#ddj, Twitter, 5/6/2019 5:46:52 AM, 195756


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#ddj_2019-05-05_22-37-30.xlsx
#ddj_2019-05-05_22-37-30.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
May 06, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2Vi1oU3
@juliustroeger
@gijn
@puntofisso
@paulbradshaw
@datajournalism
@venohr
@zeitonline
@albertocairo
@cijournalism
@puddingviz

Top hashtags:
#ddj
#dataviz
#djuk19
#datajournalism
#infographics
#opendata
#howchartslie
#rstats
#data

Description:
Description
The graph represents a network of 879 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, 06 May 2019 at 05:38 UTC.

The requested date range was from Monday, 29 April 2019 at 00:00 UTC through Monday, 06 May 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 13-hour, 0-minute period from Monday, 29 April 2019 at 00:00 UTC to Sunday, 05 May 2019 at 13:00 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 : 879
Unique Edges : 1369
Edges With Duplicates : 235
Total Edges : 1604
Self-Loops : 102
Reciprocated Vertex Pair Ratio : 0.0301692420897719
Reciprocated Edge Ratio : 0.0585714285714286
Connected Components : 52
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 731
Maximum Edges in a Connected Component : 1418
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.606774
Graph Density : 0.00181403075041269
Modularity : 0.731654
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[29] https://gijn.org/2019/05/02/gijns-data-journalism-top-10-history-of-infographics-colorism-in-fashion-weather-trends/
[23] https://institute.aljazeera.net/sites/default/files/2019/Data
[23] Journalism
[23] En
[23] -
[23] Web.pdf
[18] https://www.blog.google/outreach-initiatives/google-news-initiative/newsmakers-storytelling-through-numbers-alberto-cairo/
[14] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug
[12] https://mailchi.mp/afaac92e4538/veri-bulteni-295133?e=a801f36946
[12] https://institute.aljazeera.net/sites/default/files/2019/Data%20Journalism%20En%20-%20Web.pdf

Top URLs in Tweet in G1:
[27] https://gijn.org/2019/05/02/gijns-data-journalism-top-10-history-of-infographics-colorism-in-fashion-weather-trends/
[22] https://institute.aljazeera.net/sites/default/files/2019/Data
[22] Journalism
[22] En
[22] -
[22] Web.pdf
[12] https://mailchi.mp/afaac92e4538/veri-bulteni-295133?e=a801f36946
[4] http://www.verigazeteciligi.com/python-ile-veri-gorsellestirme-etkinligi-7-mayis/
[4] http://www.verigazeteciligi.com/pixel-map-kucuk-veri-setleriyle-basit-piksel-haritalar-yapmanizi-saglar/
[4] http://www.verigazeteciligi.com/arastirmaveri-gorsellestirme-infografikler/

Top URLs in Tweet in G2:
[2] https://twitter.com/juliustroeger/status/1123965848065052674
[1] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug

Top URLs in Tweet in G3:
[7] https://twitter.com/paulbradshaw/status/1121678152860721155
[2] https://www.eventbrite.co.uk/e/data-journalism-uk-2019-tickets-58740048065
[2] https://github.com/BBC-Data-Unit/shared-data-unit/blob/master/README.md
[1] https://datajournalistiek.nl/en/
[1] https://tcij.org/event/introduction-to-coding-for-journalists/
[1] https://tcij.org/category/tradecraft/courses/
[1] https://onlinejournalismblog.com/2015/01/05/reporting-official-statistics-missing-data-invisible/
[1] https://www.eventbrite.co.uk/edit?eid=58740048065
[1] https://www.bcu.ac.uk/news-events/calendar/study-a-masters-in-media
[1] http://standard.open-contracting.org/latest/en/

Top URLs in Tweet in G4:
[2] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug
[1] https://twitter.com/eurovisionde/status/1123248558315061248

Top URLs in Tweet in G5:
[9] https://timogrossenbacher.ch/2019/04/bivariate-maps-with-ggplot2-and-sf/
[8] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug
[1] https://github.com/tidyverse/googlesheets4
[1] https://github.com/spiegel-data/2019-04-populists-europe
[1] https://benedict-witzenberger.de/wordpress/2019/05/03/durchs-internet-surfen-mit-einem-skript-in-r/
[1] https://twitter.com/juliustroeger/status/1123900700453371905
[1] https://twitter.com/zeitonline/status/1123894448474214400
[1] https://www.sueddeutsche.de/Kinderbuecher
[1] http://www.sueddeutsche.de/afdimbundestag

