#ddj, Twitter, 11/6/2019 6:56:58 PM, 215506


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#ddj_2019-11-06_10-45-23.xlsx
#ddj_2019-11-06_10-45-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 06, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2pDBTOH
@gijn
@albertocairo
@pinardag
@gijnru
@datajournalism
@hasselfallas
@icijorg
@fexi
@occrp
@j_la28

Top hashtags:
#ddj
#dataviz
#datajournalism
#data
#infographics
#opendata
#vg
#guadalajara
#startup
#reporterpreis

Description:
Description
The graph represents a network of 906 Twitter users whose recent tweets contained "#ddj", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 06 November 2019 at 18:47 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 7-minute period from Monday, 28 October 2019 at 18:32 UTC to Wednesday, 06 November 2019 at 17:40 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 : 906
Unique Edges : 1691
Edges With Duplicates : 379
Total Edges : 2070
Self-Loops : 164
Reciprocated Vertex Pair Ratio : 0.0344827586206897
Reciprocated Edge Ratio : 0.0666666666666667
Connected Components : 74
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 641
Maximum Edges in a Connected Component : 1674
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.45881
Graph Density : 0.00212213237715415
Modularity : 0.697977
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 906 Twitter users whose recent tweets contained "#ddj", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 06 November 2019 at 18:47 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 7-minute period from Monday, 28 October 2019 at 18:32 UTC to Wednesday, 06 November 2019 at 17:40 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #ddj
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[40] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html
[36] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[19] https://twitter.com/AlexSelbyB/status/1190330905556062209
[13] https://interactive.aljazeera.com/aje/2019/how-has-my-country-voted-at-unga/index.html
[13] https://datashare.icij.org/
[12] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[7] https://twitter.com/ECONdailycharts/status/1191934062115598339
[7] https://flowmap.blue/
[6] http://hasselfallas.com/2019/10/29/guadalajara-en-bici/
[5] http://www.verigazeteciligi.com/veri-gazeteciligi-araci-datawrapper-1-araliktan-itibaren-daha-fazla-ucretsiz-imkan-sunacak/

Top URLs in Tweet in G1:
[23] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[12] https://datashare.icij.org/
[2] https://www.icij.org/blog/2019/10/using-the-power-of-machines-to-complete-impossible-reporting-tasks/
[2] https://www.icij.org/blog/2019/11/what-is-datashare-frequently-asked-questions-about-our-document-analysis-software/
[2] https://gijn.org/2019/10/28/how-they-did-it-exposing-right-wing-radicalization-on-youtube/
[1] https://www.bbc.com/news/uk-politics-49798197
[1] https://twitter.com/VickySteeves/status/1173636946716975105
[1] https://bjr.sbpjor.org.br/bjr/article/download/1141/pdf
[1] https://smartmediausers.com/2030-data-journalism/
[1] https://qz.ai/

Top URLs in Tweet in G2:
[11] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[7] https://twitter.com/ECONdailycharts/status/1191934062115598339
[5] http://www.verigazeteciligi.com/twotone-veriyi-ses-muzige-donusturuyor/
[5] http://www.verigazeteciligi.com/kar-amaci-gutmeyen-veri-kaynaklari-listesi/
[5] http://www.verigazeteciligi.com/veri-gazeteciligi-araci-datawrapper-1-araliktan-itibaren-daha-fazla-ucretsiz-imkan-sunacak/
[4] https://datajournalism.com/read/newsletters/following-the-money
[4] http://www.verigazeteciligi.com/turkiye-icin-onerilerin-de-oldugu-acik-veri-kavraminin-da-yer-aldigi-rapor-hazirlandi/
[4] https://mailchi.mp/59281f47f4e5/veri-bulteni-3936045
[4] https://data.world/
[4] http://www.verigazeteciligi.com/data-world-veri-setleri-olusturmaniza-veri-gazetecilerini-takip-etmenizi-saglar/

Top URLs in Tweet in G3:
[39] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html
[16] https://twitter.com/AlexSelbyB/status/1190330905556062209
[5] http://www.thefunctionalart.com/2019/10/read-first-20-pages-of-how-charts-lie.html
[3] https://www.behance.net/FedericaFragapane
[2] https://www.eventbrite.com/e/conferencia-how-charts-lie-tickets-75905466293
[2] http://www.thefunctionalart.com/2019/09/visualizing-risk-challenge-results.html
[2] http://www.thefunctionalart.com/2019/10/student-infographics-and-data.html
[2] http://www.thefunctionalart.com/2019/10/if-data-is-imperfect-why-isnt-visual.html
[2] https://www.dropbox.com/s/2hnvt832ji8rckq/HOWCHARTSLIE_MountHolyokeCollege.pdf?dl=0
[2] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/

