#ddj, Twitter, 11/26/2018 8:57:21 AM, 176394


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#ddj_2018-11-26_00-49-54.xlsx
#ddj_2018-11-26_00-49-54.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 26, 2018
Short Description:
#ddj via NodeXL http://bit.ly/2PTOiK1
@ddjournalism
@gijn
@code4africa
@indeadline
@journocoders_id
@fexi
@mediaindaba
@bbbcccnnn
@fvcastell
@pinardag

Top hashtags:
#ddj
#dataviz
#vg
#opendata
#datatalk
#ddjindonesia
#codabr18
#verihaberciliği
#datajournalism

Description:
Description
The graph represents a network of 648 Twitter users whose tweets in the requested range contained "#ddj", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 26 November 2018 at 08:50 UTC.

The requested date range was from Monday, 19 November 2018 at 00:00 UTC through Monday, 26 November 2018 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 52-minute period from Monday, 19 November 2018 at 00:00 UTC to Sunday, 25 November 2018 at 23:53 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 : 648
Unique Edges : 888
Edges With Duplicates : 323
Total Edges : 1211
Self-Loops : 170
Reciprocated Vertex Pair Ratio : 0.0317460317460317
Reciprocated Edge Ratio : 0.0615384615384615
Connected Components : 58
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 328
Maximum Edges in a Connected Component : 778
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.549444
Graph Density : 0.00217051157288149
Modularity : 0.664778
NodeXL Version : 1.0.1.406

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://escoladedados.org/2018/11/21/apresentacoes-codabr-2018/
[13] https://www.behance.net/FedericaFragapane
[8] http://www.dokuz8haber.net/dokuz8/iklim-degisiyor-zihniyet-degismiyor-turkiye-kuresel-isinmanin-onculerinden/
[6] https://careerssearch.bbc.co.uk/jobs/job/Senior-Data-Scientist-Visual-Data-Journalism/32508
[5] https://www.meetup.com/Journocoders-in-Indonesia/
[5] http://www.verigazeteciligi.com/gorsellestirme-araci-facets/
[4] https://gijn.org/2018/11/14/data-journalism-top-ten-2/
[4] http://www.verigazeteciligi.com/flourish-haber-merkezlerine-ozel-veri-gorsellestirme-araci/
[4] https://tinyletter.com/voyd-veri-bulteni/letters/voyd-veri-b-lteni-5-19-25-kas-m
[3] https://source.opennews.org/articles/introducing-politicos-civic/

Top URLs in Tweet in G1:
[3] https://source.opennews.org/articles/introducing-politicos-civic/
[2] https://gijn.org/2018/11/14/data-journalism-top-ten-2/
[2] https://twitter.com/justinarenstein/status/1064868071838556160
[2] https://paris21mk.survey.fm/survey-for-journalists
[1] https://gijn.org/2018/08/23/egyptian-bots-pocket-inequality-loner-jobs-and-knife-emergencies/
[1] https://docs.google.com/forms/d/1YM2sXg18otgVDMJpBiZFjXs-mJkBP1NITyauLl5ZooA/
[1] https://www.businessdailyafrica.com/news/Sub-standard-malaria-drug-set-for-recall/539546-4227582-13b02y7/index.html
[1] https://twitter.com/ThatStellar/status/1064092929789173760
[1] https://medium.economist.com/the-challenges-of-charting-regional-inequality-a9376718348
[1] https://www.cjr.org/tow_center_reports/data-journalism-and-the-law.php/

Top URLs in Tweet in G2:
[26] https://escoladedados.org/2018/11/21/apresentacoes-codabr-2018/
[1] https://twitter.com/RodrigoMenegat/status/1065778308363759616
[1] https://github.com/oxfordinternetinstitute/sds-python
[1] https://twitter.com/EscolaDeDados/status/1065338935864369153

Top URLs in Tweet in G3:
[2] https://twitter.com/datenguide/status/1066232450416660480
[2] https://www.swr.de/swraktuell/40-prozent-fluege-im-suedwesten-verspaetet/-/id=396/did=22116294/nid=396/jic9g6/index.html
[1] https://www.ndr.de/themenwoche/gerechtigkeit/Erben-Ist-gerecht,erbenquiz100.html
[1] https://www.ndr.de/themenwoche/gerechtigkeit/Alte-Gesetze-Sind-sie-noch-gerecht,altegesetze100.html

