.org/2019/02/28/gijns-data-journalism-top-10-fts-chart-quiz-65-years-of-human-rights-data-build-a-brexit-voter/
[6] http://puntofisso.net/newsletter/
[4] https://atlo.team/bekamerazott-budapest/
[3] https://gijn.org/2019/03/12/atlo-taking-on-corruption-in-hungary-with-data-journalism/
[3] https://voxeurop.eu/de/2019/geh-use-5122728
[3] https://voxeurop.eu/fr/2019/logement-5122721
[3] https://www.nytimes.com/2019/02/28/reader-center/data-visualization-editor-amanda-cox.html#click=https://t.co/zt95OBPlHz
[2] https://www.bbc.co.uk/sport/football/46511940
[2] https://flowingdata.com/2019/03/06/women-men-timeuse/

Top URLs in Tweet in G6:
[47] https://timogrossenbacher.ch/2019/03/big-data-journalism-with-spark-and-r/
[2] https://data.stadt-zuerich.ch/dataset/vbz-fahrgastzahlen-ogd
[2] https://twitter.com/srfdata/status/1097415860522795009
[1] https://twitter.com/IRE_NICAR/status/1103777496695275526
[1] https://www.facebook.com/brigitte.alfter/posts/10217053850032855

Top URLs in Tweet in G7:
[1] https://beritagar.id/artikel/berita/ladang-basah-korupsi-dana-desa
[1] https://beritagar.id/artikel/seni-hiburan/merayu-itu-berat-biar-dilan-saja

Top URLs in Tweet in G8:
[2] https://gijn.org/2019/03/07/gijns-data-journalism-top-10-lying-charts-flu-tracker-soaring-alcohol-costs-taxing-football/
[1] https://www.bastamag.net/webdocs/pharmapapers/l-argent-de-l-influence/eurosfordocs-une-base-de-donnees-d-utilite-publique/
[1] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[1] https://gijn.org/2019/02/28/gijns-data-journalism-top-10-fts-chart-quiz-65-years-of-human-rights-data-build-a-brexit-voter/
[1] http://www.machlis.com/nicar19.html
[1] https://www.mediapart.fr/studio/panoramique/allo-place-beauvau-cest-pour-un-bilan
[1] https://t.co/8ZJcmjoedv

Top URLs in Tweet in G9:
[1] https://www.a24.com/actualidad/cupo-femenino-clubes-grandes-radiografia-estructura-machista-03092019_S1jK50R84
[1] https://a24.com/economia/peor-situacion-salario-minimo-2004-gobierno-adelanto-aumento-03052019_Bkwc6gmLV
[1] https://www.a24.com/tecnologia/velocidad-informacion-rapido-internet-movil-03022019_r18ueGv8E

Top URLs in Tweet in G10:
[7] https://www.youtube.com/watch?v=_bvB1wCqpII&feature=youtu.be

[3] https://brechageneromusicaprofesional.aranzazucruz.com/
[1] https://link.medium.com/i5N8hU48MU
[1] https://timogrossenbacher.ch/2019/03/big-data-journalism-with-spark-and-r/

Top Domains
Top Domains in Tweet in Entire Graph:
[57] twitter.com
[56] fastcharts.io
[52] timogrossenbacher.ch
[51] gijn.org
[42] medium.com
[33] verigazeteciligi.com
[31] herodote.net
[23] dokuz8haber.net
[21] r-journalism.com
[21] indiebound.org

Top Domains in Tweet in G1:
[20] indiebound.org
[18] thefunctionalart.com
[9] twitter.com
[2] twotone.io
[2] miami.edu
[2] timogrossenbacher.ch
[1] nytimes.com
[1] medium.com
[1] vox.com
[1] datajournalismawards.org

Top Domains in Tweet in G2:
[33] verigazeteciligi.com
[30] medium.com
[22] twitter.com
[19] mailchi.mp
[12] datajournalismawards.org
[11] blog.google
[10] co.uk
[5] fastcharts.io
[5] datajournalismjobs.com
[4] datajournalismhandbook.org

Top Domains in Tweet in G3:
[51] fastcharts.io
[4] behance.net
[3] github.com
[2] ft.com
[1] trib.al
[1] google.com
[1] gijn.org
[1] opennews.org
[1] sagepub.com
[1] indiebound.org

Top Domains in Tweet in G4:
[21] r-journalism.com
[16] icij.org
[10] twitter.com
[6] github.com
[6] stanford.edu
[3] google.com
[3] org.za
[2] tcij.org
[2] csg.org
[2] fhfa.gov

