#ddj, Twitter, 2/11/2019 3:16:49 AM, 186116


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#ddj_2019-02-10_18-48-09.xlsx
#ddj_2019-02-10_18-48-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2DuxvUT
@gijn
@ddjournalism
@ap
@sandramoscoso
@code4africa
@rstatstweet
@gijnru
@albertocairo
@dagmedyaveri
@newreld

Top hashtags:
#ddj
#dataviz
#datajournalism
#data
#vg
#design
#dj
#verihaberciliği
#rstats
#html5

Description:
Description
The graph represents a network of 616 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, 11 February 2019 at 02:48 UTC.

The requested start date was Monday, 11 February 2019 at 01:01 UTC and the maximum number of days (going backward) was 6.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 19-hour, 50-minute period from Tuesday, 05 February 2019 at 01:30 UTC to Sunday, 10 February 2019 at 21:20 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 : 616
Unique Edges : 882
Edges With Duplicates : 309
Total Edges : 1191
Number of Edge Types : 3
Mentions : 1035
Replies to : 17
Tweet : 139
Self-Loops : 139
Reciprocated Vertex Pair Ratio : 0.039237668161435
Reciprocated Edge Ratio : 0.075512405609493
Connected Components : 51
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 446
Maximum Edges in a Connected Component : 917
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.402534
Graph Density : 0.00244694330060184
Modularity : 0.67217
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] https://gijn.org/2019/02/07/gijns-data-journalism-top-10-mapping-cholera-tracking-trump-and-canadas-data-gaps/
[19] https://interaktiv.waz.de/winter-vergleich-deutschland/
[10] https://mailchi.mp/fee0e0ac9ffc/voyd-veri-bulteni-16
[7] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[7] http://www.interhacktives.com/2019/02/06/local-data-journalism-david-ottewell/
[7] https://datashare.icij.org
[5] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/
[5] http://www.pulitzercenter.org/event/tools-and-tips-cross-border-data-journalism-projects
[5] https://blog.ap.org/industry-insights/the-future-of-data-journalism-in-local-news
[4] https://www.nytimes.com/interactive/2019/01/26/opinion/sunday/paths-to-congress.html

Top URLs in Tweet in G1:
[26] https://gijn.org/2019/02/07/gijns-data-journalism-top-10-mapping-cholera-tracking-trump-and-canadas-data-gaps/
[4] https://www.nytimes.com/interactive/2019/01/26/opinion/sunday/paths-to-congress.html
[3] http://graphichunters.nl/en/finding-elegance-designing-with-data/
[2] https://youtu.be/9L8hyTYRzoo
[2] https://youtu.be/8mDIkYEXSX0
[1] https://visme.co/blog/climate-change-facts/
[1] https://twitter.com/GraphicHunters/status/1092711949840859137
[1] https://twitter.com/kloopnews/status/1093806051743461377
[1] http://datajconf.com/#submissions
[1] https://medium.com/ucd-ischool/where-in-the-world-can-i-study-data-journalism-44c006e55ea5

Top URLs in Tweet in G2:
[7] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[5] http://www.pulitzercenter.org/event/tools-and-tips-cross-border-data-journalism-projects
[1] http://www.data4chan.ge/nairobi-19
[1] https://twitter.com/AfricanCIR/status/1093079059444056065

Top URLs in Tweet in G3:
[2] http://datadrivenjournalism.net/resources/global_migration_data_portal
[2] https://interaktiv.waz.de/winter-vergleich-deutschland/
[1] http://r.mediapusher.eu/mk/mr/BbgGccM1vr8YLWN9rhp_70YTFXl7S5E7CwODt89N47SqU6NOIkk7hl5lis-4m8xidecpoP4hCI2fCtiAxL1RlM94VAFI35qs6S82kA
[1] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[1] https://towardsdatascience.com/15-stunning-data-visualizations-and-what-you-can-learn-from-them-fc5b78f21fb8
[1] https://goo.gl/forms/XUWwtOVVNNEVZqLC3
[1] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/
[1] http://datajournalismhandbook.org/
[1] https://link.medium.com/BHZb5bxUWT
[1] https://github.com/bbc/bbplot

