#ddj, Twitter, 11/4/2019 2:09:09 PM, 215242


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#ddj_2019-11-04_05-59-45.xlsx
#ddj_2019-11-04_05-59-45.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 04, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2WKQsfd
@gijn
@albertocairo
@pinardag
@gijnru
@icijorg
@hasselfallas
@anniegouk
@datajournalism
@occrp
@journoisaac

Top hashtags:
#ddj
#dataviz
#infographics
#datajournalism
#data
#guadalajara
#opensource
#opendata
#vg
#crime

Description:
Description
The graph represents a network of 738 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, 04 November 2019 at 14:00 UTC.

The requested date range was from Monday, 28 October 2019 at 00:00 UTC through Monday, 04 November 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 12-hour, 5-minute period from Monday, 28 October 2019 at 02:48 UTC to Sunday, 03 November 2019 at 14:53 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 : 738
Unique Edges : 1015
Edges With Duplicates : 247
Total Edges : 1262
Self-Loops : 126
Reciprocated Vertex Pair Ratio : 0.0308764940239044
Reciprocated Edge Ratio : 0.0599033816425121
Connected Components : 60
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 555
Maximum Edges in a Connected Component : 1024
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.428762
Graph Density : 0.00190290233974253
Modularity : 0.702612
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 738 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, 04 November 2019 at 14:00 UTC.

The requested date range was from Monday, 28 October 2019 at 00:00 UTC through Monday, 04 November 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 12-hour, 5-minute period from Monday, 28 October 2019 at 02:48 UTC to Sunday, 03 November 2019 at 14:53 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 : GraphServerTwitterSearch
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:
[39] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html
[33] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[18] https://twitter.com/AlexSelbyB/status/1190330905556062209
[14] https://interactive.aljazeera.com/aje/2019/how-has-my-country-voted-at-unga/index.html
[12] https://datashare.icij.org/
[10] http://www.thefunctionalart.com/2019/10/student-infographics-and-data.html
[9] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[5] https://interaktiv.thueringer-allgemeine.de/landtagswahl-2019-thueringen-wahlkarte/
[5] https://interaktiv.thueringer-allgemeine.de/landtagswahl-2019-thueringen-analyse/
[5] http://www.verigazeteciligi.com/twotone-veriyi-ses-muzige-donusturuyor/

Top URLs in Tweet in G1:
[29] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[9] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[4] https://datajournalism.com/read/newsletters/following-the-money
[3] https://gijn.org/2019/10/24/gijns-data-journalism-top-10-giraffe-anatomy-3d-animation-pub-crawls-isis-talks-trump-lobbyists/
[2] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[2] https://www.radioportal.ru/news/chto-takoe-data-zhurnalistika-i-chem-ona-mozhet-pomoch-lyuboy-redakcii
[2] https://medium.economist.com/a-year-in-graphic-detail-d1825b28e06f?_branch_match_id=link-719167914766491768
[2] https://giveandtake.fireside.fm/193
[2] https://www.bbc.co.uk/news/uk-politics-50237401
[1] https://news.sky.com/story/revealed-the-digital-divide-between-our-politicians-11832327

Top URLs in Tweet in G2:
[37] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html
[15] https://twitter.com/AlexSelbyB/status/1190330905556062209
[10] http://www.thefunctionalart.com/2019/10/student-infographics-and-data.html
[4] http://www.thefunctionalart.com/2019/10/read-first-20-pages-of-how-charts-lie.html
[4] http://www.thefunctionalart.com/2019/10/adding-another-funny-map-to-my.html
[2] http://www.thefunctionalart.com/2019/09/visualizing-risk-challenge-results.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/
[1] http://www.thefunctionalart.com/2019/08/my-first-article-for-scientific-american.html

