#ddj, Twitter, 6/25/2019 2:05:26 AM, 200942


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#ddj_2019-06-24_18-56-04.xlsx
#ddj_2019-06-24_18-56-04.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 25, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2Fvlgt4
@gijn
@datajournalism
@albertocairo
@datajconf
@winnydejong
@vicky_gazette
@monalisazelf
@fcoel
@evaconstantaras
@gijnru

Top hashtags:
#ddj
#dataviz
#infographics
#rstats
#vg
#datajournalism
#datavisualization
#datajconf
#data

Description:
Description
The graph represents a network of 798 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 Tuesday, 25 June 2019 at 01:56 UTC.

The requested date range was from Monday, 17 June 2019 at 00:00 UTC through Monday, 24 June 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 20-hour, 13-minute period from Monday, 17 June 2019 at 02:15 UTC to Sunday, 23 June 2019 at 22:29 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 : 798
Unique Edges : 1406
Edges With Duplicates : 296
Total Edges : 1702
Self-Loops : 129
Reciprocated Vertex Pair Ratio : 0.0456852791878173
Reciprocated Edge Ratio : 0.087378640776699
Connected Components : 53
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 650
Maximum Edges in a Connected Component : 1497
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.293101
Graph Density : 0.00226727420810495
Modularity : 0.714361
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[59] http://www.thefunctionalart.com/2019/06/visualization-style-guides.html
[49] https://www.behance.net/gallery/81688575/Space-Junk-BBC-Science-Focus
[33] https://learn.r-journalism.com/
[32] https://gijn.org/2019/06/20/gijns-data-journalism-top-10-ring-of-fire-political-dynasties-data-janitors-hong-kong-protests/
[20] https://www.bloomberg.com/graphics/2019-hong-kong-protests-extradition-to-china/
[12] http://www.thefunctionalart.com/2019/06/disclosing-sources-methodology-and.html
[7] https://flowingdata.com/2019/06/14/kids-nokids/
[5] https://timogrossenbacher.ch/2019/04/bivariate-maps-with-ggplot2-and-sf/
[5] https://www.youtube.com/watch?v=itxv-s1rRJM

[5] https://www.niemanlab.org/2019/06/the-new-york-times-has-a-course-to-teach-its-reporters-data-skills-and-now-theyve-open-sourced-it/

Top URLs in Tweet in G1:
[30] https://gijn.org/2019/06/20/gijns-data-journalism-top-10-ring-of-fire-political-dynasties-data-janitors-hong-kong-protests/
[3] http://www.verigazeteciligi.com/acik-derslere-katilarak-veriyle-calisma-becerinizi-gelistirebilirsiniz/
[3] http://www.verigazeteciligi.com/gazeteciler-icin-r/
[3] https://twitter.com/gijn/status/1141964470719266816
[2] https://www.niemanlab.org/2019/06/the-new-york-times-has-a-course-to-teach-its-reporters-data-skills-and-now-theyve-open-sourced-it/
[2] https://learn.r-journalism.com/
[2] https://datajournalism.internews.org/
[2] http://www.verigazeteciligi.com/dunyanin-zorlu-bolgelerinde-yurutulen-veri-gazeteciligi-egitimleri-datajournalism-internews-org/
[2] https://vizhub.com/
[2] http://www.verigazeteciligi.com/github-uzerinden-calismanizi-saglayan-veri-gorsellestirme-platformu-vizhub-com/

Top URLs in Tweet in G2:
[56] http://www.thefunctionalart.com/2019/06/visualization-style-guides.html
[10] http://www.thefunctionalart.com/2019/06/disclosing-sources-methodology-and.html
[2] http://www.thefunctionalart.com/2019/06/me-and-world-book-to-explain-children.html
[2] http://www.thefunctionalart.com/2019/05/in-visualization-what-you-count-and-how.html

Top URLs in Tweet in G3:
[5] https://www.youtube.com/watch?v=itxv-s1rRJM

[4] https://www.slideshare.net/onlinejournalist/data-journalism-taster-day-introduction-to-data-journalism-149651417
[3] https://www.bbc.co.uk/news/uk-47697778
[3] https://www.thenorthernecho.co.uk/news/17709873.rape-and-child-abuse-among-crimes-that-never-reached-court/
[1] https://www.dudleynews.co.uk/news/17707844.west-midlands-police-defend-use-of-community-resolutions/
[1] https://www.halesowennews.co.uk/news/17707844.west-midlands-police-defend-use-of-community-resolutions/
[1] https://www.stourbridgenews.co.uk/news/17707844.west-midlands-police-defend-use-of-community-resolutions/
[1] https://www.newsandstar.co.uk/news/17707426.thousands-of-offenders-escape-prosecution/
[1] https://www.leaderlive.co.uk/news/17710444.figures-reveal-that-thousands-of-north-wales-criminals-avoid-prosecution-through-community-resolution-orders/
[1] https://www.droitwichadvertiser.co.uk/news/worcester_news/17712539.west-mercia-police-used-community-resolutions-for-hundreds-of-violent-offences/?ref=rss

