#ddj, Twitter, 8/26/2019 8:08:48 AM, 207782


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#ddj_2019-08-26_00-59-14.xlsx
#ddj_2019-08-26_00-59-14.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 26, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2ZjhZJl
@gijn
@albertocairo
@plateauton
@infoamazonia
@paulbradshaw
@datajournalism
@helenawittlich
@petesherlock79
@pinardag
@datastories

Top hashtags:
#ddj
#dataviz
#infographics
#unfallatlas
#opendata
#data
#vg
#maps
#election

Description:
Description
The graph represents a network of 963 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 August 2019 at 07:59 UTC.

The requested date range was from Monday, 19 August 2019 at 00:00 UTC through Monday, 26 August 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 11-hour, 6-minute period from Monday, 19 August 2019 at 01:09 UTC to Sunday, 25 August 2019 at 12:16 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 : 963
Unique Edges : 1374
Edges With Duplicates : 261
Total Edges : 1635
Self-Loops : 111
Reciprocated Vertex Pair Ratio : 0.0353200883002208
Reciprocated Edge Ratio : 0.0682302771855011
Connected Components : 52
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 751
Maximum Edges in a Connected Component : 1322
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.996512
Graph Density : 0.00151877254680993
Modularity : 0.734768
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[36] http://www.thefunctionalart.com/2019/08/the-emotional-journey-of-designing.html
[30] https://gijn.org/2019/08/22/gijns-data-journalism-top-10-data-complexity-forking-paths-post-brexit/
[27] http://wyborcza.pl/7,75398,25105099,prognoza-wyborczej-wybory-do-senatu-chwiejne-okregi-zdecyduja.html
[14] https://twitter.com/WeAreRLadies/status/1164207432161267713
[13] https://twitter.com/IJNet/status/1164239574761115648
[11] http://www.thefunctionalart.com/2019/08/the-amazon-is-burning.html
[10] https://medium.com/google-design/redefining-data-visualization-at-google-9bdcf2e447c6
[10] https://www.rbc.ru/society/21/08/2019/5d5a951b9a7947b5b3dc6022
[8] https://link.medium.com/JSetzVW9oZ
[7] https://dataanddragons.wordpress.com/2019/08/19/communicating-with-chaos/

Top URLs in Tweet in G1:
[34] http://www.thefunctionalart.com/2019/08/the-emotional-journey-of-designing.html
[9] http://www.thefunctionalart.com/2019/08/the-amazon-is-burning.html
[7] https://dataanddragons.wordpress.com/2019/08/19/communicating-with-chaos/
[4] https://www.publishersweekly.com/9781324001560
[3] https://fivethirtyeight.com/features/were-hiring-a-visual-journalist-to-cover-sports-the-2020-election-and-more/
[3] https://twitter.com/onyxfish/status/1159821905915973637
[2] http://www.thefunctionalart.com/2019/08/my-first-article-for-scientific-american.html
[2] https://twitter.com/alyssafowers/status/1163243328835608576
[2] http://www.thefunctionalart.com/2019/08/data-are-people.html
[2] http://www.thefunctionalart.com/2019/08/forking-paths-visualization.html

Top URLs in Tweet in G2:
[4] https://twitter.com/Erik_Reger/status/1164204470286372867
[2] https://twitter.com/destatis/status/1163332889116905473
[1] http://www.tagesspiegel.de/unfallatlas-2018

Top URLs in Tweet in G3:
[28] https://gijn.org/2019/08/22/gijns-data-journalism-top-10-data-complexity-forking-paths-post-brexit/
[10] https://medium.com/google-design/redefining-data-visualization-at-google-9bdcf2e447c6
[3] https://gijn.org/2019/08/15/gijns-data-journalism-top-10-tarantinos-murders-theydrawit-tool-climate-crisis/
[2] https://gijn.org/2019/08/08/gijns-data-journalism-top-10-visualizing-climate-change-numbers-from-phrases-democratic-donors-moscow-money/
[2] https://datajournalism.com/watch/doing-journalism-with-data-first-steps-skills-and-tools
[2] https://interactivo.eluniversal.com.mx/2019/homicidios-jovenes/index.html
[2] http://www.thefunctionalart.com/2019/08/the-emotional-journey-of-designing.html
[1] http://Geojournalism.org
[1] https://datajournalism.com/read/newsletters/ama-with-kuek-ser-kuang-keng
[1] https://datajournalism.com/write-for-us