Top URLs in Tweet in G3:
[11] https://datashare.icij.org/
[2] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[2] https://gijn.org/2019/10/28/how-they-did-it-exposing-right-wing-radicalization-on-youtube/
[1] https://www.icij.org/blog/2019/10/using-the-power-of-machines-to-complete-impossible-reporting-tasks/
[1] https://www.icij.org/investigations/paradise-papers/data-ever-added-offshore-leaks-database/?utm_content=buffer2924e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://offshoreleaks.icij.org/?utm_content=buffer73a79&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://icij.gitbook.io/datashare/all/search-with-operators
[1] https://datashare.icij.org/?utm_content=buffer36696&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://www.icij.org/blog/2019/02/datashare-help-test-and-improve-our-latest-journalism-tool/

Top URLs in Tweet in G4:
[2] https://twitter.com/AnnieGouk/status/1188839210876395520
[1] https://twitter.com/AlexSelbyB/status/1190330905556062209

Top URLs in Tweet in G5:
[4] http://hasselfallas.com/2019/10/29/guadalajara-en-bici/
[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 G6:
[4] https://www.bbc.com/news/uk-politics-49798197
[1] https://qz.ai/
[1] https://journalismcourses.org/MACH0919.html
[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://twitter.com/NataliaMazotte/status/1188935774181265408
[1] http://rwet.decontextualize.com/book/unix/
[1] https://www.ohmybox.info/tag/data-quality/
[1] https://www.ohmybox.info/le-guide-de-quartz-pour-resoudre-les-problemes-de-qualite-des-donnees/

Top URLs in Tweet in G7:
[2] https://www.behance.net/FedericaFragapane
[1] https://twitter.com/xarxanoticies/status/1188755302973349888
[1] https://twitter.com/AlexSelbyB/status/1190330905556062209
[1] https://twitter.com/Kaarinss/status/1187294412667265024?s=19
[1] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html

Top URLs in Tweet in G8:
[14] 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] http://www.thefunctionalart.com/2019/10/visualizing-personal-notes-on-history.html
[1] https://interactive.aljazeera.com/aje/2019/how-has-my-country-voted-at-unga-ar/index.html

Top URLs in Tweet in G9:
[1] https://jugendmedientage.de
[1] https://interaktiv.tagesspiegel.de/lab/landtagswahl-thueringen-2019/
[1] https://interaktiv.tagesspiegel.de/lab/waehlerwanderung-thueringen/
[1] http://www.tagesspiegel.de/unfallatlas-2018

Top URLs in Tweet in G10:
[1] https://twitter.com/OCCRP/status/1187760735595761665

Top Domains
Top Domains in Tweet in Entire Graph:
[62] thefunctionalart.com
[47] twitter.com
[38] gijn.org
[22] verigazeteciligi.com
[19] medium.com
[17] icij.org
[15] aljazeera.com
[10] thueringer-allgemeine.de
[9] instagram.com
[8] org.tr

Top Domains in Tweet in G1:
[32] gijn.org
[10] medium.com
[6] datajournalism.com
[6] verigazeteciligi.com
[2] radioportal.ru
[2] economist.com
[2] fireside.fm
[2] twitter.com
[2] co.uk
[1] sky.com

Top Domains in Tweet in G2:
[60] thefunctionalart.com
[15] twitter.com
[2] medium.com
[2] dropbox.com
[2] gijn.org
[1] indiebound.org
[1] barnesandnoble.com
[1] amazon.com
[1] fireside.fm
[1] 5wgraphics.com

Top Domains in Tweet in G3:
[16] icij.org
[4] gijn.org
[1] gitbook.io

Top Domains in Tweet in G4:
[3] twitter.com

Top Domains in Tweet in G5:
[4] hasselfallas.com
[1] elsalvador.com

Top Domains in Tweet in G6:
[4] bbc.com
[2] twitter.com
[2] ohmybox.info
[1] qz.ai
[1] journalismcourses.org
[1] org.br
[1] smartmediausers.com
[1] decontextualize.com
[1] jornalismodedados.org

Top Domains in Tweet in G7:
[3] twitter.com
[2] behance.net
[1] thefunctionalart.com