Top Domains in Tweet in G5:
[46] gijn.org
[8] voxeurop.eu
[6] puntofisso.net
[5] twitter.com
[4] atlo.team
[3] co.uk
[3] nytimes.com
[2] tagesspiegel.de
[2] youtube.com
[2] medium.com

Top Domains in Tweet in G6:
[47] timogrossenbacher.ch
[3] twitter.com
[2] stadt-zuerich.ch
[1] facebook.com

Top Domains in Tweet in G7:
[2] beritagar.id

Top Domains in Tweet in G8:
[3] gijn.org
[1] bastamag.net
[1] datajournalismawards.org
[1] machlis.com
[1] mediapart.fr
[1] t.co

Top Domains in Tweet in G9:
[3] a24.com

Top Domains in Tweet in G10:
[7] youtube.com
[3] aranzazucruz.com
[1] medium.com
[1] timogrossenbacher.ch

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[924] ddj
[268] dataviz
[160] nicar19
[88] data
[84] rstats
[83] verihaberciliği
[63] infographics
[52] vg
[52] collection1
[37] datajournalism



Top Hashtags in Tweet in G1:
[74] dataviz
[73] ddj
[37] infographics
[11] ntts2019
[3] rstats
[2] datajconf
[2] collection1
[1] datajournalismawards
[1] datajournalism
[1] nicar

Top Hashtags in Tweet in G2:
[198] ddj
[99] dataviz
[51] vg
[25] data
[22] nicar19
[22] verihaberciliği
[20] datajournalism
[17] migration
[14] datajconf
[14] verigazeteciliği

Top Hashtags in Tweet in G3:
[23] ddj
[12] dataviz
[4] gistribe
[2] nicar19
[1] cartography
[1] datavisualization
[1] infographic
[1] opendata
[1] dataactivism
[1] bigdata

Top Hashtags in Tweet in G4:
[132] ddj
[113] nicar19
[25] rstats
[15] data
[11] machinelearning
[8] datablitz
[8] ngo
[8] opengov
[8] powerbi
[6] cijcourses

Top Hashtags in Tweet in G5:
[104] ddj
[26] dataviz
[16] data
[11] топ10
[9] edjnet
[7] datenspiegel
[7] europe
[5] logement
[5] exclusion
[5] jeunes

Top Hashtags in Tweet in G6:
[57] ddj
[47] collection1
[47] rstats
[4] opendata
[3] nicar
[2] job
[2] data
[2] journalism
[2] amsterdam
[2] dataviz

Top Hashtags in Tweet in G7:
[3] ddj
[3] ddjindonesia
[1] journocoders
[1] korupsi
[1] danadesa
[1] dilan1991
[1] jurnalismedata

Top Hashtags in Tweet in G8:
[15] eurosfordocs
[8] ddj
[1] datajournalismawards
[1] nicar2019

Top Hashtags in Tweet in G9:
[3] ddj
[3] dataviz

Top Hashtags in Tweet in G10:
[34] ddj
[29] html5
[28] d3js
[26] dataviz
[20] e2d3
[20] excel
[20] github
[20] data
[20] datavizualization
[20] javascript

Top Words
Top Words in Tweet in Entire Graph:
[1249] Words in Sentiment List#1: Positive
[819] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Your list of keywords
[51625] Non-categorized Words
[53693] Total Words
[1892] ddj
[911] data
[758] dataviz
[313] de
[288] sea

Top Words in Tweet in G1:
[239] ddj
[211] dataviz
[167] infographics
[159] data
[147] read
[130] charts
[114] see
[114] post
[113] blog
[110] headline

Top Words in Tweet in G2:
[396] ddj
[320] data
[186] dataviz
[103] journalism
[88] veri
[61] vg
[52] reporting
[52] datajournalism
[44] journalists
[41] new

Top Words in Tweet in G3:
[258] sea
[188] ddj
[172] ice
[170] dataviz
[110] gistribe
[106] data
[91] financialtimes
[86] bering
[86] lesliehook
[72] article

Top Words in Tweet in G4:
[203] ddj
[139] nicar19
[104] data
[55] journalism
[50] rstats
[43] resources
[35] team
[34] journalists
[32] more
[31] machinelearning

Top Words in Tweet in G5:
[169] ddj
[113] data
[51] 10
[46] dataviz
[43] top
[32] данных
[31] в
[28] gijn
[28] ন
[27] и