Top URLs in Tweet in G4:
[1] https://datajournalismawards.org/2019-winners/
[1] https://nos.nl/op3/artikel/2248432-zo-dun-moet-je-echt-zijn-als-je-model-wil-worden.html
[1] https://alshetongeveermaarklopt.nl/
[1] https://datajournalism.com/read/newsletters/winny-de-jong
[1] https://alshetongeveermaarklopt.nl/#verantwoording

Top URLs in Tweet in G5:
[3] http://datajconf.com/
[3] https://twitter.com/datajconf/status/1140616180237053952
[2] https://datajournalismawards.org/2019-winners/
[1] https://twitter.com/datajconf/status/1140551276423450630
[1] http://datajconf.com
[1] https://observatoriocibermedios.upf.edu/data-journalism
[1] https://www.scoop.it/topic/transparencia-by-rafa-camacho/p/4108359319/2019/06/17/databeers-malaga-especial-datajconf-periodismo-de-datos-en-el-balneario-databeers?utm_medium=social&utm_source=twitter
[1] https://www.scoop.it/topic/transparencia-by-rafa-camacho/p/4108358420/2019/06/17/civio-gana-su-segundo-data-journalism-award-el-premio-internacional-mas-prestigioso-en-periodismo-de-datos-civio?utm_medium=social&utm_source=twitter
[1] https://open.nytimes.com/how-we-helped-our-reporters-learn-to-love-spreadsheets-adc43a93b919

Top URLs in Tweet in G6:
[34] https://www.behance.net/gallery/81688575/Space-Junk-BBC-Science-Focus
[1] https://europeandesign.org/submissions/data-visualizations-for-visual-data-corriere-della-sera-la-lettura-2/
[1] http://www.thefunctionalart.com/2019/06/visualization-style-guides.html

Top URLs in Tweet in G7:
[1] https://www.pressassociation.com/2019/06/13/reporter-radar-news-agency/
[1] https://www.ft.com/content/f7408ed6-92a3-11e9-aea1-2b1d33ac3271
[1] https://www.ft.com/content/b4eb3fb6-8d87-11e9-a1c1-51bf8f989972
[1] http://www.thefunctionalart.com/2019/06/visualization-style-guides.html

Top URLs in Tweet in G8:
[31] https://learn.r-journalism.com/

Top URLs in Tweet in G9:
[2] https://projekte.sueddeutsche.de/artikel/kultur/lasst-alle-hoffnung-fahren-e448817/?reduced=true
[1] https://www.newsworthy.se/en/dashboard/newslead/25074/?token=f19a0296-75a1-4d21-af1d-4051c795257c
[1] https://medium.com/nzz-open/the-simple-tool-we-use-to-decide-what-stories-to-work-on-at-nzz-visuals-f55069741036
[1] https://mediatasting.com/session/innovation-run-projekt-1
[1] https://twitter.com/Jaschensky/status/1142142589581299712

Top URLs in Tweet in G10:
[13] https://www.behance.net/gallery/81688575/Space-Junk-BBC-Science-Focus
[7] https://flowingdata.com/2019/06/14/kids-nokids/
[3] https://mobil.derstandard.at/2000104392842/Is-europe-moving-to-the-right
[2] https://link.medium.com/lhMt9cTjvX
[2] https://twitter.com/ICIJorg/status/1139653863659724800
[2] https://datajournalism.internews.org/
[2] http://www.verigazeteciligi.com/dunyanin-zorlu-bolgelerinde-yurutulen-veri-gazeteciligi-egitimleri-datajournalism-internews-org/
[2] http://www.verigazeteciligi.com/veri-gazeteciligi-icin-gorsellestirme/
[2] http://www.verigazeteciligi.com/haritalarla-nasil-yalan-soylenir/
[2] https://mailchi.mp/3953ca7b4bf5/veri-bulteni-330649

Top Domains
Top Domains in Tweet in Entire Graph:
[75] thefunctionalart.com
[49] behance.net
[37] twitter.com
[33] gijn.org
[33] r-journalism.com
[25] verigazeteciligi.com
[24] co.uk
[22] bloomberg.com
[11] datajournalism.com
[9] voxeurop.eu