Top URLs in Tweet in G4:
[6] http://hasselfallas.com/2019/10/29/guadalajara-en-bici/
[1] https://www.eventbrite.com/e/conferencia-how-charts-lie-tickets-75905466293
[1] https://www.elsalvador.com/eldiariodehoy/dos-de-cada-mil-acusados-de-agredir-mujeres-en-el-salvador-son-condenados/653545/2019/

Top URLs in Tweet in G5:
[1] https://jugendmedientage.de
[1] http://www.tagesspiegel.de/unfallatlas-2018

Top URLs in Tweet in G6:
[12] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[2] https://www.bbc.co.uk/news/uk-politics-50237401
[1] https://datashare.icij.org/

Top URLs in Tweet in G7:
[2] https://warninggraphiccontent.tumblr.com/post/188740118476/1-november-2019
[1] https://twitter.com/nytgraphics/status/1191886951604994050
[1] https://econ.trib.al/5d0aZ4j
[1] https://pudding.cool/2018/08/pockets/

Top URLs in Tweet in G8:
[3] https://www.eventbrite.com/e/data-driven-2019-tickets-73509098693
[1] https://www.nytimes.com/2019/11/03/world/europe/eu-farm-subsidy-hungary.html
[1] https://www.publicaccountability.org/
[1] https://github.com/mozilla/OpenWPM
[1] https://www.nytimes.com/interactive/2019/11/02/us/politics/trump-twitter-presidency.html

Top URLs in Tweet in G9:
[4] http://beatself.it/
[2] https://journals.sagepub.com/doi/pdf/10.1177/1354856519880790
[1] https://www.instagram.com/p/B4L5ynoD8Ma/?igshid=1jmrv1o8csjfs
[1] https://twitter.com/wiederkehra/status/1189486872076148738
[1] https://medium.com/financial-times/how-to-lie-with-maps-177b6ac97e6c
[1] https://www.youtube.com/watch?v=h900a4s4dfQ&feature=youtu.be

[1] https://twitter.com/DataJournalism1/status/1188775333635510272
[1] https://twitter.com/Datawrapper/status/1190290921897832449
[1] https://www.instagram.com/p/B4VVKRPhZkS/
[1] https://twitter.com/nytimes/status/1190790229508136960

Top URLs in Tweet in G10:
[13] https://interactive.aljazeera.com/aje/2019/how-has-my-country-voted-at-unga/index.html
[4] https://medium.com/@ajlabs/how-ajlabs-uses-data-to-tell-stories-fd946188c389
[1] https://news.sky.com/story/revealed-the-digital-divide-between-our-politicians-11832327
[1] https://interactive.aljazeera.com/aje/2019/how-has-my-country-voted-at-unga-ar/index.html

Top Domains
Top Domains in Tweet in Entire Graph:
[55] twitter.com
[52] thefunctionalart.com
[43] gijn.org
[30] verigazeteciligi.com
[22] medium.com
[20] icij.org
[14] aljazeera.com
[11] instagram.com
[10] datajournalism.com
[9] org.tr

Top Domains in Tweet in G1:
[26] gijn.org
[19] icij.org
[4] twitter.com
[2] ohmybox.info
[1] bbc.com
[1] org.br
[1] smartmediausers.com
[1] qz.ai
[1] journalismcourses.org
[1] decontextualize.com

Top Domains in Tweet in G2:
[30] verigazeteciligi.com
[13] gijn.org
[9] twitter.com
[9] datajournalism.com
[9] org.tr
[5] mailchi.mp
[4] data.world
[3] maproomblog.com
[3] wid.world
[2] google.com

Top Domains in Tweet in G3:
[51] thefunctionalart.com
[16] twitter.com
[3] behance.net
[2] eventbrite.com
[2] dropbox.com
[2] medium.com
[2] gijn.org
[1] fireside.fm
[1] indiebound.org
[1] barnesandnoble.com

Top Domains in Tweet in G4:
[6] hasselfallas.com
[1] eventbrite.com
[1] elsalvador.com

