#ddj, Twitter, 6/17/2019 7:17:44 AM, 200219


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#ddj_2019-06-17_00-10-00.xlsx
#ddj_2019-06-17_00-10-00.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 17, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2XQD1tW
@albertocairo
@gijn
@nytimes
@philninh
@paulbradshaw
@icijorg
@br_recherche
@yanipaper
@datajournalism
@angelozehr

Top hashtags:
#ddj
#dataviz
#infographics
#rstats
#vg
#datajournalism
#opensource
#verigörselleştirme

Description:
Description
The graph represents a network of 683 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, 17 June 2019 at 07:10 UTC.

The requested date range was from Monday, 10 June 2019 at 00:00 UTC through Monday, 17 June 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 4-day, 12-hour, 45-minute period from Monday, 10 June 2019 at 01:00 UTC to Friday, 14 June 2019 at 13:45 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 : 683
Unique Edges : 1061
Edges With Duplicates : 189
Total Edges : 1250
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.0304471931493815
Reciprocated Edge Ratio : 0.0590951061865189
Connected Components : 49
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 470
Maximum Edges in a Connected Component : 956
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.661385
Graph Density : 0.00232500225415731
Modularity : 0.754409
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] http://www.thefunctionalart.com/2019/06/me-and-world-book-to-explain-children.html
[30] http://www.thefunctionalart.com/2019/06/the-future-of-visualization-lies-beyond.html
[26] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[26] https://timogrossenbacher.ch/2019/04/bivariate-maps-with-ggplot2-and-sf/
[16] https://gijn.org/2019/06/13/gijns-data-journalism-top-10-avengers-on-the-move-nonprofit-tax-filings-visualizing-uncertainty/
[10] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Video-Motion-Graphics-Designer_JR003308-1
[8] http://www.thefunctionalart.com/2019/06/spatial-thinking-abstract-thinking-and.html
[5] https://www.propublica.org/nerds/hadley-wickham-your-default-position-should-be-skepticism-and-other-advice-for-data-journalists
[5] http://www.verigazeteciligi.com/kitapveri-gorsellestirmenin-temelleri-cevrim-ici-on-izleme-ile-yayinda/
[5] https://datajournalism.com/read/longreads/why-understanding-margins-of-error-matters-in-journalism

Top URLs in Tweet in G1:
[40] http://www.thefunctionalart.com/2019/06/me-and-world-book-to-explain-children.html
[28] http://www.thefunctionalart.com/2019/06/the-future-of-visualization-lies-beyond.html
[20] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[7] http://www.thefunctionalart.com/2019/06/spatial-thinking-abstract-thinking-and.html
[3] http://www.thefunctionalart.com/2019/06/the-language-of-visualization-is-ever.html
[3] http://www.thefunctionalart.com/2019/06/visualizing-uncertainty.html
[2] http://www.thefunctionalart.com/
[2] http://www.thefunctionalart.com/2019/06/concentric-bubble-charts-are-terrible.html
[1] https://timogrossenbacher.ch/2019/04/bivariate-maps-with-ggplot2-and-sf/

Top URLs in Tweet in G2:
[15] https://gijn.org/2019/06/13/gijns-data-journalism-top-10-avengers-on-the-move-nonprofit-tax-filings-visualizing-uncertainty/
[3] https://toolbox.google.com/datasetsearch
[2] https://javno.rs/istrazivanja/srbija-poreski-raj-i-utociste-za-duznike
[2] https://gijn.org/2019/06/06/gijns-data-journalism-top-10-european-election-data-via-audio-tax-fraud-parserator/
[1] https://gijn.org/2019/05/09/gijns-data-journalism-top-10-populism-popularity-dataviz-pedagogy-national-vs-local-media-german-migration/
[1] https://adatujsagiras.atlatszo.hu/2019/05/27/ugrasszeruen-nott-a-nem-unios-allampolgaroknak-kiadott-tartozkodasi-engedelyek-szama/@attilabatorfy
[1] https://www.globalwebindex.com/
[1] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[1] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Video-Motion-Graphics-Designer_JR003308-1
[1] https://www.journaliststoolbox.org/2019/03/17/online_journalism/