Top URLs in Tweet in G4:
[1] https://heavy.com/news/2019/08/amazon-rainforest-fires-brazil-maps/
[1] https://infoamazonia.org/en/embed/?map_only=1&map_id=3502&width=960&height=480&lat=-6.664607562172573&lon=-54.755859375&zoom=5

Top URLs in Tweet in G5:
[4] https://atlo.team/tronok-harca-szekesfehervar-hogyan-oroklodott-a-magyar-korona/
[3] https://twitter.com/Erik_Reger/status/1164204470286372867
[2] http://www.tagesspiegel.de/unfallatlas-2018
[1] https://digitalpresent.tagesspiegel.de/was-frauen-im-job-erleben
[1] https://digitalpresent.tagesspiegel.de/das-wasser-wird-knapp-die-waelder-brennen
[1] https://interaktiv.tagesspiegel.de/lab/alle-unfaelle-berlins-auf-einer-karte/

Top URLs in Tweet in G6:
[3] http://puntofisso.net/newsletter/
[3] https://www.bbc.co.uk/news/uk-england-49131405
[2] https://careerssearch.bbc.co.uk/jobs/job/Journalist-x-2-Shared-Data-Unit/37296
[2] https://www.theguardian.com/world/2019/aug/23/an-easy-ride-scottish-village-fuels-debate-driving-test-pass-rates
[2] https://www.bbc.co.uk/news/uk-49421235
[1] https://www.reddit.com/r/dataisbeautiful/comments/cpho39/announcement_mart%C3%ADn_gonz%C3%A1lez_and_evan_hen%C5%BFleigh/
[1] https://twitter.com/puntofisso/status/1164542364586786816
[1] https://www.bbc.co.uk/sounds/play/b0bh2bkh
[1] https://twitter.com/fin/status/1164935197957283841
[1] https://www.tandfonline.com/doi/full/10.1080/17512786.2019.1647792?cookieSet=1

Top URLs in Tweet in G7:
[14] https://twitter.com/WeAreRLadies/status/1164207432161267713
[13] https://twitter.com/IJNet/status/1164239574761115648
[8] https://link.medium.com/JSetzVW9oZ
[4] https://teyit.org/teyitciler-icin-seffaflik-nicin-onemli/
[3] https://twitter.com/pinardag/status/1164451872008278016
[3] http://www.verigazeteciligi.com/propublicadan-collaborative-data-journalism-rehberi/
[3] http://www.verigazeteciligi.com/7-8-eylulde-veri-toplama-gorsellestirme-atolyesi-son-basvuru-25-agustos/
[3] http://www.verigazeteciligi.com/veri-gorsellestirme-egitim-materyalleri/
[3] http://geojournalism.org
[2] https://propublica.gitbook.io/collaborative/?utm_content=bufferabd03&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G8:
[27] http://wyborcza.pl/7,75398,25105099,prognoza-wyborczej-wybory-do-senatu-chwiejne-okregi-zdecyduja.html

Top URLs in Tweet in G9:
[1] http://Geojournalism.org
[1] http://www.thefunctionalart.com/2019/08/the-amazon-is-burning.html
[1] https://www.ft.com/content/8f9ded3a-c4c8-11e9-a8e9-296ca66511c9

Top URLs in Tweet in G10:
[2] https://warninggraphiccontent.tumblr.com/post/187207195846/23-august-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[61] twitter.com
[56] thefunctionalart.com
[35] gijn.org
[27] wyborcza.pl
[23] medium.com
[18] verigazeteciligi.com
[15] instagram.com
[10] co.uk
[10] rbc.ru
[7] datajournalism.com

Top Domains in Tweet in G1:
[49] thefunctionalart.com
[7] wordpress.com
[5] twitter.com
[4] publishersweekly.com
[3] fivethirtyeight.com
[1] scientificamerican.com
[1] kirkusreviews.com
[1] medium.com
[1] az.sg

Top Domains in Tweet in G2:
[6] twitter.com
[1] tagesspiegel.de

Top Domains in Tweet in G3:
[33] gijn.org
[10] medium.com
[6] datajournalism.com
[3] thefunctionalart.com
[2] com.mx
[1] geojournalism.org
[1] twitter.com
[1] newsimpact.io
[1] carbonbrief.org
[1] theguardian.com