Top Domains in Tweet in G5:
[1] jugendmedientage.de
[1] tagesspiegel.de

Top Domains in Tweet in G6:
[12] medium.com
[2] co.uk
[1] icij.org

Top Domains in Tweet in G7:
[2] tumblr.com
[1] twitter.com
[1] trib.al
[1] pudding.cool

Top Domains in Tweet in G8:
[3] eventbrite.com
[2] nytimes.com
[1] publicaccountability.org
[1] github.com

Top Domains in Tweet in G9:
[9] instagram.com
[7] twitter.com
[4] beatself.it
[2] sagepub.com
[2] co.uk
[1] medium.com
[1] youtube.com
[1] gijn.org
[1] djtechtools.com
[1] noda.media

Top Domains in Tweet in G10:
[14] aljazeera.com
[4] medium.com
[1] sky.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[445] ddj
[208] dataviz
[58] datajournalism
[56] data
[53] infographics
[44] opendata
[37] vg
[32] guadalajara
[26] startup
[24] reporterpreis



Top Hashtags in Tweet in G1:
[62] ddj
[22] icijdatashare
[15] brexit
[13] mentalhealth
[11] datajournalism
[11] switzerland
[8] machinelearning
[6] journalism
[5] dataviz
[4] data

Top Hashtags in Tweet in G2:
[89] ddj
[53] dataviz
[37] vg
[22] opendata
[13] açıkveri
[12] verigazeteciliği
[9] datajournalism
[9] verigörselleştirme
[7] veribülteni
[7] data

Top Hashtags in Tweet in G3:
[39] ddj
[36] dataviz
[29] infographics
[5] howchartslie
[3] infographic
[3] illustration
[3] behance
[1] datalove
[1] datajournalism
[1] factcheck

Top Hashtags in Tweet in G4:
[31] guadalajara
[19] dataviz
[8] ddj
[7] guadalajaraenbici
[2] flourish
[2] elsalvador
[1] data
[1] tableau
[1] graphics
[1] r

Top Hashtags in Tweet in G5:
[13] wemgehörtberlin
[13] reporterpreis
[6] ddj
[3] jotcon19
[2] jot
[1] jmt19
[1] dataviz
[1] fahrradalltag

Top Hashtags in Tweet in G6:
[22] startup
[22] startups
[22] hyperloop
[22] investing
[19] data
[18] ddj
[12] transportation
[12] technology
[12] tech
[12] technews

Top Hashtags in Tweet in G7:
[7] ddj
[4] dataviz
[3] opendata
[1] datavis
[1] ithaspockets
[1] pocketparity
[1] datajournalism
[1] tbt
[1] ge2019

Top Hashtags in Tweet in G8:
[14] ddj
[7] dataharvest
[6] datajournalism
[4] datadrivento
[2] trumptweets
[1] opendata

Top Hashtags in Tweet in G9:
[31] ddj
[8] dj
[5] consoledj
[4] music
[4] beatself
[4] controllerdj
[3] halloween
[3] pioneer
[3] livemusic
[2] set

Top Hashtags in Tweet in G10:
[22] ddj
[14] dataviz
[3] aijc19
[3] datajournalism

Top Words
Top Words in Tweet in Entire Graph:
[673] Words in Sentiment List#1: Positive
[315] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[28314] Non-categorized Words
[29302] Total Words
[1032] #ddj
[402] #dataviz
[227] data
[136] #datajournalism
[135] #infographics

Top Words in Tweet in G1:
[170] #ddj
[64] top
[46] more
[42] 10
[36] data
[36] journalists
[36] gijn's
[35] here's
[31] journalism
[31] new

Top Words in Tweet in G2:
[155] #ddj
[94] #dataviz
[72] veri
[62] #vg
[51] data
[36] #opendata
[32] #datajournalism
[28] #verigazeteciliği
[26] #verigörselleştirme
[26] в

Top Words in Tweet in G3:
[120] #ddj
[116] #dataviz
[108] #infographics
[62] new
[62] post
[42] data
[41] visualizing
[40] imperfect
[39] personal
[39] notes

Top Words in Tweet in G4:
[52] #ddj
[47] #dataviz
[44] sus
[31] públicas
[31] #guadalajara
[26] bicis
[26] s
[24] ciudad
[23] usuarios
[23] viajan