Top URLs in Tweet in G4:
[10] https://mailchi.mp/fee0e0ac9ffc/voyd-veri-bulteni-16
[7] http://www.interhacktives.com/2019/02/06/local-data-journalism-david-ottewell/
[4] http://www.verigazeteciligi.com/2019-acik-veri-gunu-etkinlik-kayitlari-basladi/
[3] https://blog.ap.org/industry-insights/the-future-of-data-journalism-in-local-news
[3] https://link.medium.com/xo3zKWr75T
[3] http://www.verigazeteciligi.com/geodata-merger-veri-setlerini-birlestirir/
[2] https://flourish.studio/2019/02/07/audio-talkie-visualisation-data-stories/#dataviz
[2] http://www.verigazeteciligi.com/veri-gorsellestirmenin-temelleri-neler/
[2] http://www.verigazeteciligi.com/bbc-veri-ekibi-r-yazilimini-veri-gazeteciligi-sureclerinde-nasil-kullaniyor/
[2] http://www.verigazeteciligi.com/acik-veri-arastirma-agi/

Top URLs in Tweet in G5:
[3] http://puntofisso.net/newsletter/
[1] https://www.axios.com/google-ai-demo-questions-9a57afad-9854-41da-b6e2-5e55b619283e.html
[1] https://twitter.com/storywithdata/status/1092807156716457984
[1] http://cplusj.org/program
[1] https://interaktiv.waz.de/winter-vergleich-deutschland/

Top URLs in Tweet in G6:
[14] https://interaktiv.waz.de/winter-vergleich-deutschland/
[2] https://drive.google.com/file/d/1CJvITDxHEbPKMUO4Pq457N8BvuEZHrGk/view
[1] https://interaktiv.morgenpost.de/spd-absturz-sound/
[1] https://interaktiv.morgenpost.de/schul-finder-berlin/
[1] https://twitter.com/datentaeterin/status/1093053053962338307

Top URLs in Tweet in G7:
[7] https://datashare.icij.org
[4] https://twitter.com/pirhoo/status/1092829086911729664
[1] https://interaktiv.waz.de/winter-vergleich-deutschland/
[1] http://www.spiegel.de/sport/fussball/shotmaps-alle-torschuesse-eines-fussballspiels-visualisiert-a-1250728.html
[1] https://interaktiv.tagesanzeiger.ch/2019/so-nutzt-die-schweiz-ihr-land/

Top URLs in Tweet in G8:
[1] https://twitter.com/ThatStellar/status/1092727443075534849
[1] https://dataharvest.eu/2019/02/06/eijc2019-call-for-proposals/

Top URLs in Tweet in G9:
[3] https://voxeurop.eu/de/2019/korruptions-5122640
[3] https://voxeurop.eu/it/2019/corruzione-5122638
[2] https://voxeurop.eu/it/2019/piano-juncker-5122619
[1] https://twitter.com/hariankompas/status/1092674499881758720
[1] https://twitter.com/OpenGovIndo/status/1092348515571818496
[1] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/
[1] https://www.mixcloud.com/thomas-cannon/liquid-mix-2/
[1] https://datashare.icij.org/
[1] https://twitter.com/icijorg/status/1092920889564377089
[1] https://www.facebook.com/teamcitybuzz/videos/2483963478298145/

Top URLs in Tweet in G10:
[2] https://digitalpresent.tagesspiegel.de/zehn-fantastische-datengeschichten-aus-2018
[1] https://digitalpresent.tagesspiegel.de/seehofers-bilanz-und-die-kosten-keiner-mauer
[1] https://interaktiv.waz.de/winter-vergleich-deutschland/
[1] https://github.com/tagesspiegel/radmesser/tree/master/opendata

Top Domains
Top Domains in Tweet in Entire Graph:
[27] herodote.net
[26] gijn.org
[24] twitter.com
[19] waz.de
[15] verigazeteciligi.com
[15] instagram.com
[14] voxeurop.eu
[11] mailchi.mp
[11] wikipedia.org
[8] medium.com

Top Domains in Tweet in G1:
[26] gijn.org
[4] youtu.be
[4] nytimes.com
[3] graphichunters.nl
[3] twitter.com
[1] visme.co
[1] datajconf.com
[1] medium.com
[1] sueddeutsche.de

Top Domains in Tweet in G2:
[7] icfj.org
[5] pulitzercenter.org
[1] data4chan.ge
[1] twitter.com

Top Domains in Tweet in G3:
[2] medium.com
[2] datadrivenjournalism.net
[2] waz.de
[1] mediapusher.eu
[1] towardsdatascience.com
[1] goo.gl
[1] poynter.org
[1] datajournalismhandbook.org
[1] github.com