Top URLs in Tweet in G4:
[1] https://escoladedados.org/2018/11/21/apresentacoes-codabr-2018/

Top URLs in Tweet in G5:
[5] https://www.meetup.com/Journocoders-in-Indonesia/
[2] http://webscraper.io
[2] https://www.meetup.com/Journocoders-in-Indonesia/events/256200315/
[1] https://twitter.com/journocoders_id/status/1065499495692087296
[1] https://twitter.com/journocoders_id/status/1064402127731081216
[1] https://twitter.com/journocoders_id/status/1065577812084457472
[1] https://www.irishtimes.com/news/sum-for-outgoing-tds-tops-13m-1.563703
[1] https://twitter.com/econdailycharts/status/1066125671687176193
[1] http://mail.google.com/mail/
[1] https://twitter.com/journocoders_id/status/1065570436618932224

Top URLs in Tweet in G6:
[2] https://gijn.org/2018/11/14/data-journalism-top-ten-2/
[2] https://medium.com/multiple-views-visualization-research-explained/what-is-visualization-research-what-should-it-be-8840a9ba658
[1] https://twitter.com/einfacherdienst/status/1064868702250811392
[1] https://pudding.cool/2018/11/dearabby/
[1] https://www.bcu.ac.uk/student-info/open-days/postgraduate-open-day
[1] https://medium.com/multiple-views-visualization-research-explained
[1] http://cplusj.org/
[1] http://cplusj.org/attending
[1] http://cplusj.org
[1] https://twitter.com/albertocairo/status/1062333306916794368

Top URLs in Tweet in G7:
[3] http://limpopo-schools.section27.org.za/
[1] https://mediaindaba.africa/
[1] https://www.malaysiakini.com/news/450263

Top URLs in Tweet in G8:
[2] of
[2] the
[1] https://twitter.com/AnnaMHeath/status/1057704761359851520
[1] https://twitter.com/FrauGamperl/status/1062799352844992512
[1] https://twitter.com/tschinderle/status/1064187812189212672
[1] https://twitter.com/the_claus/status/1063713715068067840
[1] https://www.morgenpost.de/infografik/#/grafik/5bca2c91bda376344bdbe3e7
[1] https://twitter.com/correctiv_org/status/1066029624658993152
[1] https://riuma.uma.es/xmlui/bitstream/handle/10630/16896/LUGANO
[1] The

Top URLs in Tweet in G9:
[5] http://www.verigazeteciligi.com/gorsellestirme-araci-facets/
[4] http://www.verigazeteciligi.com/flourish-haber-merkezlerine-ozel-veri-gorsellestirme-araci/
[3] http://www.verigazeteciligi.com/pdftables-pdfi-excele-donusturur/
[3] http://www.verigazeteciligi.com/tamamlanmamis-eksik-verileri-gorsellestirme/
[3] http://www.verigazeteciligi.com/csv-dosyalarinin-okunabilirligini-iki-kez-kontrol-eder-csvlint/
[3] http://www.verigazeteciligi.com/datawrangler-vis-stanford-edunun-veri-temizleme-donusturme-araci/
[3] https://link.medium.com/Vum9eN6k4R
[3] https://tinyletter.com/voyd-veri-bulteni/letters/voyd-veri-b-lteni-5-19-25-kas-m
[2] https://link.medium.com/y2Amz5r80R
[2] https://twitter.com/guardian/status/1064912618002022405

Top URLs in Tweet in G10:
[8] http://www.dokuz8haber.net/dokuz8/iklim-degisiyor-zihniyet-degismiyor-turkiye-kuresel-isinmanin-onculerinden/

Top Domains
Top Domains in Tweet in Entire Graph:
[46] twitter.com
[27] escoladedados.org
[23] herodote.net
[21] verigazeteciligi.com
[18] wikipedia.org
[13] behance.net
[9] co.uk
[9] medium.com
[8] meetup.com
[8] edu.au

Top Domains in Tweet in G1:
[5] twitter.com
[5] opennews.org
[3] gijn.org
[2] survey.fm
[1] google.com
[1] businessdailyafrica.com
[1] economist.com
[1] cjr.org
[1] towardsdatascience.com
[1] datadrivenjournalism.net

Top Domains in Tweet in G2:
[26] escoladedados.org
[2] twitter.com
[1] github.com