Top Words in Tweet in G5:
[44] #ddj
[36] gerade
[31] unsere
[24] sie
[24] #jotcon19
[21] haben
[20] #jot
[18] yeah
[18] tatsächlich
[18] passiert

Top Words in Tweet in G6:
[47] #ddj
[36] data
[29] #data
[28] parliament
[28] twitter
[25] #startup
[25] #tech
[25] #datajournalism
[22] hyperloops
[22] good

Top Words in Tweet in G7:
[14] #ddj
[9] data
[9] year
[9] print
[7] section
[7] #dataviz
[5] write
[5] hold
[5] page
[5] answer

Top Words in Tweet in G8:
[22] #ddj
[13] data
[10] #datadrivento
[9] nytimes
[9] #datajournalism
[7] dear
[7] curious
[7] end
[7] up
[7] re

Top Words in Tweet in G9:
[31] #ddj
[8] #dj
[5] data
[5] #consoledj
[4] #music
[4] #beatself
[4] #controllerdj
[3] #halloween
[3] #pioneer
[3] out

Top Words in Tweet in G10:
[23] #ddj
[19] ajlabs
[15] #dataviz
[14] country
[14] voted
[14] ajenglish
[4] visualized
[4] 1
[4] 2
[4] million

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[112] #dataviz,#infographics
[112] #infographics,#ddj
[99] #ddj,#dataviz
[74] #dataviz,#ddj
[67] 10,#ddj
[63] new,post
[62] top,10
[55] #ddj,#datajournalism
[46] https,t
[46] t,co

Top Word Pairs in Tweet in G1:
[40] top,10
[40] 10,#ddj
[36] gijn's,top
[25] machine,learning
[24] stories,week
[23] leads,internet
[23] internet,user
[23] user,down
[23] down,path
[23] path,radicalization

Top Word Pairs in Tweet in G2:
[42] #ddj,#dataviz
[40] #ddj,#vg
[38] #vg,#dataviz
[21] https,t
[21] t,co
[19] #dataviz,#vg
[18] #opendata,#datajournalism
[13] #verigazeteciliği,#verigörselleştirme
[12] в,топ
[12] топ,10

Top Word Pairs in Tweet in G3:
[108] #dataviz,#infographics
[108] #infographics,#ddj
[62] new,post
[40] data,imperfect
[39] post,visualizing
[39] visualizing,personal
[39] personal,notes
[39] notes,history
[39] history,western
[39] western,philosophy

Top Word Pairs in Tweet in G4:
[26] bicis,públicas
[25] #ddj,#dataviz
[23] cuáles,sus
[21] aquí,último
[21] último,proyecto
[21] proyecto,#guadalajara
[21] #guadalajara,bici
[21] bici,días
[21] días,miles
[21] miles,usuarios

Top Word Pairs in Tweet in G5:
[18] yeah,tatsächlich
[18] tatsächlich,passiert
[18] passiert,gerade
[18] gerade,beginnt
[18] beginnt,unsere
[18] unsere,konferenz
[18] konferenz,zum
[18] zum,journalism
[18] journalism,things
[18] things,sie

Top Word Pairs in Tweet in G6:
[22] hyperloops,good
[22] good,investment
[22] investment,data
[22] data,driven
[22] driven,investor
[22] investor,medium
[22] medium,pensignal
[22] pensignal,#startup
[22] #startup,#startups
[22] #startups,#hyperloop

Top Word Pairs in Tweet in G7:
[5] write,data
[5] data,hold
[5] hold,page
[5] page,answer
[5] answer,questions
[5] questions,summary
[5] summary,first
[5] first,year
[5] year,economist's
[5] economist's,#ddj

Top Word Pairs in Tweet in G8:
[7] dear,nytimes
[7] nytimes,curious
[7] curious,end
[7] end,up
[7] up,re
[7] re,building
[7] building,farmsubsidy
[7] farmsubsidy,fail
[7] fail,credit
[7] credit,#ddj

Top Word Pairs in Tweet in G9:
[3] disponibile,sul
[3] sul,nostro
[3] nostro,negozio
[3] negozio,online
[3] online,#beatself
[3] #ddj,#controllerdj
[3] #controllerdj,#consoledj
[2] kanye,west
[2] #dj,#ddj
[2] data,journalism

Top Word Pairs in Tweet in G10:
[15] #dataviz,#ddj
[15] #ddj,ajlabs
[14] country,voted
[14] ajlabs,ajenglish
[12] voted,#dataviz
[4] ajlabs,visualized
[4] visualized,1
[4] 1,2
[4] 2,million
[4] million,votes