Top URLs in Tweet in G6:
[16] https://www.blog.google/outreach-initiatives/google-news-initiative/newsmakers-storytelling-through-numbers-alberto-cairo/
[7] https://twitter.com/ParametricPress/status/1123641675396423680
[5] https://twitter.com/FILWD/status/1124011638259167235
[4] https://nzzl.us/BxNZvFi
[3] https://www.jmp.com/en_gb/events/seminars/explorers/explorers-eda-alberto-cairo-14may2019.html?&utm_campaign=exl7011U0000009kFRQAY%20&utm_source=blog&utm_medium=blog
[2] https://twitter.com/whaleandpetunia/status/1124551378410409985
[1] https://twitter.com/ollie/status/1124331816377290752
[1] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug
[1] https://community.jmp.com/t5/JMP-Blog/Alberto-Cairo-Why-a-picture-isn-t-necessarily-worth-a-thousand/ba-p/190124
[1] https://www.wsj.com/graphics/local-newspapers-stark-divide/

Top URLs in Tweet in G7:
[12] https://institute.aljazeera.net/sites/default/files/2019/Data%20Journalism%20En%20-%20Web.pdf
[3] https://www.thenews.com.pk/print/464430-police-record-analysis-three-child-abuse-cases-reporteddaily-in-punjab
[2] https://medium.com/we-are-the-european-journalism-centre/a-decade-of-working-in-data-journalism-what-has-changed-8d950d99935e
[2] https://institute.aljazeera.net/en/publications
[2] https://www.zeit.de/politik/deutschland/2019-05/ost-west-wanderung-abwanderung-ostdeutschland-umzug
[2] http://www.niemanlab.org/2018/12/data-journalism-becomes-a-global-field/
[1] http://www.datastories.pk/child-sexual-abuse-data-analysis-shows-one-child-is-murdered-every-month-in-punjab/
[1] https://institute.aljazeera.net/sites/default/files/2019/Data
[1] Journalism
[1] En

Top URLs in Tweet in G8:
[6] https://www.spiegel.de/politik/ausland/populismus-in-diesen-laendern-sind-populisten-auf-dem-vormarsch-a-1263335.html
[4] https://github.com/spiegel-data/2019-04-populists-europe
[2] https://voxeurop.eu/it/2019/libert-di-stampa-5123029
[1] https://twitter.com/OpenSchufa/status/1123942179318247426
[1] https://twitter.com/marcelpauly/status/1123092563974664192
[1] https://voxeurop.eu/en/2019/populism-analysing-data-5122974
[1] https://voxeurop.eu/en/2019/freedom-press-5122975
[1] https://voxeurop.eu/en/2019/europe-2020-strategy-5122853

Top URLs in Tweet in G9:
[1] https://blog.brasil.io/2019/04/30/slides-da-palestra-opendata-fail-causos-da-transparencia-brasileira/
[1] https://benfeitoria.com/escoladedados
[1] https://twitter.com/EscolaDeDados/status/1124145669814607873
[1] https://twitter.com/EscolaDeDados/status/1123914654097510401

Top URLs in Tweet in G10:
[4] https://www.ucd.ie/ics/study/phdresearchprogrammes/
[1] https://link.medium.com/EKH9gS3ucW
[1] https://app.23degrees.io/embed/average-number-of-usual-weekly-hours-of-work-in-main-job-by-sex-age-and-nuts-2-regions-hours-2018-3
[1] https://app.23degrees.io/embed/unemployment-rate-17-18-eu-regions-7
[1] https://app.23degrees.io/embed/world-military-expenditure-in-billion-ususd-10
[1] https://kurier.at/politik/eu-wahl

Top Domains
Top Domains in Tweet in Entire Graph:
[64] twitter.com
[38] aljazeera.net
[38] gijn.org
[18] blog.google
[17] verigazeteciligi.com
[14] datajournalism.com
[14] mailchi.mp
[14] zeit.de
[11] icij.org
[11] voxeurop.eu

Top Domains in Tweet in G1:
[36] gijn.org
[22] aljazeera.net
[17] verigazeteciligi.com
[14] datajournalism.com
[14] mailchi.mp
[5] twitter.com
[2] missingnumbers.org
[2] data-to-viz.com
[1] mediapusher.eu
[1] 1password.com

Top Domains in Tweet in G2:
[2] twitter.com
[1] zeit.de

Top Domains in Tweet in G3:
[13] twitter.com
[5] co.uk
[3] github.com
[2] tcij.org
[2] ac.uk
[2] open-contracting.org
[1] datajournalistiek.nl
[1] onlinejournalismblog.com
[1] puntofisso.net
[1] medium.com