Top Domains in Tweet in G1:
[31] gijn.org
[14] verigazeteciligi.com
[12] twitter.com
[10] datajournalism.com
[3] thefunctionalart.com
[2] niemanlab.org
[2] r-journalism.com
[2] internews.org
[2] vizhub.com
[2] behance.net

Top Domains in Tweet in G2:
[70] thefunctionalart.com

Top Domains in Tweet in G3:
[18] co.uk
[6] youtube.com
[5] twitter.com
[4] slideshare.net
[2] github.com
[1] bbc.com
[1] onlinejournalismblog.com
[1] medium.com

Top Domains in Tweet in G4:
[2] alshetongeveermaarklopt.nl
[1] datajournalismawards.org
[1] nos.nl
[1] datajournalism.com

Top Domains in Tweet in G5:
[4] datajconf.com
[4] twitter.com
[2] datajournalismawards.org
[2] scoop.it
[1] upf.edu
[1] nytimes.com

Top Domains in Tweet in G6:
[34] behance.net
[1] europeandesign.org
[1] thefunctionalart.com

Top Domains in Tweet in G7:
[2] ft.com
[1] pressassociation.com
[1] thefunctionalart.com

Top Domains in Tweet in G8:
[31] r-journalism.com

Top Domains in Tweet in G9:
[2] sueddeutsche.de
[1] newsworthy.se
[1] medium.com
[1] mediatasting.com
[1] twitter.com

Top Domains in Tweet in G10:
[13] behance.net
[11] verigazeteciligi.com
[7] flowingdata.com
[4] mailchi.mp
[3] medium.com
[3] twitter.com
[3] derstandard.at
[2] internews.org
[1] idrc.ca
[1] datastori.es

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[497] ddj
[194] dataviz
[77] infographics
[45] rstats
[45] vg
[39] datajournalism
[37] datavisualization
[25] datajconf
[22] data
[18] opendata



Top Hashtags in Tweet in G1:
[118] ddj
[20] datajournalism
[19] dataviz
[14] data
[13] philippines
[12] visualization
[9] vg
[7] rstats
[7] verihaberciliği
[4] verigörselleştirme

Top Hashtags in Tweet in G2:
[69] dataviz
[69] infographics
[69] ddj
[5] visualization
[1] howchartslie

Top Hashtags in Tweet in G3:
[50] ddj
[16] bbc
[10] communityresolutions
[4] data
[4] news
[3] westmidlands
[3] northeast
[2] datajournalism
[1] nqdata
[1] journalism

Top Hashtags in Tweet in G4:
[4] ddj
[3] cijferwijzer
[2] datajournalistiek
[1] blijei
[1] djawards
[1] ahomk
[1] rekenen
[1] justsayin
[1] python
[1] datajournalism

Top Hashtags in Tweet in G5:
[24] datajconf
[20] ddj
[3] datajournalism
[3] periodismodedatos
[2] datajournalismawards
[2] pride
[2] data
[2] journalism
[1] dataviz
[1] icymi

Top Hashtags in Tweet in G6:
[37] dataviz
[34] datavisualization
[3] infographics
[3] ddj
[1] datavisualisation
[1] space

Top Hashtags in Tweet in G7:
[5] ddj
[3] dataviz
[2] gistribe
[1] ai
[1] localnews
[1] hkprotests
[1] infographics

Top Hashtags in Tweet in G8:
[31] rstats
[31] ddj

Top Hashtags in Tweet in G9:
[17] ddj
[7] visualstorytelling
[2] ddjbw
[1] journalismusderdinge
[1] journalismofthings
[1] mediatasting

Top Hashtags in Tweet in G10:
[55] ddj
[36] vg
[32] dataviz
[11] verigazeteciliği
[10] verigörselleştirme
[9] veriokuryazarlığı
[8] açıkveri
[7] opendata
[7] kids
[7] datajournalism

Top Words
Top Words in Tweet in Entire Graph:
[440] Words in Sentiment List#1: Positive
[229] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[17785] Non-categorized Words
[18454] Total Words
[497] #ddj
[194] #dataviz
[166] data
[104] new
[86] space

Top Words in Tweet in G1:
[118] #ddj
[59] 10
[52] gijn
[40] data
[36] top
[31] ন
[27] datajournalism
[26] র
[24] maps
[23] t

Top Words in Tweet in G2:
[72] albertocairo
[70] new
[70] post
[70] visualization
[69] #dataviz
[69] #infographics
[69] #ddj
[56] style
[56] guides
[56] discussing

Top Words in Tweet in G3:
[63] data
[50] #ddj
[35] police
[33] unit
[26] shared
[24] bbc
[21] community
[21] jomorrisecho
[20] using
[18] day