Top Domains in Tweet in G8:
[15] aljazeera.com
[4] medium.com
[1] thefunctionalart.com

Top Domains in Tweet in G9:
[3] tagesspiegel.de
[1] jugendmedientage.de

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[362] ddj
[187] dataviz
[61] infographics
[50] datajournalism
[42] data
[30] guadalajara
[27] opensource
[26] opendata
[24] vg
[22] crime



Top Hashtags in Tweet in G1:
[83] ddj
[23] data
[22] dataviz
[14] startup
[14] startups
[14] hyperloop
[14] investing
[11] datajournalism
[10] vg
[9] transportation

Top Hashtags in Tweet in G2:
[48] ddj
[44] dataviz
[42] infographics
[7] howchartslie
[1] tokyo
[1] knowledge
[1] statistics
[1] factcheck

Top Hashtags in Tweet in G3:
[15] icijdatashare
[13] datajournalism
[13] brexit
[11] mentalhealth
[10] ddj
[1] crime
[1] machinelearning
[1] paradisepapers
[1] internet50
[1] borisjohnson

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

Top Hashtags in Tweet in G5:
[29] guadalajara
[18] dataviz
[7] ddj
[6] guadalajaraenbici
[2] flourish
[2] elsalvador
[1] graphics
[1] r
[1] data
[1] tableau

Top Hashtags in Tweet in G6:
[22] ddj
[6] journalism
[4] machinelearning
[4] dataviz
[2] dataquality
[1] reprozip
[1] journalisme
[1] tips
[1] datajournalism
[1] jornalismodedados

Top Hashtags in Tweet in G7:
[15] ddj
[10] dataviz
[9] infographic
[7] datavisualisation
[4] periodismedades
[2] illustration
[2] behance
[1] periodismededades
[1] infographics
[1] guadalajara

Top Hashtags in Tweet in G8:
[20] ddj
[16] dataviz

Top Hashtags in Tweet in G9:
[10] afd
[10] thüringen
[8] thueringen
[4] ddj
[2] dataviz
[1] jmt19
[1] thueringenwahl
[1] ltwth19
[1] fahrradalltag

Top Hashtags in Tweet in G10:
[21] crime
[1] osint
[1] ddj

Top Words
Top Words in Tweet in Entire Graph:
[457] Words in Sentiment List#1: Positive
[243] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[16307] Non-categorized Words
[17007] Total Words
[361] #ddj
[187] #dataviz
[139] data
[119] new
[99] albertocairo

Top Words in Tweet in G1:
[83] #ddj
[46] data
[46] gijn
[45] 10
[32] top
[31] в
[23] #data
[22] #dataviz
[20] using
[18] good

Top Words in Tweet in G2:
[89] albertocairo
[65] new
[65] post
[48] #ddj
[46] data
[44] #dataviz
[42] #infographics
[39] visualizing
[37] personal
[37] notes

Top Words in Tweet in G3:
[66] icijorg
[28] more
[24] journalists
[24] top
[24] decorrespondent
[23] two
[23] gijn's
[23] stories
[23] week
[23] leads

Top Words in Tweet in G4:
[42] second
[42] homes
[42] up
[42] right
[42] council
[42] tax
[41] completely
[41] coincidentally
[41] number
[41] manchester

Top Words in Tweet in G5:
[42] hasselfallas
[29] #guadalajara
[26] s
[21] aquí
[21] último
[21] proyecto
[21] bici
[21] días
[21] miles
[21] usuarios

Top Words in Tweet in G6:
[22] #ddj
[16] só
[16] lembrar
[16] comunidade
[16] jornalismo
[16] dados
[16] além
[16] jornalistas
[16] e
[16] estudantes

Top Words in Tweet in G7:
[15] #ddj
[10] #dataviz
[9] #infographic
[8] new
[7] fedfragapane
[7] large
[7] dams
[7] la_lettura
[7] out
[7] week

Top Words in Tweet in G8:
[20] #ddj
[20] ajlabs
[17] country
[17] voted
[16] #dataviz
[14] ajenglish
[4] visualized
[4] 1
[4] 2
[4] million