Top Domains in Tweet in G4:
[2] zeit.de
[1] twitter.com

Top Domains in Tweet in G5:
[9] timogrossenbacher.ch
[8] zeit.de
[2] github.com
[2] twitter.com
[2] sueddeutsche.de
[1] benedict-witzenberger.de

Top Domains in Tweet in G6:
[16] blog.google
[15] twitter.com
[4] jmp.com
[4] nzzl.us
[1] zeit.de
[1] wsj.com

Top Domains in Tweet in G7:
[16] aljazeera.net
[3] com.pk
[3] medium.com
[3] niemanlab.org
[2] zeit.de
[1] datastories.pk
[1] outriders.network
[1] twitter.com

Top Domains in Tweet in G8:
[6] spiegel.de
[5] voxeurop.eu
[4] github.com
[2] twitter.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] brasil.io
[1] benfeitoria.com

Top Domains in Tweet in G10:
[4] ucd.ie
[3] 23degrees.io
[1] medium.com
[1] kurier.at

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[421] ddj
[144] dataviz
[56] djuk19
[49] datajournalism
[24] infographics
[21] opendata
[18] howchartslie
[16] rstats
[16] data
[13] vg



Top Hashtags in Tweet in G1:
[101] ddj
[21] datajournalism
[20] dataviz
[13] vg
[12] blockchain
[10] verigörselleştirme
[7] factchecking
[7] data
[6] python
[5] eijc19

Top Hashtags in Tweet in G2:
[3] ddj
[3] dataviz

Top Hashtags in Tweet in G3:
[69] ddj
[52] djuk19
[7] opendata
[7] datajournalism
[6] journo
[6] datavis
[6] ux
[5] data
[2] meetthespeakers
[2] cijsummer

Top Hashtags in Tweet in G4:
[45] dataviz
[5] ddj
[1] esc

Top Hashtags in Tweet in G5:
[32] ddj
[14] dataviz
[11] rstats
[8] goa19
[3] selenium
[1] rddj
[1] opendata
[1] osten
[1] westen

Top Hashtags in Tweet in G6:
[39] ddj
[39] dataviz
[22] infographics
[16] howchartslie
[2] journalism
[1] python
[1] media

Top Hashtags in Tweet in G7:
[24] ddj
[13] datajournalism
[3] dataviz
[2] punjab
[2] childsexualabuse
[2] bestpractice
[2] 30jahremauerfall
[2] ostwestwanderung
[1] kasur
[1] pakistan

Top Hashtags in Tweet in G8:
[27] ddj
[4] europa
[2] eu
[2] pressfreedomday
[2] europe
[2] wpfd2019
[2] edjnet
[2] libertadinformazione
[2] rsfindex
[1] algorithmicaccountabilityreporting

Top Hashtags in Tweet in G9:
[5] opendata
[3] fail
[3] ddj
[2] datascience
[1] cervejacomdados
[1] python
[1] sql
[1] crowdfunding

Top Hashtags in Tweet in G10:
[11] ddj
[7] euwahl2019
[6] dataviz
[6] exploreeurope
[5] europeennes2019
[4] phdscholarship
[4] maps
[4] datavisualization
[4] europeanelections
[3] euelections2019

Top Words
Top Words in Tweet in Entire Graph:
[516] Words in Sentiment List#1: Positive
[220] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[19960] Non-categorized Words
[20696] Total Words
[421] #ddj
[281] data
[155] journalism
[144] #dataviz
[134] now

Top Words in Tweet in G1:
[101] #ddj
[96] data
[51] gijn
[50] datajournalism
[46] journalists
[44] top
[44] 10
[34] veri
[33] journalism
[24] bã

Top Words in Tweet in G2:
[113] juliustroeger
[112] millions
[112] left
[112] eastern
[112] germany
[112] exactly
[112] go
[112] analyzed
[112] moves
[112] 1991

Top Words in Tweet in G3:
[71] data
[69] #ddj
[52] #djuk19
[50] journalism
[40] paulbradshaw
[29] time
[26] looking
[26] journalists
[25] part
[23] herahussain

Top Words in Tweet in G4:
[45] #dataviz
[44] seit
[44] dem
[44] mauerfall
[44] sind
[44] millionen
[44] ostdeutsche
[44] regionen
[44] westen
[44] gezogen

Top Words in Tweet in G5:
[32] #ddj
[20] zeitonline
[17] sind
[14] #dataviz
[13] angelozehr
[12] projekt
[11] #rstats
[9] make
[9] bivariate
[9] choropleth

Top Words in Tweet in G6:
[39] #ddj
[39] #dataviz
[35] albertocairo
[22] #infographics
[16] interviewed
[16] google
[16] #howchartslie
[11] nice
[8] new
[7] enjoy