Top Words in Tweet in G6:
[60] ddj
[47] investigated
[47] 900gb
[47] collection1
[47] password
[47] leaks
[47] using
[47] rstats
[47] spark
[47] datascience

Top Words in Tweet in G7:
[129] desa
[98] di
[90] dan
[86] korupsi
[86] dana
[86] paling
[49] ddj
[49] ddjindonesia
[47] cekidot
[43] alokasi

Top Words in Tweet in G8:
[77] les
[75] données
[60] fait
[56] de
[50] ddj
[45] base
[45] sur
[34] des
[33] un
[33] gt

Top Words in Tweet in G9:
[72] de
[66] la
[47] que
[46] a24com
[46] ddj
[46] dataviz
[42] porcentaje
[42] salario
[42] el
[41] vía

Top Words in Tweet in G10:
[78] de
[59] ddj
[47] en
[40] dataviz
[40] excel
[40] html5
[37] la
[36] d3js
[24] el
[21] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] dataviz,ddj
[203] ddj,dataviz
[178] sea,ice
[175] dataviz,infographics
[175] infographics,ddj
[139] data,journalism
[122] news,organizations
[115] thing,people
[114] wrote,blog
[114] blog,post

Top Word Pairs in Tweet in G1:
[163] dataviz,infographics
[163] infographics,ddj
[109] thing,people
[108] wrote,blog
[108] blog,post
[108] post,terrible
[108] terrible,nyt
[108] nyt,headline
[108] headline,data
[108] data,charts

Top Word Pairs in Tweet in G2:
[123] ddj,dataviz
[57] data,journalism
[40] ddj,vg
[31] hope,see
[30] ddj,data
[27] veri,gazeteciliği
[26] verigazeteciliği,verigörselleştirme
[24] beginners,take
[24] take,note
[24] note,new

Top Word Pairs in Tweet in G3:
[172] sea,ice
[140] dataviz,ddj
[86] ice,bering
[86] bering,sea
[69] animation,showing
[69] showing,polar
[69] polar,sea
[69] ice,extent
[69] extent,1979
[69] 1979,today

Top Word Pairs in Tweet in G4:
[76] nicar19,ddj
[22] rstats,python
[21] icymi,great
[21] great,resources
[21] resources,abtran
[21] abtran,journalists
[21] journalists,journalism
[21] journalism,rstats
[21] rstats,ddj
[21] ddj,ht

Top Word Pairs in Tweet in G5:
[46] 10,ddj
[43] top,10
[25] eng,co
[20] ddj,dataviz
[18] журналистики,данных
[13] gijn's,top
[13] ddj,feb
[13] feb,25
[13] 25,mar
[11] featured,tweet

Top Word Pairs in Tweet in G6:
[47] investigated,900gb
[47] 900gb,collection1
[47] collection1,password
[47] password,leaks
[47] leaks,using
[47] using,rstats
[47] rstats,spark
[47] spark,ddj
[47] ddj,datascience
[47] datascience,bigdata

Top Word Pairs in Tweet in G7:
[86] dana,desa
[49] ddj,ddjindonesia
[43] korupsi,alokasi
[43] alokasi,dana
[43] desa,add
[43] add,dan
[43] dan,dana
[43] desa,dd
[43] dd,paling
[43] paling,byk

Top Word Pairs in Tweet in G8:
[45] base,de
[45] de,données
[45] sur,les
[32] gt,ddj
[30] que,fait
[30] fait,quand
[30] quand,veut
[30] veut,aborder
[30] aborder,un
[30] un,sujet

Top Word Pairs in Tweet in G9:
[41] vía,a24com
[41] a24com,dataviz
[41] dataviz,ddj
[21] salarios,mínimos
[21] mínimos,22
[21] 22,600
[21] 600,línea
[21] línea,de
[21] de,pobreza
[21] pobreza,26

Top Word Pairs in Tweet in G10:
[20] e2d3,excel
[20] excel,add
[20] add,dataviz
[20] dataviz,excel
[20] excel,d3js
[20] d3js,github
[20] github,data
[20] data,datavizualization
[20] datavizualization,javascript
[20] javascript,html5

Top Replied-To
Top Replied-To in Entire Graph:
@dalequark
@bernoths
@ire_nicar
@ft
@esagara
@omgitsrlr
@buendnis_mobil
@janeggers
@merbroussard
@katy_boss