Top Domains in Tweet in G4:
[1] heavy.com
[1] infoamazonia.org

Top Domains in Tweet in G5:
[5] tagesspiegel.de
[4] atlo.team
[3] twitter.com

Top Domains in Tweet in G6:
[9] co.uk
[6] gov.uk
[5] twitter.com
[3] puntofisso.net
[2] theguardian.com
[1] reddit.com
[1] tandfonline.com
[1] sport.blog
[1] bbc.com
[1] libraryextension.com

Top Domains in Tweet in G7:
[34] twitter.com
[18] verigazeteciligi.com
[12] medium.com
[4] teyit.org
[3] gitbook.io
[3] geojournalism.org
[2] datastori.es
[2] surveymonkey.com
[2] mailchi.mp
[1] org.tr

Top Domains in Tweet in G8:
[27] wyborcza.pl

Top Domains in Tweet in G9:
[1] geojournalism.org
[1] thefunctionalart.com
[1] ft.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[412] ddj
[154] dataviz
[67] infographics
[35] unfallatlas
[31] opendata
[30] data
[29] vg
[27] maps
[27] election
[21] datajournalism



Top Hashtags in Tweet in G1:
[63] dataviz
[59] ddj
[55] infographics
[3] rddj
[3] rstats
[3] df
[2] howchartslie
[1] datascience

Top Hashtags in Tweet in G2:
[7] ddj
[4] dataviz
[3] bezirk
[3] verkehrsunfälle
[1] datenspiegel
[1] diskriminierung
[1] unfallatlas
[1] fahrradalltag

Top Hashtags in Tweet in G3:
[76] ddj
[17] dataviz
[17] data
[13] mexico
[9] india
[6] datajournalism
[4] brexit
[3] podcast
[3] climatechange
[3] infographics

Top Hashtags in Tweet in G4:
[2] ddj
[1] prayfortheamazon
[1] prayforamazonas
[1] opendata

Top Hashtags in Tweet in G5:
[32] unfallatlas
[15] bezirk
[15] verkehrsunfälle
[13] ddj
[12] datenspiegel
[11] dataviz
[11] diskriminierung
[4] gameofthrones
[4] map
[1] datavizualization

Top Hashtags in Tweet in G6:
[28] ddj
[8] opendata
[3] dataviz
[3] civictech
[2] journojobs
[2] farming
[2] riddor
[1] odcamp
[1] opengov
[1] ethics

Top Hashtags in Tweet in G7:
[83] ddj
[33] dataviz
[29] vg
[16] verigazeteciliği
[16] verigörselleştirme
[14] dataj
[10] opendata
[10] açıkveri
[9] datajournalism
[9] veriokuryazarlığı

Top Hashtags in Tweet in G8:
[28] ddj
[27] maps
[27] election
[13] biqdata

Top Hashtags in Tweet in G9:
[19] amazonrainforest
[3] dataviz
[2] ddj
[1] infographics
[1] gistribe
[1] amazonfire

Top Hashtags in Tweet in G10:
[4] dataviz
[4] ddj
[4] opendata
[4] ai
[2] digitalgov

Top Words
Top Words in Tweet in Entire Graph:
[311] Words in Sentiment List#1: Positive
[448] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[21579] Non-categorized Words
[22338] Total Words
[412] #ddj
[204] data
[201] 2018
[183] karte
[182] berliner

Top Words in Tweet in G1:
[143] albertocairo
[90] simpson's
[90] ecological
[90] fallacies
[85] new
[85] post
[63] #dataviz
[59] #ddj
[55] #infographics
[54] article

Top Words in Tweet in G2:
[144] 2018
[142] plateauton
[141] verletzten
[139] berliner
[139] karte
[138] live
[138] alle
[138] verkehrsunfälle
[138] einer
[138] seit

Top Words in Tweet in G3:
[76] #ddj
[71] 10
[52] gijn
[46] top
[30] data
[30] র
[26] murders
[25] 2
[25] datajournalism
[22] в

Top Words in Tweet in G4:
[90] burning
[90] infoamazonia
[89] amazon
[89] rainforest
[89] brazil
[89] weeks
[89] people
[89] around
[89] world
[89] starting

Top Words in Tweet in G5:
[55] helenawittlich
[50] 2018
[46] daten
[44] karte
[43] berliner
[32] #unfallatlas
[31] destatis
[31] hat
[31] aktualisiert
[31] zum

Top Words in Tweet in G6:
[109] data
[52] one
[50] two
[50] journalists
[48] news
[40] 12
[39] work
[39] local
[38] come
[38] partnerships