Top Domains in Tweet in G4:
[15] verigazeteciligi.com
[11] mailchi.mp
[7] interhacktives.com
[5] medium.com
[3] ap.org
[3] propublica.org
[2] org.tr
[2] flourish.studio
[2] twitter.com
[1] newslifespan.com

Top Domains in Tweet in G5:
[3] puntofisso.net
[1] axios.com
[1] twitter.com
[1] cplusj.org
[1] waz.de

Top Domains in Tweet in G6:
[14] waz.de
[2] morgenpost.de
[2] google.com
[1] twitter.com

Top Domains in Tweet in G7:
[7] icij.org
[4] twitter.com
[1] waz.de
[1] spiegel.de
[1] tagesanzeiger.ch

Top Domains in Tweet in G8:
[1] twitter.com
[1] dataharvest.eu

Top Domains in Tweet in G9:
[9] voxeurop.eu
[8] instagram.com
[4] twitter.com
[1] poynter.org
[1] mixcloud.com
[1] icij.org
[1] facebook.com
[1] google.com
[1] datajournalismawards.org

Top Domains in Tweet in G10:
[3] tagesspiegel.de
[1] waz.de
[1] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[381] ddj
[93] dataviz
[37] datajournalism
[37] data
[24] vg
[18] design
[18] dj
[16] verihaberciliği
[14] rstats
[14] html5



Top Hashtags in Tweet in G1:
[52] ddj
[13] dataviz
[11] data
[9] топ10
[6] climatechange
[5] rstats
[5] trump
[5] datavisualization
[4] советдня
[4] globalwarming

Top Hashtags in Tweet in G2:
[23] ddj
[22] datajournalism
[6] outlinevpn
[6] digisec
[4] dataviz
[1] sensors
[1] airquality
[1] kenya

Top Hashtags in Tweet in G3:
[17] dataviz
[13] ddj
[6] rstats
[6] ggplot
[4] data
[2] design
[1] engagement
[1] journalism
[1] datajournalism
[1] migration

Top Hashtags in Tweet in G4:
[60] ddj
[24] vg
[12] dataviz
[10] datajournalismawards
[7] datajournalism
[6] verigörselleştirme
[5] verigazeteciliği
[5] veriseti
[4] veriokuryazarlığı
[4] açıkveri

Top Hashtags in Tweet in G5:
[8] ddj
[5] dataviz
[4] cplusj
[3] opendata
[1] infographics
[1] automation
[1] design

Top Hashtags in Tweet in G6:
[24] ddj
[14] dataviz
[13] design
[6] schule
[3] sonification
[1] rstats
[1] datajournalism
[1] datajournalismawards
[1] ai
[1] berlin

Top Hashtags in Tweet in G7:
[11] ddj
[2] dataviz
[1] design
[1] d3js

Top Hashtags in Tweet in G8:
[5] ddj
[2] investigativelabs
[1] datajournalists
[1] eijc19

Top Hashtags in Tweet in G9:
[33] ddj
[8] edjnet
[7] dj
[6] pioneer
[5] rekordbox
[4] som
[3] korruptions
[3] eu
[3] corruzione
[3] trasparenza

Top Hashtags in Tweet in G10:
[5] dataviz
[5] ddj
[5] radmesser
[3] datenspiegel
[1] design
[1] opendata

Top Words
Top Words in Tweet in Entire Graph:
[356] Words in Sentiment List#1: Positive
[92] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14565] Non-categorized Words
[15013] Total Words
[378] ddj
[226] data
[93] dataviz
[72] journalism
[62] veri

Top Words in Tweet in G1:
[50] ddj
[50] gijn
[43] data
[22] top
[22] 10
[16] focused
[15] web
[13] в
[13] dataviz
[12] making

Top Words in Tweet in G2:
[37] code4africa
[28] data
[26] icfj
[24] training
[24] journalists
[24] applications
[23] ddj
[23] calling
[23] designers
[23] developers

Top Words in Tweet in G3:
[51] data
[28] ddjournalism
[24] journalism
[18] r
[18] bbcnewsgraphics
[17] dataviz
[13] ddj
[12] weekend
[12] inspiration
[12] here's

Top Words in Tweet in G4:
[62] veri
[59] ddj
[24] vg
[21] ve
[21] data
[18] voydorg
[16] pinardag
[16] maid_marianne
[14] açık
[14] interhacktives