Top Domains in Tweet in G3:
[2] ndr.de
[2] twitter.com
[2] swr.de

Top Domains in Tweet in G4:
[1] escoladedados.org

Top Domains in Tweet in G5:
[7] meetup.com
[6] twitter.com
[2] webscraper.io
[2] tcij.org
[1] irishtimes.com
[1] google.com

Top Domains in Tweet in G6:
[3] medium.com
[3] cplusj.org
[2] gijn.org
[2] twitter.com
[1] pudding.cool
[1] ac.uk
[1] columbia.edu
[1] nytimes.com

Top Domains in Tweet in G7:
[3] org.za
[1] mediaindaba.africa
[1] malaysiakini.com

Top Domains in Tweet in G8:
[7] twitter.com
[1] morgenpost.de
[1] uma.es
[1] learno.net
[1] buff.ly
[1] datadrivenjournalism.net

Top Domains in Tweet in G9:
[21] verigazeteciligi.com
[6] twitter.com
[5] medium.com
[3] tinyletter.com
[1] google.com
[1] r-journalism.com
[1] verikaynagi.com
[1] kaggle.com

Top Domains in Tweet in G10:
[8] dokuz8haber.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[410] ddj
[98] dataviz
[50] vg
[41] opendata
[40] datatalk
[37] ddjindonesia
[37] codabr18
[36] verihaberciliği
[34] datajournalism
[19] opensource



Top Hashtags in Tweet in G1:
[38] ddj
[10] dataviz
[6] future
[6] sustainability
[6] scidevdebate
[3] uk
[3] açıkveri
[3] opendata
[2] hhabj
[2] venturespark

Top Hashtags in Tweet in G2:
[4] ddj
[4] codabr18
[1] jornalismodedados
[1] digitalmethods
[1] opendata
[1] civictech
[1] cwb

Top Hashtags in Tweet in G3:
[20] ddj
[4] ddjbw
[2] istdasgerecht
[1] dataviz
[1] opendata
[1] tools
[1] recherche

Top Hashtags in Tweet in G4:
[33] codabr18
[2] ddj
[1] ufpe
[1] dataviz

Top Hashtags in Tweet in G5:
[49] ddj
[40] datatalk
[37] ddjindonesia
[7] journocoders
[5] d3js
[5] datajournalism
[3] d3
[3] cijcourses
[3] scraping
[3] data

Top Hashtags in Tweet in G6:
[15] ddj
[10] dataviz
[4] infographics
[1] it
[1] строительство
[1] здравоохранение

Top Hashtags in Tweet in G7:
[9] ddj
[5] whatmediasupto
[5] malaysia
[3] pittoilets
[1] ourland
[1] mi_x
[1] innovation

Top Hashtags in Tweet in G8:
[18] ddj
[6] dataviz
[2] vololab18
[2] accra
[1] future
[1] sustainability
[1] infoplus2018
[1] periodismouma
[1] wdrdata
[1] datajournalism

Top Hashtags in Tweet in G9:
[45] ddj
[30] dataviz
[24] vg
[15] açıkveri
[15] verigazeteciliği
[13] verigörselleştirme
[12] opendata
[10] verihaberciliği
[9] araç
[7] python

Top Hashtags in Tweet in G10:
[26] verihaberciliği
[26] ddj
[26] vg
[10] dokuz8veri

Top Words
Top Words in Tweet in Entire Graph:
[347] Words in Sentiment List#1: Positive
[125] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[16883] Non-categorized Words
[17355] Total Words
[416] ddj
[201] data
[105] pra
[98] dataviz
[69] não

Top Words in Tweet in G1:
[60] ddjournalism
[38] ddj
[32] data
[28] journalists
[20] time
[17] use
[17] work
[17] important
[16] chart
[16] aware

Top Words in Tweet in G2:
[58] dica
[58] e
[38] pra
[35] não
[32] dessa
[32] sexta
[32] feira
[32] é
[32] desconto
[32] você

Top Words in Tweet in G3:
[23] ddj
[18] als
[14] ardthemenwoche
[14] welche
[12] the_claus
[12] teil
[12] unserer
[12] gesetze
[12] viel
[12] älter

Top Words in Tweet in G4:
[67] pra
[34] não
[33] deu
[33] ir
[33] codabr18
[33] foi
[33] queria
[33] mesmo
[33] era
[33] clonar