Top URLs in Tweet in G4:
[3] http://web.br.de/interaktiv/datenschutzerklaerungen/
[2] https://open.nytimes.com/how-we-helped-our-reporters-learn-to-love-spreadsheets-adc43a93b919
[1] https://nr19.sched.com/event/Lx4J/sensible-daten-uberprufbarkeit-datenjournalistischer-recherchen
[1] https://twitter.com/stekhn/status/1139070990632259584
[1] https://www.br.de/mediathek/podcast/aufgedeckt-der-investigative-podcast/653
[1] https://nr19.sched.com/event/Lx3s/dokumente-sind-die-neuen-daten-erkenntnisse-aus-unstrukturierten-dokumentensammlungen-gewinnen-limitierte-platze
[1] https://web.br.de/interaktiv/datenschutzerklaerungen/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fopen.nytimes.com%2Fhow-we-helped-our-reporters-learn-to-love-spreadsheets-adc43a93b919
[1] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[1] http://www.thefunctionalart.com/2019/06/me-and-world-book-to-explain-children.html

Top URLs in Tweet in G5:
[3] https://www.swissinfo.ch/ger/kultur/datenrecherche_schweizer-museen-zeigen-wenig-kunst-von-frauen/44938902
[3] https://www.noz.de/deutschland-welt/familie/artikel/1766791/kitaplatz-mangel-so-massiv-unterschaetzt-die-regierung-den-betreuungsbedarf-fuer-kleinkinder
[1] https://netzwerkrecherche.org/termine/konferenzen/jahreskonferenzen/nr-jahreskonferenz-2019-live/
[1] https://github.com/noz-mhn-data/prognose_u3-platzbedarf
[1] https://www.noz.de/deutschland-welt/familie/artikel/1772104/kitaplatzmangel-der-deutsche-staedte-und-gemeindebund-sagt-die-nachfrage-steigt-ueberall
[1] https://nr19.sched.com/event/OaGn/meetup-fur-datenjournalistinnen-offen-fur-alle-interessierten
[1] https://nr19.sched.com/event/Lx7A/quick-but-not-dirty-wer-hat-den-besten-datenjournalismus-mit-den-schnellsten-methoden

Top URLs in Tweet in G6:
[25] https://timogrossenbacher.ch/2019/04/bivariate-maps-with-ggplot2-and-sf/
[1] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[1] https://drive.google.com/drive/mobile/folders/1w3Jn62BeqZspeoYU6rlU8up3UCQ7SYWe?usp=drive_open
[1] http://www.thefunctionalart.com/2019/06/spatial-thinking-abstract-thinking-and.html

Top URLs in Tweet in G7:
[3] https://opensemanticsearch.org
[1] https://www.icij.org/about/work-with-us/?utm_content=buffer7e7dc&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://www.icij.org/about/work-with-us/?utm_content=buffer57e3a&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://www.icij.org/about/work-with-us/?utm_content=buffer1816f&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://twitter.com/ICIJorg/status/1136860386647576576
[1] https://www.w3.org/community/blog/2019/06/09/proposed-group-entity-reconciliation-community-group/
[1] https://twitter.com/OpenSemSearch/status/1129422307691237377
[1] https://data.occrp.org/

Top URLs in Tweet in G8:
[9] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Video-Motion-Graphics-Designer_JR003308-1
[3] https://www.bloomberg.com/graphics/2019-philippine-political-dynasties/
[1] https://www.ft.com/content/b4eb3fb6-8d87-11e9-a1c1-51bf8f989972
[1] https://www.nationalgeographic.com/magazine/2019/06/pacific-ring-of-fire-volcanoes-earthquakes-threaten-millions/?sf212799004=1&sf213835276=1&sf214162233=1
[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 G9:
[3] http://www.thefunctionalart.com/2019/06/me-and-world-book-to-explain-children.html
[2] http://www.thefunctionalart.com/2019/06/thoughts-and-readings-about.html
[1] https://europeandesign.org/submissions/data-visualizations-for-visual-data-corriere-della-sera-la-lettura-2/
[1] https://www.sciencefocus.com/science/which-elements-are-in-danger-of-running-out/
[1] http://www.thefunctionalart.com/
[1] http://www.thefunctionalart.com/2019/06/the-future-of-visualization-lies-beyond.html

Top Domains
Top Domains in Tweet in Entire Graph:
[121] thefunctionalart.com
[26] timogrossenbacher.ch
[25] verigazeteciligi.com
[19] gijn.org
[16] twitter.com
[11] datajournalism.com
[10] co.uk
[10] myworkdayjobs.com
[8] data-to-viz.com
[7] medium.com