Top Words in Tweet in G7:
[83] #ddj
[57] veri
[51] pinardag
[41] ve
[33] #dataviz
[29] #vg
[24] görselleştirme
[20] başvuru
[19] ile
[19] da

Top Words in Tweet in G8:
[39] gazeta_wyborcza
[37] sardanapal
[28] #ddj
[27] swing
[27] states
[27] poland
[27] #maps
[27] #election
[24] w
[13] #biqdata

Top Words in Tweet in G9:
[19] forest
[19] fires
[19] rage
[19] out
[19] control
[19] #amazonrainforest
[19] region
[19] qgis
[19] nasa
[19] firms

Top Words in Tweet in G10:
[4] week's
[4] #dataviz
[4] #ddj
[4] #opendata
[4] #ai
[4] links
[2] yougov
[2] undertheraedar
[2] edupolicyinst
[2] jburnmurdoch

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[150] live,alle
[150] alle,berliner
[150] berliner,verkehrsunfälle
[150] verkehrsunfälle,verletzten
[150] verletzten,2018
[150] 2018,einer
[150] einer,karte
[150] karte,seit
[150] seit,jahren
[150] jahren,versuchen

Top Word Pairs in Tweet in G1:
[90] ecological,fallacies
[85] new,post
[80] albertocairo,new
[55] #dataviz,#infographics
[55] #infographics,#ddj
[52] article,sciam
[52] sciam,correlation
[52] correlation,causation
[52] causation,simpson's
[52] simpson's,paradox

Top Word Pairs in Tweet in G2:
[138] live,alle
[138] alle,berliner
[138] berliner,verkehrsunfälle
[138] verkehrsunfälle,verletzten
[138] verletzten,2018
[138] 2018,einer
[138] einer,karte
[138] karte,seit
[138] seit,jahren
[138] jahren,versuchen

Top Word Pairs in Tweet in G3:
[55] 10,#ddj
[46] top,10
[20] gijn,top
[13] #ddj,el_universal_mx
[13] el_universal_mx,analyzes
[13] analyzes,#data
[13] #data,murders
[13] murders,#mexico
[13] #mexico,finds
[13] finds,victims

Top Word Pairs in Tweet in G4:
[89] amazon,rainforest
[89] rainforest,brazil
[89] brazil,burning
[89] burning,weeks
[89] weeks,people
[89] people,around
[89] around,world
[89] world,starting
[89] starting,pay
[89] pay,attention

Top Word Pairs in Tweet in G5:
[31] destatis,hat
[31] hat,#unfallatlas
[31] #unfallatlas,aktualisiert
[31] aktualisiert,zum
[31] zum,ersten
[31] ersten,mal
[31] mal,berliner
[31] berliner,daten
[31] daten,unserer
[31] unserer,interaktiven

Top Word Pairs in Tweet in G6:
[50] two,data
[50] data,journalists
[39] local,news
[38] come,work
[38] work,local
[38] news,partnerships
[38] partnerships,team
[38] team,birmingham
[38] birmingham,looking
[38] looking,two

Top Word Pairs in Tweet in G7:
[19] veri,ile
[18] #ddj,#vg
[15] 7,8
[15] veri,toplama
[15] toplama,ve
[15] ve,görselleştirme
[15] yarın,ege
[15] ege,üniversitesi
[15] üniversitesi,bilim
[15] bilim,teknoloji

Top Word Pairs in Tweet in G8:
[27] swing,states
[27] states,poland
[27] poland,gazeta_wyborcza
[27] gazeta_wyborcza,#ddj
[27] #ddj,#maps
[27] #maps,#election
[26] sardanapal,swing
[12] dziś,w
[12] w,gazeta_wyborcza
[12] gazeta_wyborcza,koledzy

Top Word Pairs in Tweet in G9:
[19] forest,fires
[19] fires,rage
[19] rage,out
[19] out,control
[19] control,#amazonrainforest
[19] #amazonrainforest,region
[19] region,qgis
[19] qgis,nasa
[19] nasa,firms
[19] firms,data

Top Word Pairs in Tweet in G10:
[2] week's,#dataviz
[2] #dataviz,#ddj
[2] #ddj,#opendata
[2] #opendata,#ai
[2] #ai,links
[2] links,yougov
[2] yougov,undertheraedar
[2] undertheraedar,edupolicyinst
[2] edupolicyinst,jburnmurdoch
[2] week's,#opendata