Top Words in Tweet in G5:
[49] ddj
[41] journocoders_id
[40] datatalk
[38] data
[37] ddjindonesia
[14] learn
[14] journocoders
[12] journalists
[10] spreadsheet
[10] happening

Top Words in Tweet in G6:
[19] journalism
[15] ddj
[11] albertocairo
[11] data
[10] dataviz
[8] research
[7] miami
[7] computation
[7] symposium
[7] algorithms

Top Words in Tweet in G7:
[36] land
[25] data
[18] owns
[18] audit
[18] report
[18] 72
[18] white
[18] owned
[18] hugely
[18] contested

Top Words in Tweet in G8:
[18] ddj
[7] new
[6] data
[6] dataviz
[5] public
[5] datentaeterin
[4] 000
[4] courses
[3] eine
[3] schöne

Top Words in Tweet in G9:
[45] ddj
[30] dataviz
[24] vg
[21] pinardag
[20] veri
[19] ve
[19] voydorg
[16] için
[15] dagmedyaveri
[15] açıkveri

Top Words in Tweet in G10:
[28] türkiye
[26] verihaberciliği
[26] ddj
[26] vg
[25] iklim
[18] dokuz8haber
[14] rusya
[11] küresel
[10] dokuz8veri
[10] haber

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[42] ddj,vg
[36] não,deu
[36] deu,pra
[36] pra,ir
[36] ir,codabr18
[36] codabr18,foi
[36] foi,queria
[36] queria,mesmo
[36] mesmo,era
[36] era,clonar

Top Word Pairs in Tweet in G1:
[16] important,journalists
[16] journalists,aware
[16] aware,legal
[16] legal,obligations
[16] obligations,first
[16] first,time
[16] time,guide
[16] guide,towcenter
[15] october,2017
[15] 2017,chart

Top Word Pairs in Tweet in G2:
[32] e,dica
[32] dica,dessa
[32] dessa,sexta
[32] sexta,feira
[32] feira,não
[32] não,é
[32] é,desconto
[32] desconto,pra
[32] pra,você
[32] você,ativar

Top Word Pairs in Tweet in G3:
[12] teil,unserer
[12] unserer,gesetze
[12] gesetze,viel
[12] viel,älter
[12] älter,als
[12] als,grundgesetz
[12] grundgesetz,ardthemenwoche
[12] ardthemenwoche,habe
[12] habe,mir
[12] mir,angeschaut

Top Word Pairs in Tweet in G4:
[33] não,deu
[33] deu,pra
[33] pra,ir
[33] ir,codabr18
[33] codabr18,foi
[33] foi,queria
[33] queria,mesmo
[33] mesmo,era
[33] era,clonar
[33] clonar,pra

Top Word Pairs in Tweet in G5:
[24] ddj,ddjindonesia
[17] datatalk,ddj
[9] datatalk,ddjindonesia
[7] journocoders_id,happening
[7] happening,community
[7] community,journalists
[7] journalists,professionals
[7] professionals,learn
[7] learn,scrape
[7] scrape,analysis

Top Word Pairs in Tweet in G6:
[11] data,journalism
[7] journalism,ddj
[7] computation,journalism
[7] journalism,symposium
[6] join,miami
[6] miami,february
[6] february,1
[6] 1,2
[6] 2,computation
[6] symposium,data

Top Word Pairs in Tweet in G7:
[18] owns,land
[18] land,land
[18] land,audit
[18] audit,report
[18] report,72
[18] 72,white
[18] white,owned
[18] owned,hugely
[18] hugely,contested
[18] contested,number

Top Word Pairs in Tweet in G8:
[3] data,journalism
[3] illustrating,distribution
[3] distribution,berlin's
[3] berlin's,4
[3] 4,100
[3] 100,000
[3] 000,daily
[3] daily,public
[3] public,transportation
[3] transportation,rides

Top Word Pairs in Tweet in G9:
[16] ddj,vg
[11] 16,aralık'ta
[11] 'herkes,için
[11] ve,'veri
[11] 'veri,görselleştirme'
[10] açıkveri,verigazeteciliği
[10] verigazeteciliği,ddj
[10] ddj,dataviz
[9] pinardag,16
[7] tavsiye,ederim