Top Domains in Tweet in G1:
[105] thefunctionalart.com
[1] timogrossenbacher.ch

Top Domains in Tweet in G2:
[18] gijn.org
[3] google.com
[2] javno.rs
[1] atlatszo.hu
[1] globalwebindex.com
[1] thefunctionalart.com
[1] myworkdayjobs.com
[1] journaliststoolbox.org
[1] twitter.com
[1] dr.dk

Top Domains in Tweet in G4:
[5] br.de
[2] sched.com
[2] twitter.com
[2] thefunctionalart.com
[2] nytimes.com
[1] medium.com
[1] niemanlab.org

Top Domains in Tweet in G5:
[4] noz.de
[3] swissinfo.ch
[2] sched.com
[1] netzwerkrecherche.org
[1] github.com

Top Domains in Tweet in G6:
[25] timogrossenbacher.ch
[2] thefunctionalart.com
[1] google.com

Top Domains in Tweet in G7:
[3] icij.org
[3] opensemanticsearch.org
[2] twitter.com
[1] w3.org
[1] occrp.org

Top Domains in Tweet in G8:
[9] myworkdayjobs.com
[3] bloomberg.com
[1] ft.com
[1] nationalgeographic.com
[1] infoamazonia.org

Top Domains in Tweet in G9:
[7] thefunctionalart.com
[1] europeandesign.org
[1] sciencefocus.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[291] ddj
[151] dataviz
[84] infographics
[31] rstats
[31] vg
[19] datajournalism
[17] opensource
[15] verigörselleştirme
[14] visualisations
[14] graphics



Top Hashtags in Tweet in G1:
[71] dataviz
[70] infographics
[14] ddj
[5] howchartslie
[1] visualisations
[1] graphics
[1] rstats
[1] eurovis2019

Top Hashtags in Tweet in G2:
[38] ddj
[7] visualization
[6] dataviz
[4] data
[2] denmark
[2] венгрии
[2] ес
[2] dkpol
[1] avengers
[1] europe

Top Hashtags in Tweet in G3:
[1] opendata
[1] ddj
[1] python
[1] datascience

Top Hashtags in Tweet in G4:
[15] ddj
[3] dataviz
[2] recherche
[2] infographics
[1] blackbox
[1] schufa
[1] dsgvo
[1] dsvgo
[1] datenschutz
[1] tatort

Top Hashtags in Tweet in G5:
[25] ddj
[7] lokaljournalismus
[4] nr19
[4] scrollytelling
[2] womensart
[1] storytelling
[1] kita
[1] kitaplätze
[1] rstats
[1] prognose

Top Hashtags in Tweet in G6:
[28] ddj
[25] rstats
[13] visualisations
[13] graphics
[2] dataviz
[2] nr19
[1] infographics
[1] datavisualisation
[1] rddj

Top Hashtags in Tweet in G7:
[14] opensource
[13] ddj
[12] search
[9] textmining
[5] ire19
[5] digitalhumanities
[5] vm
[5] etl
[5] ocr
[4] lodlam

Top Hashtags in Tweet in G8:
[17] ddj
[7] geojournalism
[3] duterte
[3] got
[2] dataviz
[1] gistribe
[1] hkprotests
[1] qgis
[1] madewithqgis
[1] opendata

Top Hashtags in Tweet in G9:
[22] dataviz
[7] infographics
[3] ddj
[2] periodictable
[2] infographic
[2] datavisualization
[1] datavisualisation

Top Hashtags in Tweet in G10:
[1] ddj
[1] ddjindonesia
[1] jurnalisdata
[1] datajournalism

Top Words
Top Words in Tweet in Entire Graph:
[293] Words in Sentiment List#1: Positive
[239] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[15224] Non-categorized Words
[15756] Total Words
[291] #ddj
[198] data
[186] new
[151] #dataviz
[148] visualization

Top Words in Tweet in G1:
[127] visualization
[106] new
[103] post
[98] albertocairo
[71] #dataviz
[70] #infographics
[41] book
[40] world
[40] explain
[40] children

Top Words in Tweet in G2:
[38] #ddj
[34] gijn
[31] 10
[29] top
[24] je
[22] uz
[22] pomoć
[22] birn
[21] ljudi
[20] birnsrbija

Top Words in Tweet in G3:
[66] e
[65] os
[65] dados
[64] terminei
[64] baixar
[64] atualização
[64] da
[64] receitafederal
[64] com
[64] empresas

Top Words in Tweet in G4:
[33] nytimes
[27] training
[26] data
[16] program
[15] #ddj
[15] als
[15] br_recherche
[14] quem
[12] br_data
[10] zum