Top Words in Tweet in G9:
[10] helenawittlich
[10] auffällig
[10] #afd
[10] #thüringen
[10] konnte
[10] anders
[10] als
[10] anderen
[10] landtagswahlen
[10] sehr

Top Words in Tweet in G10:
[42] experienced
[21] seeking
[21] applicants
[21] find
[21] investigate
[21] #crime
[21] researchers
[21] journalists
[21] welcome
[21] great

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[67] new,post
[63] albertocairo,new
[43] council,tax
[42] #dataviz,#infographics
[42] #infographics,#ddj
[42] completely,coincidentally
[42] coincidentally,number
[42] number,second
[42] second,homes
[42] homes,manchester

Top Word Pairs in Tweet in G1:
[36] 10,#ddj
[32] top,10
[14] hyperloops,good
[14] good,investment
[14] investment,data
[14] data,driven
[14] driven,investor
[14] investor,medium
[14] medium,pensignal
[14] pensignal,#startup

Top Word Pairs in Tweet in G2:
[65] new,post
[61] albertocairo,new
[40] #dataviz,#infographics
[40] #infographics,#ddj
[37] post,visualizing
[37] visualizing,personal
[37] personal,notes
[37] notes,history
[37] history,western
[37] western,philosophy

Top Word Pairs in Tweet in G3:
[23] gijn's,top
[23] stories,week
[23] leads,internet
[23] internet,user
[23] user,down
[23] down,path
[23] path,radicalization
[23] radicalization,team
[23] team,journalists
[23] journalists,decorrespondent

Top Word Pairs in Tweet in G4:
[42] council,tax
[41] completely,coincidentally
[41] coincidentally,number
[41] number,second
[41] second,homes
[41] homes,manchester
[41] manchester,shot
[41] shot,up
[41] up,right
[41] right,before

Top Word Pairs in Tweet in G5:
[21] aquí,último
[21] último,proyecto
[21] proyecto,#guadalajara
[21] #guadalajara,bici
[21] bici,días
[21] días,miles
[21] miles,usuarios
[21] usuarios,ponen
[21] ponen,pie
[21] pie,sobre

Top Word Pairs in Tweet in G6:
[16] só,lembrar
[16] lembrar,comunidade
[16] comunidade,jornalismo
[16] jornalismo,dados
[16] dados,além
[16] além,jornalistas
[16] jornalistas,e
[16] e,estudantes
[16] estudantes,queiram
[16] queiram,enveredar

Top Word Pairs in Tweet in G7:
[7] large,dams
[7] dams,new
[7] new,#dataviz
[7] #dataviz,la_lettura
[7] la_lettura,out
[7] out,week
[7] week,#datavisualisation
[7] #datavisualisation,#infographic
[7] #infographic,#ddj
[6] fedfragapane,large

Top Word Pairs in Tweet in G8:
[17] country,voted
[16] #ddj,ajlabs
[15] #dataviz,#ddj
[14] ajlabs,ajenglish
[13] voted,#dataviz
[4] ajlabs,visualized
[4] visualized,1
[4] 1,2
[4] 2,million
[4] million,votes

Top Word Pairs in Tweet in G9:
[10] auffällig,#afd
[10] #afd,#thüringen
[10] #thüringen,konnte
[10] konnte,anders
[10] anders,als
[10] als,anderen
[10] anderen,landtagswahlen
[10] landtagswahlen,sehr
[10] sehr,stark
[10] stark,unter

Top Word Pairs in Tweet in G10:
[21] seeking,experienced
[21] experienced,applicants
[21] applicants,find
[21] find,investigate
[21] investigate,#crime
[21] #crime,experienced
[21] experienced,researchers
[21] researchers,journalists
[21] journalists,welcome
[21] welcome,great

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@albertocairo
@gijn
@icijorg
@hasselfallas
@anniegouk
@decorrespondent
@volkskrant
@ajlabs
@brrttwrks