Top Words in Tweet in G7:
[24] #ddj
[22] data
[20] journalism
[19] guidebook
[16] free
[14] haddadme
[13] introductory
[13] #datajournalism
[12] english
[12] arabic

Top Words in Tweet in G8:
[27] #ddj
[26] â
[25] populisten
[25] sind
[23] marcelpauly
[20] doch
[15] europa
[13] s
[12] dem
[11] chelm

Top Words in Tweet in G9:
[28] da
[16] e
[14] turicas
[13] quer
[13] fazer
[13] curso
[13] presencial
[13] comigo
[13] taí
[13] oportunidade

Top Words in Tweet in G10:
[35] data
[17] ðÿ
[13] one
[13] phd
[13] scholarship
[13] topics
[13] computational
[13] journalism
[13] social
[13] media

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[125] data,journalism
[120] millions,left
[120] left,eastern
[120] eastern,germany
[120] germany,exactly
[120] exactly,go
[120] go,analyzed
[120] analyzed,moves
[120] moves,1991
[120] 1991,now

Top Word Pairs in Tweet in G1:
[39] 10,#ddj
[36] top,10
[30] data,journalism
[21] introductory,guidebook
[21] guidebook,data
[21] journalism,aljazeera
[21] aljazeera,media
[21] media,institute
[21] institute,khasyenimedya
[20] pinardag,introductory

Top Word Pairs in Tweet in G2:
[112] millions,left
[112] left,eastern
[112] eastern,germany
[112] germany,exactly
[112] exactly,go
[112] go,analyzed
[112] analyzed,moves
[112] moves,1991
[112] 1991,now
[111] juliustroeger,millions

Top Word Pairs in Tweet in G3:
[40] data,journalism
[24] part,time
[19] looking,journalists
[19] journalists,already
[19] already,working
[19] working,industry
[19] industry,interested
[19] interested,studying
[19] studying,data
[19] journalism,part

Top Word Pairs in Tweet in G4:
[44] seit,dem
[44] dem,mauerfall
[44] mauerfall,sind
[44] sind,millionen
[44] millionen,ostdeutsche
[44] ostdeutsche,regionen
[44] regionen,westen
[44] westen,gezogen
[44] gezogen,unsere
[44] unsere,#dataviz

Top Word Pairs in Tweet in G5:
[9] make,bivariate
[9] bivariate,choropleth
[9] choropleth,map
[9] map,#rstats
[9] new,tutorial
[9] tutorial,angelozehr
[9] angelozehr,#ddj
[8] grssnbchr,make
[8] sz,kolleginnen
[8] kolleginnen,mschories

Top Word Pairs in Tweet in G6:
[22] #dataviz,#infographics
[22] #infographics,#ddj
[16] interviewed,google
[16] google,#dataviz
[16] #ddj,#howchartslie
[15] albertocairo,interviewed
[14] #dataviz,#ddj
[7] enjoy,#dataviz
[7] #ddj,new
[7] new,ongoing

Top Word Pairs in Tweet in G7:
[20] data,journalism
[13] introductory,guidebook
[12] journalism,introductory
[12] guidebook,english
[12] english,arabic
[12] arabic,grab
[12] grab,free
[12] free,pdf
[12] pdf,here
[11] haddadme,data

Top Word Pairs in Tweet in G8:
[20] populisten,sind
[11] sind,vielen
[11] dem,vormarsch
[11] verfangen,ihre
[11] ihre,parolen
[11] parolen,#ddj
[11] #ddj,marcelpauly
[10] chelm,populisten
[10] vielen,lã
[10] lã,ndern

Top Word Pairs in Tweet in G9:
[13] quer,fazer
[13] fazer,curso
[13] curso,presencial
[13] presencial,comigo
[13] comigo,taí
[13] taí,oportunidade
[13] oportunidade,algumas
[13] algumas,recompensas
[13] recompensas,financiamento
[13] financiamento,coletivo

Top Word Pairs in Tweet in G10:
[13] one,phd
[13] phd,scholarship
[13] scholarship,topics
[13] topics,data
[13] data,computational
[13] computational,journalism
[13] journalism,social
[13] social,media
[13] media,news
[13] news,data

Top Replied-To
Top Replied-To in Entire Graph:
@herahussain
@icijorg
@jschwabish
@afp
@yanoak
@karstenhufer
@shadabnazmi
@jakubgornicki
@yelp
@eijconference

Top Replied-To in G1:
@jschwabish
@iloaguiar
@cunhares
@faithfulchange
@cannyfrank
@mlblanchette
@glennkesslerwp
@srendgen
@jordanonrecord
@eijconference