Top Words in Tweet in G5:
[25] #ddj
[16] datenjournalisten
[16] bschwentker
[15] marcelpauly
[14] c_endt
[14] wollen
[14] annabehrend
[12] sind
[12] sollten
[12] sich

Top Words in Tweet in G6:
[40] new
[28] #ddj
[25] grssnbchr
[25] make
[25] bivariate
[25] choropleth
[25] map
[25] #rstats
[25] tutorial
[25] angelozehr

Top Words in Tweet in G7:
[53] data
[25] work
[21] icijorg
[18] journalists
[16] analysis
[16] team
[14] #opensource
[13] #ddj
[13] opensemsearch
[12] next

Top Words in Tweet in G8:
[17] #ddj
[14] one
[9] job
[9] alert
[9] ft
[9] hiring
[9] motion
[9] graphics
[9] designer
[8] martinstabe

Top Words in Tweet in G9:
[22] #dataviz
[14] fedfragapane
[12] la_lettura
[12] won
[12] bronze
[12] medal
[12] europeandesign
[12] awards
[12] 2019
[12] thank

Top Words in Tweet in G10:
[41] data
[21] belajar
[21] sama
[20] kuy
[20] yg
[20] mau
[20] jadi
[20] jurnalis
[20] bareng
[20] tim

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[118] new,post
[111] albertocairo,new
[82] #dataviz,#infographics
[65] os,dados
[64] terminei,baixar
[64] baixar,atualização
[64] atualização,da
[64] da,receitafederal
[64] receitafederal,com
[64] com,os

Top Word Pairs in Tweet in G1:
[103] new,post
[96] albertocairo,new
[70] #dataviz,#infographics
[40] post,world
[40] world,book
[40] book,explain
[40] explain,visualization
[40] visualization,children
[40] children,#dataviz
[39] #infographics,#d

Top Word Pairs in Tweet in G2:
[29] top,10
[29] 10,#ddj
[22] uz,pomoć
[20] pomoć,male
[20] male,grupe
[20] grupe,ljudi
[20] ljudi,izbegavaju
[19] novinari,birn
[19] birn,u
[19] u,jasenovoj

Top Word Pairs in Tweet in G3:
[65] os,dados
[64] terminei,baixar
[64] baixar,atualização
[64] atualização,da
[64] da,receitafederal
[64] receitafederal,com
[64] com,os
[64] dados,empresas
[64] empresas,sócios
[64] sócios,e

Top Word Pairs in Tweet in G4:
[16] training,program
[9] lang,kompliziert
[9] kompliziert,nytimes
[9] nytimes,kommt
[9] kommt,zum
[9] zum,gleichen
[9] gleichen,ergebnis
[9] ergebnis,br_data
[9] br_data,sachen
[9] sachen,datenschutzerklärung

Top Word Pairs in Tweet in G5:
[12] sollten,sich
[12] sich,datenjournalisten
[12] datenjournalisten,deutschland
[12] deutschland,besser
[12] besser,vernetzen
[12] vernetzen,organisieren
[12] organisieren,wollen
[12] wollen,marcelpauly
[12] bschwentker,hat
[11] c_endt,sollten

Top Word Pairs in Tweet in G6:
[25] make,bivariate
[25] bivariate,choropleth
[25] choropleth,map
[25] map,#rstats
[25] #rstats,new
[25] new,tutorial
[25] tutorial,angelozehr
[25] angelozehr,#ddj
[24] grssnbchr,make
[24] #ddj,#rdd

Top Word Pairs in Tweet in G7:
[10] mine,data
[10] data,produce
[10] produce,analysis
[10] analysis,work
[10] work,collaboratively
[10] collaboratively,want
[10] want,data
[10] data,nerds
[10] nerds,reporters
[10] reporters,miners

Top Word Pairs in Tweet in G8:
[9] job,alert
[9] alert,ft
[9] ft,hiring
[9] hiring,motion
[9] motion,graphics
[9] graphics,designer
[9] designer,#ddj
[8] martinstabe,job
[7] asked,show
[7] show,one

Top Word Pairs in Tweet in G9:
[12] #dataviz,la_lettura
[12] la_lettura,won
[12] won,bronze
[12] bronze,medal
[12] medal,europeandesign
[12] europeandesign,awards
[12] awards,2019
[12] 2019,thank
[12] thank,visualizations
[11] fedfragapane,#dataviz