Top Word Pairs in Tweet in G10:
[26] verihaberciliği,ddj
[26] ddj,vg
[19] vg,türkiye
[18] dokuz8haber,verihaberciliği
[10] dokuz8veri,haber
[8] türkiye,büyük
[8] büyük,bir
[8] bir,kısmı
[8] kısmı,yarı
[8] yarı,kurak

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ddjournalism
@journocoders_id
@escoladedados
@nataliamazotte
@voydorg
@ceciliadolago
@pinardag
@mediaindaba
@towcenter
@dokuz8haber

Top Mentioned in G1:
@ddjournalism
@towcenter
@code4africa
@theeconomist
@alexse
@thatstellar
@codeforkenya
@contactparis21
@gijn
@ejcnet

Top Mentioned in G2:
@nataliamazotte
@ceciliadolago
@escoladedados
@turicas
@upshotnyt
@mbostock
@oiioxford
@blurky

Top Mentioned in G3:
@ardthemenwoche
@the_claus
@sjockers
@simonwoerpel
@datenguide
@pen1710
@piarennt
@swrpresse
@online_mm
@ddj_bw

Top Mentioned in G4:
@escoladedados
@gridufpe
@nataliamazotte
@juliagiannella

Top Mentioned in G5:
@journocoders_id
@ajiindonesia
@porcelinad
@aghniaadzkia
@journocoders
@damarberlari
@econdailycharts
@remotivi
@guardiandata
@rezafelix

Top Mentioned in G6:
@albertocairo
@paulbradshaw
@barbaramaseda
@bcujournalism
@jessicahullman
@fstalph
@eborgesrey
@emilybell
@smfrogers
@pilhofer

Top Mentioned in G7:
@mediaindaba
@section27news
@alastairotter
@malaysiakini
@mdiforg

Top Mentioned in G8:
@datentaeterin
@geplapper
@journocode
@fexi
@ejcnet
@learnonet
@sz
@themfwa
@dw_akademie
@iamdavegh

Top Mentioned in G9:
@pinardag
@voydorg
@dagmedyaveri
@geninnovate
@gijn
@ddjournalism
@geninnov

Top Mentioned in G10:
@dokuz8haber

Top Tweeters
Top Tweeters in Entire Graph:
@guillermoesnal
@guardian
@irishtimes
@chidambara09
@nytimes
@olga194811
@jjj5819
@estadao
@politico
@bocabocaok

Top Tweeters in G1:
@vodacom
@theeconomist
@dmedialab
@gilbertoleon
@indeadline
@bbbcccnnn
@margymaclibrary
@estate4
@fcoel
@trish_crain

Top Tweeters in G2:
@big_data_flow
@tais_so
@babee
@luizferteixeira
@upshotnyt
@mauricioaguiar
@gfelitti
@claralmm
@candidosales
@lucasdevitta

Top Tweeters in G3:
@mokomokai
@dasrechtsportal
@vorsprach
@online_mm
@didumdida
@swrpresse
@the_claus
@element_arb
@fvcastell
@summa_cum_laura

Top Tweeters in G4:
@villares
@mellynareis
@belicosa555
@tadeulipe
@burgos
@amanda_miranda
@lucianokmiranda
@vivizzi
@cecillia
@carolramos

Top Tweeters in G5:
@guardian
@irishtimes
@ft
@chpsre
@prajnamu
@wisnu_prasetya
@nden
@firdazzle
@remotivi
@anugrudha

Top Tweeters in G6:
@jjj5819
@financialtimes
@dangillmor
@albertocairo
@emilybell
@paulbradshaw
@teretero
@twallack
@diegokuonen
@candidomtz

Top Tweeters in G7:
@malaysiakini
@neli_ngqulana
@lie_cann
@sszonke
@siyafrica
@tefo_6
@section27news
@justtimnyc
@enywaru
@patburd

Top Tweeters in G8:
@nytimes
@morgenpost
@sz
@map_maker
@lauteruel
@maartenzam
@correctiv_org
@ejcnet
@themfwa
@mxfh

Top Tweeters in G9:
@geninnovate
@pinardag
@sibirbil
@okhayyam
@0x7000
@bilgenarin
@metanoya_
@deryameryemm
@b_abdykadyrova
@soraouji

Top Tweeters in G10:
@dokuz8haber
@mr_hid3
@zamandogru
@aserdaresen
@gundem__tr
@nilgunbatukan2
@12maymunordusu
@alidurm50855581
@obefintlig
@onurthepuht


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