Top Words in Tweet in G5:
[12] newsletter
[12] made
[11] puntofisso
[10] newsotherin
[9] 1
[9] top
[9] 10
[9] clicked
[9] articles
[9] linked

Top Words in Tweet in G6:
[24] ddj
[18] daily
[18] winters
[14] dataviz
[13] compare
[13] winter
[13] updated
[13] 1960
[13] design
[12] newreld

Top Words in Tweet in G7:
[11] ddj
[10] icijorg
[9] trotz
[9] zersiedelung
[9] schweiz
[9] 92
[9] prozent
[9] des
[9] landes
[9] sind

Top Words in Tweet in G8:
[7] data
[5] dw_akademie
[5] journalists
[5] ddj
[4] codeforkenya
[4] now
[3] both
[3] visits
[3] form
[3] part

Top Words in Tweet in G9:
[33] ddj
[8] edjnet
[7] dj
[6] pioneer
[6] eu
[6] corruzione
[5] rekordbox
[5] poco
[5] europa
[5] em

Top Words in Tweet in G10:
[20] datengeschichten
[14] 2018
[13] helenawittlich
[12] viel
[11] straßennamen
[11] fake
[11] accounts
[11] kleinen
[11] hosentaschen
[11] hab

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[42] data,journalism
[39] ddj,dataviz
[31] top,10
[25] calling,designers
[25] designers,developers
[25] developers,journalists
[25] journalists,data
[25] data,analysts
[25] analysts,applications
[25] applications,attend

Top Word Pairs in Tweet in G1:
[22] top,10
[22] 10,ddj
[12] gijn's,top
[11] eng,https
[11] https,t
[11] t,co
[10] ddj,jan
[10] jan,28
[10] 28,feb
[10] feb,3

Top Word Pairs in Tweet in G2:
[23] calling,designers
[23] designers,developers
[23] developers,journalists
[23] journalists,data
[23] data,analysts
[23] analysts,applications
[23] applications,attend
[23] s,data4change
[14] reporting,grants
[14] grants,hands

Top Word Pairs in Tweet in G3:
[23] data,journalism
[12] weekend,dataviz
[12] dataviz,inspiration
[12] inspiration,here's
[12] here's,15
[12] 15,data
[12] data,visualisations
[12] visualisations,fun
[12] fun,explore
[12] explore,give

Top Word Pairs in Tweet in G4:
[21] ddj,vg
[11] 5,years
[11] years,worth
[10] haftalık,veri
[10] veri,bültenimizin
[10] bültenimizin,16
[10] 16,sayısı
[10] sayısı,yayında
[10] yayında,keyifli
[10] keyifli,okumalar

Top Word Pairs in Tweet in G5:
[9] 1,made
[9] made,top
[9] top,10
[9] 10,clicked
[9] clicked,articles
[9] articles,linked
[9] linked,newsletter
[9] newsletter,newsotherin
[9] newsotherin,2018
[9] 2018,yeah

Top Word Pairs in Tweet in G6:
[14] ddj,dataviz
[13] compare,winter
[13] winter,updated
[13] updated,daily
[13] daily,winters
[13] winters,1960
[13] 1960,ddj
[13] dataviz,design
[12] newreld,compare
[6] haben,daten

Top Word Pairs in Tweet in G7:
[9] trotz,zersiedelung
[9] zersiedelung,schweiz
[9] schweiz,92
[9] 92,prozent
[9] prozent,des
[9] des,landes
[9] landes,sind
[9] sind,weiterhin
[9] weiterhin,unverbaut
[9] unverbaut,zeigen

Top Word Pairs in Tweet in G8:
[3] both,visits
[3] visits,form
[3] form,part
[3] part,partnership
[3] partnership,dw_akademie
[3] dw_akademie,aims
[3] aims,equip
[3] equip,journalists
[3] journalists,participating
[3] exciting,tuesday

Top Word Pairs in Tweet in G9:
[6] edjnet,ddj
[5] dj,ddj
[4] ddj,rekordbox
[3] fokus,eu
[3] eu,edjnet
[3] ddj,korruptions
[3] corruzione,cala
[3] cala,di
[3] di,poco
[3] poco,europa