Top Word Pairs in Tweet in G10:
[20] kuy,yg
[20] yg,mau
[20] mau,belajar
[20] belajar,jadi
[20] jadi,jurnalis
[20] jurnalis,data
[20] data,bareng
[20] bareng,sama
[20] sama,tim
[20] tim,saya

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@albertocairo
@receitafederal
@turicas
@gijn
@nytimes
@jeffrey_heer
@grssnbchr
@angelozehr
@icijorg
@birnsrbija

Top Mentioned in G1:
@albertocairo
@jeffrey_heer
@umccs
@andrewvandam
@karkliscarto
@timmeko
@jessicahullman
@nigelhawtin
@pm4gis

Top Mentioned in G2:
@gijn
@birnsrbija
@propublica
@elsabirch
@jessicahullman
@mjskay
@sto3psl
@dj_markovicc
@drnyheder
@vis_research

Top Mentioned in G3:
@receitafederal
@turicas

Top Mentioned in G4:
@nytimes
@br_recherche
@br_data
@fexi
@haddadme
@_fiquemsabendo
@lindzcook
@maxzierer
@schnuko
@simonwoerpel

Top Mentioned in G5:
@bschwentker
@marcelpauly
@c_endt
@annabehrend
@noz_de
@swissinfo_de
@fvcastell
@shz_de
@svzonline
@koa_87

Top Mentioned in G6:
@grssnbchr
@angelozehr
@pm4gis
@nigelhawtin
@albertocairo
@br_recherche
@simonwoerpel
@patrickstotz
@maxzierer
@konradweber

Top Mentioned in G7:
@icijorg
@opensemsearch
@karriekehoe
@occrp
@gndnet
@lobidorg
@pudo
@w3c
@ben_hallman

Top Mentioned in G8:
@ft
@martinstabe
@natgeo
@gufalei
@clairejiao
@dreocalonzo
@adrienneklasa
@hannahdormido
@infoamazonia
@sdbernard

Top Mentioned in G9:
@fedfragapane
@la_lettura
@europeandesign
@albertocairo
@sciam
@christiansenjen
@sciencefocus
@francesco_majno
@v_solesmith
@jeffrey_heer

Top Mentioned in G10:
@aghniaadzkia
@beritagarid
@journocoders_id

Top Tweeters
Top Tweeters in Entire Graph:
@guardian
@beritagarid
@business
@siquieresmelees
@iteration23
@nytimes
@washingtonpost
@nayasala
@efectococuyo
@ft

Top Tweeters in G1:
@emulenews
@indeadline
@albertocairo
@dev_topics
@tarushijio
@dancow
@smaclaughlin
@jczamora
@thomasg77
@frostickle

Top Tweeters in G2:
@washingtonpost
@drnyheder
@iinderz
@nyamwanda
@not_p_harris
@charlesornstein
@propublica
@baileyrsa
@filsim77
@paulbradshaw

Top Tweeters in G3:
@weslopes
@luizrmgarcia
@onelag
@samirsalimjr
@mmdsza
@juanfunez
@governoabertodf
@mcapablanca
@jrldv
@gordoi

Top Tweeters in G4:
@nytimes
@jbenton
@offenenetze
@verabunse
@webschauds
@lucasdevitta
@brunocidadao
@forumds
@bjvde
@alastairotter

Top Tweeters in G5:
@iteration23
@noz_de
@metamythos
@shz_de
@svzonline
@nicolakuhrt
@birkgrueling
@bmfsfj
@swissinfo_de
@wpk_daily

Top Tweeters in G6:
@arnicas
@duncangeere
@alech
@kristinhenry
@antoviral
@ljegou
@konradweber
@joz_freeman
@nigelhawtin
@stefan_primbs

Top Tweeters in G7:
@siquieresmelees
@nayasala
@themainepain
@silvercorp
@all_insane
@kareanderson
@aintcomplicit2
@shaya_in_la
@soldadoryan
@amytheblue

Top Tweeters in G8:
@business
@ft
@guttto
@puntofisso
@nasa
@robertthibadeau
@natgeo
@sontohi
@bermudezlievano
@madam_marini

Top Tweeters in G9:
@sciam
@hampshire67
@earthmatrix
@la_lettura
@sciencefocus
@suhnyllakler
@astavrakoudis
@jason_abdi
@jcarlosjramirez
@v_solesmith

Top Tweeters in G10:
@beritagarid
@beritagarinfo
@aliefmaulana_
@hedi
@fotodeka
@almubarak
@seputaraceh
@fahrisalam
@aminmnm
@kramput


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