Top Replied-To in G3:
@herahussain
@petesherlock79
@yanoak

Top Replied-To in G5:
@data_crafter

Top Replied-To in G7:
@shadabnazmi
@jakubgornicki

Top Replied-To in G10:
@afp

Top Mentioned
Top Mentioned in Entire Graph:
@juliustroeger
@gijn
@datajournalism
@venohr
@paulbradshaw
@albertocairo
@marcelpauly
@matthieulepine
@zeitonline
@aljazeera

Top Mentioned in G1:
@gijn
@datajournalism
@aljazeera
@pinardag
@khasyenimedya
@voydorg
@puddingviz
@kanarinka
@dagmedyaveri
@wsaqaf

Top Mentioned in G2:
@juliustroeger
@janwaechter

Top Mentioned in G3:
@paulbradshaw
@herahussain
@alexhomer
@opencontracting
@leilahaddou
@alice_corona
@petesherlock79
@davidottewell
@mariesegger
@chrisjeavans

Top Mentioned in G4:
@venohr
@destatis
@simondhaas
@fvcastell
@juliustroeger
@stober_stoebert

Top Mentioned in G5:
@zeitonline
@angelozehr
@grssnbchr
@sz
@mschories
@sebitsch
@cutterkom
@remrow
@jennybryan
@funkeinteraktiv

Top Mentioned in G6:
@albertocairo
@google
@wsjgraphics
@zeitonline
@biff_bruise
@paulbradshaw
@fexi
@d
@niemanfdn

Top Mentioned in G7:
@haddadme
@outrid3rs
@ajminstitute
@evaconstantaras
@datastoriespk1
@alastairotter
@smfrogers
@niemanlab
@khalid_khattak
@fraucsu

Top Mentioned in G8:
@marcelpauly
@chelm
@spiegel_data
@rsf_inter
@br_data
@edjnet
@rsf_europe
@emibarbiroglio
@raibagikashyap
@voxeurop

Top Mentioned in G9:
@turicas
@escoladedados
@nataliamazotte
@receitafederal
@govrj
@governoro
@tsejusbr
@justicagovbr
@inemaba

Top Mentioned in G10:
@ucd_ischool
@eu_eurostat
@23degrees_io
@afpgraphics
@embedly
@medium
@reddit
@disqus
@sipriorg
@kurierat

Top Tweeters
Top Tweeters in Entire Graph:
@bbcnews
@nytimes
@melissajpeltier
@telegraph
@jimallthetime
@nos
@schmidtlepp
@1password
@cnbc
@livemint

Top Tweeters in G1:
@bbcnews
@nytimes
@nos
@1password
@7wdata
@nyamwanda
@sejorg
@voguemagazine
@bbbcccnnn
@prajnamu

Top Tweeters in G2:
@schmidtlepp
@jeckesding
@goekkiii
@darthsquig
@telesabbie
@ukordeck
@jameschurchman
@schlimmehelena
@decay23
@writingwoman

Top Tweeters in G3:
@telegraph
@jimallthetime
@thetimes
@jennifermjones
@puntofisso
@kikollan
@paulbradshaw
@journalism
@journalismnews
@owwrgmn

Top Tweeters in G4:
@martingaedt
@nikingjjq
@kungler
@david_theis
@herrlorenz
@patborm
@jungemitdemball
@martinneuhof
@bennizander
@di_rolf

Top Tweeters in G5:
@zeitonline
@sz
@gywermelanie
@genderbeitrag
@rstatstweet
@pacoramon
@damienpetermann
@buechsenoeffner
@jennybryan
@rstats4ds

Top Tweeters in G6:
@fernandezpm
@indeadline
@google
@albertocairo
@fivethirtyeight
@mfouquenet
@lynngr
@sassoftware
@bairesquezada
@vaticanochico

Top Tweeters in G7:
@fcoel
@niemanlab
@siyafrica
@montasermarai
@alansoon
@smfrogers
@yasserashour95
@jospang
@danict89
@alastairotter

Top Tweeters in G8:
@krabat44
@spiegel_politik
@shieldmaid8
@larswienand
@altermananne
@balcanicaucaso
@rsf_inter
@voxeurop
@laszloandoreu
@voxeuropit

Top Tweeters in G9:
@jnascim
@thechrischua
@morenocris
@govrj
@ludtke
@tsejusbr
@cecillia
@ricardomendesjr
@ayharano
@governoro

Top Tweeters in G10:
@afp
@kurierat
@reddit
@rote_kirsche
@medium
@jmburns99
@disqus
@jordantzvetkov
@helenfallon
@sipriorg


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