Top Words in Tweet in G4:
[58] onze
[57] journalisten
[56] larsboogaard
[56] collega
[55] journalist
[55] niet
[55] kan
[55] rekenen
[55] eenvoudig
[55] misleiden

Top Words in Tweet in G5:
[36] datajconf
[24] #datajconf
[23] very
[20] malaga
[20] #ddj
[16] two
[16] weeks
[14] speakers
[13] keynote
[13] danielegrasso

Top Words in Tweet in G6:
[68] space
[37] #dataviz
[34] junk
[34] latest
[34] bbc
[34] sciencefocus
[34] debris
[34] #datavisualization
[34] fedfragapane
[33] #infogr

Top Words in Tweet in G7:
[24] great
[23] sdbernard
[23] financialtimes
[22] stunning
[22] cartography
[22] dataviz
[22] glacial
[22] melt
[22] himalayas
[22] digitalcampbell

Top Words in Tweet in G8:
[62] r
[31] icymi
[31] great
[31] resources
[31] abtran
[31] journalists
[31] journalism
[31] #rstats
[31] #ddj
[31] ht

Top Words in Tweet in G9:
[17] #ddj
[13] große
[9] tokoe
[9] heybernd
[9] mfg_kreativ
[7] können
[7] simondhaas
[7] jangeorgplavec
[7] meistens
[7] versuchen

Top Words in Tweet in G10:
[55] #ddj
[38] pinardag
[38] veri
[36] #vg
[32] #dataviz
[26] e
[19] ve
[19] için
[13] space
[13] junk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[75] new,post
[75] #infographics,#ddj
[74] #dataviz,#infographics
[71] albertocairo,new
[61] post,visualization
[59] visualization,style
[59] style,guides
[59] guides,#dataviz
[59] #ddj,discussing
[59] discussing,one

Top Word Pairs in Tweet in G1:
[43] 10,#ddj
[36] top,10
[14] around,world
[14] check,out
[13] data,journalism
[13] #philippines',politics
[13] politics,long
[13] long,dominated
[13] dominated,dynasties
[13] dynasties,aquinos

Top Word Pairs in Tweet in G2:
[70] new,post
[69] #dataviz,#infographics
[68] #infographics,#ddj
[66] albertocairo,new
[58] post,visualization
[56] visualization,style
[56] style,guides
[56] guides,#dataviz
[56] #ddj,discussing
[56] discussing,one

Top Word Pairs in Tweet in G3:
[26] shared,data
[24] data,unit
[17] data,journalism
[14] here,#ddj
[14] police,forces
[13] during,secondment
[13] secondment,#bbc
[13] #bbc,shared
[13] unit,analysed
[13] analysed,police

Top Word Pairs in Tweet in G4:
[55] journalist,niet
[55] niet,kan
[55] kan,rekenen
[55] rekenen,eenvoudig
[55] eenvoudig,misleiden
[55] misleiden,daarom
[55] daarom,maken
[55] maken,larsboogaard
[55] larsboogaard,ik
[55] ik,onze

Top Word Pairs in Tweet in G5:
[16] two,weeks
[13] weeks,#datajconf
[13] #datajconf,malaga
[13] malaga,keynote
[13] keynote,speakers
[13] speakers,danielegrasso
[13] danielegrasso,merbroussard
[13] merbroussard,very
[13] very,exciting
[12] datajconf,two

Top Word Pairs in Tweet in G6:
[34] space,junk
[34] junk,latest
[34] latest,#dataviz
[34] #dataviz,bbc
[34] bbc,sciencefocus
[34] sciencefocus,space
[34] space,debris
[34] debris,#datavisualization
[33] fedfragapane,space
[33] #datavisualization,#infogr

Top Word Pairs in Tweet in G7:
[22] stunning,cartography
[22] cartography,great
[22] great,dataviz
[22] dataviz,glacial
[22] glacial,melt
[22] melt,himalayas
[22] himalayas,digitalcampbell
[22] digitalcampbell,financialtimes
[21] sdbernard,stunning
[21] financialtimes,residen

Top Word Pairs in Tweet in G8:
[31] icymi,great
[31] great,resources
[31] resources,abtran
[31] abtran,r
[31] r,journalists
[31] journalists,journalism
[31] journalism,r
[31] r,#rstats
[31] #rstats,#ddj
[31] #ddj,ht

Top Word Pairs in Tweet in G9:
[9] tokoe,heybernd
[9] heybernd,mfg_kreativ
[7] meistens,versuchen
[7] versuchen,sz_storytelling
[7] sz_storytelling,große
[7] große,reportagen
[7] reportagen,aufwändige
[7] aufwändige,recherche
[7] recherche,oder
[7] oder,#ddj