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@denizcemonduygu
@occrp
@decorrespondent
@volkskrant
@youtube
@pensignal
@icfjknight
@ajlabs
@24heuresch

Top Mentioned in G1:
@gijn
@decorrespondent
@volkskrant
@youtube
@24heuresch
@occrp
@jkeefe
@qz
@duc_qn
@vickysteeves

Top Mentioned in G2:
@gijn
@j_la28
@datajournalism
@voydorg
@maudbeelman
@storybench
@novaya_gazeta
@rus_radioportal
@egesabri
@bkrsln

Top Mentioned in G3:
@denizcemonduygu
@albertocairo
@behance
@scottkentjones
@mtholyoke
@gijn
@datavizsociety
@knightfdn
@smfrogers
@marc_smith

Top Mentioned in G4:
@womenindataorg

Top Mentioned in G5:
@vicari
@jangeorgplavec
@ibuckow
@lancasteruni
@tagesspiegel
@rka
@michael_gegg
@helenawittlich
@sidneygennies
@jugendpresse

Top Mentioned in G6:
@pensignal
@graphext
@skynews
@twitter
@c_aguilargarcia
@breeallegretti
@bbcnews
@sarah_robbo
@england_rob_

Top Mentioned in G7:
@nytgraphics
@econdailycharts
@theeconomist
@instituteforgov
@martinbelam
@bbgvisualdata
@reutersgraphics
@ftdata
@reformthinktank
@resfoundation

Top Mentioned in G8:
@nytimes
@farmsubsidy
@theresaboyle
@taviagrant
@ozhibiiige
@eunicewlo
@j_la28
@yangsun_ys57f
@irworkshop

Top Mentioned in G9:

Top Mentioned in G10:
@ajlabs
@ajenglish
@laurajgrant
@haddadme
@usaidm16
@eastofaden
@c_aguilargarcia
@ajarabic

Top Tweeters
Top Tweeters in Entire Graph:
@startupsbot
@1denmadrid
@catawu
@susan_bell1212
@akuma_river
@monalisazelf
@guardian
@geeoharee
@el_pais
@pourqoispas

Top Tweeters in G1:
@guardian
@pourqoispas
@volkskrant
@kevinrns
@kimpy123
@pcdnetwork
@pardoe_ai
@qz
@sirchamallow
@chpsre

Top Tweeters in G2:
@renascenca
@zeitonline
@alsafarov
@bbcengland
@bbbcccnnn
@margymaclibrary
@novaya_gazeta
@axios
@aei
@jerryvermanen

Top Tweeters in G3:
@akuma_river
@tempkt
@therickwilson
@linmp1031
@nitenitemelissa
@dry_observer
@lldzne
@bo_palinic
@indeadline
@iconicimagery

Top Tweeters in G4:
@mauriciojaramil
@betqueer
@rseonline
@lilianaverainos
@jmtoralc
@miriestra
@damianprofeta
@cfpd_udgvirtual
@yudivian
@yanipaper

Top Tweeters in G5:
@washingtonpost
@tagesspiegel
@theeconomist
@hesselmann
@tspleute
@heimatneue
@wikinaut
@lancasteruni
@rka
@mieterv

Top Tweeters in G6:
@startupsbot
@bbcnews
@skynews
@chrisoldcorn
@justbementalist
@sarah_robbo
@victorianoi
@usdatascience
@anthropaulicy
@marchelespina

Top Tweeters in G7:
@monalisazelf
@emilybell
@reformthinktank
@instituteforgov
@resfoundation
@jcclicks
@martinbelam
@bbgvisualdata
@econdailycharts
@titusplattner

Top Tweeters in G8:
@nytimes
@maelorin
@mishichoudhary
@schock
@ozhibiiige
@padlive
@theresaboyle
@mediaindigena
@aritra_7
@pudo

Top Tweeters in G9:
@ulrikamhedman
@reyaika
@wturtera
@oohrip
@digidickinson
@davidottewell
@ostresja
@iloaguiar
@jaum_gangstar
@hoewner

Top Tweeters in G10:
@ajarabic
@ajenglish
@kirrinabarry
@gailcoastie
@usaidm16
@eastofaden
@dc8066
@infogram
@radiantguy
@oyunsuren


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