Top Word Pairs in Tweet in G10:
[11] straßennamen,fake
[11] fake,accounts
[11] accounts,viel
[11] viel,kleinen
[11] kleinen,hosentaschen
[11] hosentaschen,hab
[11] hab,mal
[11] mal,meine
[11] meine,lieblings
[11] lieblings,datengeschichten

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@code4africa
@ddjournalism
@data4change
@bbcnewsgraphics
@sharon000
@voydorg
@newreld
@maid_marianne
@pinardag

Top Mentioned in G1:
@gijn
@datajconf
@vismeapp
@bbcnews
@fedfragapane
@nytimes
@realdonaldtrump
@taviagrant
@ericandrewgee
@globeandmail

Top Mentioned in G2:
@code4africa
@data4change
@icfj
@icfjknight
@jacopoottaviani
@pulitzercenter
@microsoft
@daystaruni
@africancir
@jigsaw

Top Mentioned in G3:
@ddjournalism
@bbcnewsgraphics
@danielegrasso
@datajournalism1
@gijn
@dataandme
@krautreporter
@ejcnet
@iom_gmdac
@newreld

Top Mentioned in G4:
@voydorg
@pinardag
@maid_marianne
@interhacktives
@propublica
@davidottewell
@dagmedyaveri
@reutersgraphics
@pavan_mahal
@c

Top Mentioned in G5:
@puntofisso
@newsotherin
@zehnzehen
@flowingd
@danprimack
@flowingdata
@albertocairo
@jacobmargolis
@mishaeuceph
@arwenn

Top Mentioned in G6:
@newreld
@funkeinteraktiv
@datentaeterin
@morgenpost
@sjtoporoff
@investigationrf
@maid_marianne
@propublica
@reutersgraphics
@c

Top Mentioned in G7:
@icijorg
@marcbrup
@patrickstotz
@pirhoo
@newreld

Top Mentioned in G8:
@codeforkenya
@dw_akademie
@rubenfm999
@code4africa
@peopledailyke
@datajourn
@graphichunters
@stianwestlake
@journagrants
@duncangeere

Top Mentioned in G10:
@helenawittlich
@berlindigital
@tagesspiegel
@michael_gegg
@sarahgerlach93
@newreld

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@globeandmail
@kokusizu2
@business
@bbcnews
@kenekaz
@aaroncuddeback
@nytimes
@caffreyej
@estadao

Top Tweeters in G1:
@globeandmail
@business
@bbcnews
@nytimes
@caffreyej
@bbcworld
@sz
@gizmodo
@picardonhealth
@voxdotcom

Top Tweeters in G2:
@mougendi
@nduta__
@tijuanapress
@fcoel
@felistawangari
@gianoturning
@chrisroper
@enywaru
@pulitzercenter
@angelaquintal

Top Tweeters in G3:
@theeconomist
@indeadline
@margymaclibrary
@visionscarto
@dataandme
@anshsharma
@prosumidorsoc
@kresnasikecil
@datatheism
@hendrosubagyo

Top Tweeters in G4:
@lanacion
@birgun_gazetesi
@fivethirtyeight
@propublica
@pinardag
@biff_bruise
@davidottewell
@kath_thedetail
@wsjgraphics
@civio

Top Tweeters in G5:
@albertocairo
@puntofisso
@danprimack
@jamesinealing
@lambrechts
@northernjamie
@maakusan
@flowingdata
@seafrontbloke
@angharadstone

Top Tweeters in G6:
@morgenpost
@psicoff
@miskaknapek
@jordantzvetkov
@irrerepublik
@alexanderdinger
@jan_sagt
@carsten_erdmann
@julianschmidli
@databayou

Top Tweeters in G7:
@kokusizu2
@ramusha1983
@ennisennislaw
@patburd
@sfkeller
@tarazona_d
@icijorg
@davidbauer
@raadarde
@pirhoo

Top Tweeters in G8:
@peopledailyke
@duncangeere
@stianwestlake
@kimaniwanjogu
@fin
@glenkcampbell
@journalistworks
@newsworks_uk
@thatstellar
@theabikus

Top Tweeters in G9:
@cas_2050001283
@wturtera
@judicioux
@journtoolbox
@parad2x
@geninnovate
@amytheblue
@oohrip
@jonhew
@katsciwriter

Top Tweeters in G10:
@tagesspiegel
@gruene_cw
@stevanwyler
@rka
@garkeinding
@neuroserve
@ak_hipp
@zweirat0711
@fvcastell
@arminlehmann