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@plateauton
@albertocairo
@infoamazonia
@gijn
@helenawittlich
@sciam
@pinardag
@gazeta_wyborcza
@petesherlock79
@sardanapal

Top Mentioned in G1:
@albertocairo
@sciam
@alyssafowers
@reutersgraphics
@nytgraphics
@sahilchinoy
@angelozehr
@jessicahullman
@_fmnguyen
@vis_research

Top Mentioned in G2:
@plateauton
@helenawittlich
@_davidmeidinger
@sjockers
@destatis
@rka
@gijn
@tagesspiegel
@correctiv_org
@hagrie

Top Mentioned in G3:
@gijn
@datajournalism
@el_universal_mx
@albertocairo
@nytopinion
@google
@datavizsociety
@giorgialupi
@novaya_gazeta
@uhvalentischool

Top Mentioned in G4:
@infoamazonia
@heavysan
@nasa

Top Mentioned in G5:
@helenawittlich
@destatis
@_davidmeidinger
@tagesspiegel
@gijn
@correctiv_org
@plateauton
@rka
@atloteam
@guntramwolff

Top Mentioned in G6:
@petesherlock79
@alexhomer
@puntofisso
@paulbradshaw
@aimeestanton4
@wwf_uk
@danwainwright
@martgnz
@futuraprime
@jpimedialtd

Top Mentioned in G7:
@pinardag
@ebiltemtto
@hack4art
@maryjowebster
@voydorg
@dagmedyaveri
@propublica
@evaconstantaras
@datastories
@damianradcliffe

Top Mentioned in G8:
@gazeta_wyborcza
@sardanapal

Top Mentioned in G9:
@qgis
@nasa
@sdbernard
@gijn
@albertocairo
@andresschipani

Top Mentioned in G10:
@yougov
@undertheraedar
@edupolicyinst
@jburnmurdoch
@warninggraphicc
@econdailycharts
@bbcnewsgraphics
@adinarenner
@eleanor_lutz
@ons

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@el_universal_mx
@rapplerdotcom
@andysugs
@guardian
@beritagarid
@markplackett1
@anydel
@silvinamarq
@bbcnews

Top Tweeters in G1:
@m2l2t5
@southstep
@ayrshirebog
@indeadline
@z_eisberg
@ain92ru
@albertocairo
@profabelmendez
@v_i_o_l_a
@nvsdata

Top Tweeters in G2:
@silvinamarq
@net2ayurveda
@ma_am_42_21
@sokalist_n
@biarka_biak
@mat_zilla
@berlincyclist
@twittlik
@waxmuth
@salocinhb

Top Tweeters in G3:
@el_universal_mx
@guardian
@genghisgalahad2
@neli_ngqulana
@harrisj
@nytopinion
@armandopoveda6
@google
@mareena56
@nzz

Top Tweeters in G4:
@anydel
@barbaranavarro
@jsttorri
@classyabg
@thatfemale
@camilagon
@bourekasps
@laila_horvat
@_dierosenrot_
@tlesam

Top Tweeters in G5:
@martingaedt
@tagesspiegel
@rheto
@musichistorylaw
@monikaherrmann1
@hesselmann
@dpomondi
@_hades1
@mittedeathsquad
@tspleute

Top Tweeters in G6:
@realdjthewriter
@puntofisso
@smxfr
@paulbradshaw
@feltip1982
@owenboswarva
@wwf_uk
@journalism_news
@wordsallowed
@envagency

Top Tweeters in G7:
@vedatsamur
@propublica
@marissaaevans
@damianradcliffe
@reveal
@pinardag
@yanoak
@arastiriyorum
@bilgenarin
@sdopoku

Top Tweeters in G8:
@gazeta_wyborcza
@michal_hadron
@bratwodza
@wilkowicz
@dry_red
@chariotweets
@elss_a
@pyrabert
@jacrym
@mwpotocki

Top Tweeters in G9:
@roberta_jorn
@nasa
@carlosmorenofr
@eoinmcfadden
@joseluizin
@mikebrondbjerg
@robinkwong
@marcmontlleo
@martinstabe
@olihawkins

Top Tweeters in G10:
@jburnmurdoch
@rachelcoldicutt
@ons
@fullfact
@pritski
@nesta_uk
@webdevlaw
@yougov
@undertheraedar
@edupolicyinst


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