Top Mentioned in G1:
@gijn
@datajournalism
@pensignal
@skynews
@graphext
@twitter
@pinardag
@paulbradshaw
@paldhous
@duc_qn

Top Mentioned in G2:
@albertocairo
@datavizsociety
@scottkentjones
@mtholyoke
@5winfographics
@gijn
@denizcemonduygu
@marc_smith
@gijnbangla

Top Mentioned in G3:
@icijorg
@gijn
@decorrespondent
@volkskrant
@occrp
@jkee
@gijnru
@josh_h
@datajourn
@brrttwrks

Top Mentioned in G4:
@anniegouk
@davidottewell
@albertocairo

Top Mentioned in G5:
@hasselfallas
@womenindataorg
@lamartinezsv

Top Mentioned in G6:
@rodolfoviana
@fexi
@jkeefe
@the_claus
@aparrish
@plano_uscs
@qz
@utknightcenter
@vickysteeves
@katy_boss

Top Mentioned in G7:
@fedfragapane
@la_lettura
@kaarinss
@laxarxa
@civio
@dcabo
@kpeiro
@eli_vivas
@datajournalism1
@behance

Top Mentioned in G8:
@ajlabs
@ajenglish
@infogram
@unga
@mattdamonloki
@albertocairo
@ajenglish17
@clairedavaine
@haddadme

Top Mentioned in G9:
@helenawittlich
@fabianloehe
@plateauton
@jugendpresse
@michael_gegg
@tagesspiegel
@destatis

Top Mentioned in G10:
@brrttwrks
@occrp
@icfjknight

Top Tweeters
Top Tweeters in Entire Graph:
@startupsbot
@1denmadrid
@catawu
@susan_bell1212
@russelltim151
@akuma_river
@guardian
@geeoharee
@santchiweb
@pourqoispas

Top Tweeters in G1:
@startupsbot
@guardian
@pourqoispas
@bbcnews
@skynews
@pcdnetwork
@tagesspiegel
@gazeta_wyborcza
@theeconomist
@zeitonline

Top Tweeters in G2:
@akuma_river
@tempkt
@therickwilson
@linmp1031
@nitenitemelissa
@dry_observer
@lldzne
@bo_palinic
@deluca
@indeadline

Top Tweeters in G3:
@santchiweb
@s_ersea_shipsco
@volkskrant
@pardoe_ai
@omelettedepoulp
@sirchamallow
@chpsre
@sitahyderabadi
@teiram67
@jedgarren

Top Tweeters in G4:
@catawu
@susan_bell1212
@geeoharee
@nanayasleeps
@vonkarama
@epiplexis_
@sazza_jay
@mc_heckin_duff
@leftoutside
@thomasforth

Top Tweeters in G5:
@mauriciojaramil
@betqueer
@rseonline
@lilianaverainos
@jmtoralc
@miriestra
@damianprofeta
@cfpd_udgvirtual
@yudivian
@yanipaper

Top Tweeters in G6:
@gremlinanger
@samirsalimjr
@luzialeticia
@parmaree
@jairmearrependi
@fiete_stegers
@rustyrosett
@utknightcenter
@robinkwong
@vickysteeves

Top Tweeters in G7:
@bbbcccnnn
@adelgado
@duncangeere
@hampshire67
@editormanque
@la_lettura
@behance
@dcabo
@adolflow
@civio

Top Tweeters in G8:
@ajarabic
@ajenglish
@kirrinabarry
@gailcoastie
@usaidm16
@eastofaden
@dc8066
@infogram
@dagh
@oyunsuren

Top Tweeters in G9:
@heimatneue
@miskaknapek
@makikoigami
@danieldrepper
@majaweber1
@timurbeygo
@rka
@horst71808011
@destatis
@pascalemller

Top Tweeters in G10:
@1denmadrid
@rdsweb
@syawal
@artsycarol
@ninetyniners
@siencetalk
@jayeshmthakur
@akawombat42
@2pensi
@icfjknight


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