Top Replied-To in G2:
@sharon000

Top Replied-To in G3:
@ft

Top Replied-To in G4:
@dalequark
@esagara
@katy_boss
@merbroussard
@cezary

Top Replied-To in G5:
@janeggers
@buendnis_mobil
@omgitsrlr
@albertocairo
@ddjournalism
@funkeinteraktiv
@justinwolfers
@christinebohan
@obefintlig
@katherineeriley

Top Mentioned
Top Mentioned in Entire Graph:
@financialtimes
@lesliehook
@ft
@metinbelgesi
@a24com
@gijn
@davduf
@jonathanstray
@abtran
@ftdata

Top Mentioned in G1:
@indiebound
@albertocairo
@theboysmithy
@srfdata
@rlmcelreath
@colbycosh
@kleinmatic
@natesilver538
@cmastication
@matthew_daniels

Top Mentioned in G2:
@jonathanstray
@google
@alisonkilling
@alice_corona
@unocha
@humdata
@postdataclub
@ejcnet
@workbenchdata
@googlenewsinit

Top Mentioned in G3:
@financialtimes
@lesliehook
@ft
@ftdata
@jscarto
@datavizsociety
@fedfragapane
@la_lettura
@behance
@nikkei

Top Mentioned in G4:
@abtran
@apreshill
@karriekehoe
@katy_boss
@lndata
@casadelencuentr
@brenstrum
@biancapallaro
@florraltube
@leilahaddou

Top Mentioned in G5:
@gijn
@nytimes
@atloteam
@edjnet
@amandabee
@bureaulocal
@flowingdata
@amandacox
@bbcnews
@okfde

Top Mentioned in G6:
@vbz_zueri_linie
@decorrespondent
@srfnews
@srfdata
@grssnbchr

Top Mentioned in G7:
@beritagarid
@yanuarnugroho
@journocoders_id

Top Mentioned in G8:
@davduf
@bastamag
@rozennlesaint
@geninnovate
@amandacox

Top Mentioned in G9:
@a24com
@opensignal
@racingclub
@carpoficial
@sanlorenzo
@guidoalbamonte

Top Mentioned in G10:
@congresodigital
@t3chfest
@bbcnewsgraphics
@albamartinc
@saragonzab

Top Tweeters
Top Tweeters in Entire Graph:
@javascriptd
@gamergeeknews
@beritagarid
@kokusizu2
@business
@girlzinger
@bbcnews
@nytimes
@morr_1980
@srauer20

Top Tweeters in G1:
@girlzinger
@morr_1980
@grannynannynews
@terrymccracken
@mildredmud
@ronsupportsyou
@nancyrubin
@nutmeg3isme
@sweetangelface
@pash22

Top Tweeters in G2:
@vedatsamur
@rtenews
@gilbertoleon
@google
@bbbcccnnn
@evidencerobot
@prajnamu
@cgtnofficial
@billdinyeg
@margymaclibrary

Top Tweeters in G3:
@joshspero
@financialtimes
@mjoehlerich
@ft
@nikkei
@jwomack
@johnmcternan
@philmorandi
@nolaleyda
@mench90

Top Tweeters in G4:
@gamergeeknews
@kokusizu2
@srauer20
@king5seattle
@bbcworld
@wsj
@gramelgar
@dwnews
@machinelearn_d
@santchiweb

Top Tweeters in G5:
@business
@bbcnews
@nytimes
@huffpostuk
@thejournal_ie
@slackhq
@theeconomist
@harrisj
@her_of_twin
@qz

Top Tweeters in G6:
@thegrugq
@srfnews
@dangarrett97
@sureshdr
@thechrischua
@tinolle
@crmunoz27
@technojederbig
@halvarflake
@offenenetze

Top Tweeters in G7:
@beritagarid
@wisnu_prasetya
@yanuarnugroho
@niyanni_
@reza_imran
@wasissas
@aminmnm
@pricilliarahayu
@gilangtsubekti
@perludem

Top Tweeters in G8:
@boycott695
@humain974
@tuncaycilgi82
@evematringe
@gmirlt
@snj_national
@kelek_sz
@audilalpha
@davduf
@sand_co

Top Tweeters in G9:
@jesuses66408808
@carpoficial
@racingclub
@a24com
@sanlorenzo
@adrianzigaran
@cristinovsotom1
@diegolba
@josemorillogr
@floraza

Top Tweeters in G10:
@javascriptd
@yvesmulkers
@pereirasergioba
@_anapastor_
@scalarhumanity
@gafolito
@mynaedu
@txescu
@humansanalytics
@mik1977


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