Top Word Pairs in Tweet in G10:
[31] #ddj,#vg
[15] #dataviz,#ddj
[13] space,junk
[13] junk,#dataviz
[13] e,postalar
[12] pinardag,space
[12] benzer,e
[12] postalar,sık
[12] sık,alıyorum
[12] alıyorum,çözüm

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@albertocairo
@winnydejong
@larsboogaard
@pinardag
@datajconf
@fedfragapane
@sciencefocus
@abtran

Top Mentioned in G1:
@gijn
@datajournalism
@nytimes
@ejcnet
@evaconstantaras
@business
@clauswilke
@natgeo
@dagmedyaveri
@de

Top Mentioned in G2:
@albertocairo
@asi
@gijn
@ourworldindata
@mikebrondbjerg
@dancow
@asincopado
@rosangela_lotfi
@sdbernard

Top Mentioned in G3:
@jomorrisecho
@nqdataunit
@paulbradshaw
@bevthenewsgirl
@alexhomer
@england_rob_
@nuttall_leader
@petesherlock79
@stonepeople
@vick

Top Mentioned in G4:
@larsboogaard
@winnydejong
@nosop3
@nos
@sanneblauw
@danielverlaan

Top Mentioned in G5:
@datajconf
@danielegrasso
@merbroussard
@bellapalomo
@infouma
@bahareh360
@geninnovate
@ocmdigidoc
@lndata
@elbalneariomlg

Top Mentioned in G6:
@sciencefocus
@fedfragapane
@la_lettura
@europeandesign
@francesco_majno
@albertocairo

Top Mentioned in G7:
@sdbernard
@financialtimes
@digitalcampbell
@gijn
@googleearth
@ft
@sdb
@garyrog
@adrienneklasa
@lesliehook

Top Mentioned in G8:
@abtran
@dataandme
@ap
@apreshill

Top Mentioned in G9:
@tokoe
@heybernd
@mfg_kreativ
@simondhaas
@sz_storytelling
@jangeorgplavec
@kreativnetzbw
@jaschensky
@karlsruher
@remrow

Top Mentioned in G10:
@pinardag
@voydorg
@dagmedyaveri
@idrc_crdi

Top Tweeters
Top Tweeters in Entire Graph:
@rapplerdotcom
@fleming77
@monalisazelf
@el_pais
@business
@nyt
@bbcnews
@nytimes
@skynews
@nos

Top Tweeters in G1:
@rapplerdotcom
@monalisazelf
@business
@bbcnews
@nytimes
@1password
@nembotavy_0101
@malaysiakini
@nyamwanda
@nednared

Top Tweeters in G2:
@datagoodies
@elmorsa
@briantrice
@albertocairo
@sunil_abraham
@inandoutofcars
@dancow
@kristinhenry
@tianhuil
@czuegner

Top Tweeters in G3:
@fleming77
@fotopak
@estate4
@nosop3
@thenorthernecho
@paulbradshaw
@mikesjourno
@craigmcgill
@jamesalananslow
@owenboswarva

Top Tweeters in G4:
@nos
@the_ed
@caseofdees
@gvenk
@martijn5155
@igrrd70
@asinnema
@wilte
@dvdeijk
@florispoort

Top Tweeters in G5:
@el_pais
@skynews
@bbcworld
@elconfidencial
@thetimes
@_anapastor_
@adelgado
@malaga
@rafacamu
@faineg

Top Tweeters in G6:
@dev_topics
@h_vigilant
@hampshire67
@la_lettura
@sciencefocus
@moaimx
@astavrakoudis
@landa23
@themistoclea
@jcarlosjramirez

Top Tweeters in G7:
@financialtimes
@ft
@freakingcat
@fchasteland
@mekassab
@kevin_rudds_cat
@shrynne
@onlmaps
@jvrufinoinq
@miskaknapek

Top Tweeters in G8:
@ap
@iluvhorseracing
@dataandme
@abtran
@richarddmorey
@marianojavierd1
@kerry_benjamin1
@beepuluv
@straubingerdk
@dagh

Top Tweeters in G9:
@robert_we
@stimmeonline
@jpattiss
@fubits
@oliverdasgupta
@sfkeller
@saimalkan
@karlsruher
@wiederkehra
@jangeorgplavec

Top Tweeters in G10:
@idrc_crdi
@pinardag
@okhayyam
@mert_yasar
@arastiriyorum
@ildenn
@burakkdemirbas
@aptalist_
@bkrsln
@pi_zero_pi