#ddj, Twitter, 1/14/2019 3:00:50 AM, 181838


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#ddj_2019-01-13_18-48-09.xlsx
#ddj_2019-01-13_18-48-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2D6sbrJ
@gijn
@albertocairo
@gijnru
@sz
@paulbradshaw
@dennynews
@ddjournalism
@petesherlock79
@funkeinteraktiv
@jaschensky

Top hashtags:
#ddj
#dataviz
#data
#infographics
#journalism
#verihaberciliği
#vg
#analytics
#datajournalism

Description:
Description
The graph represents a network of 601 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, 14 January 2019 at 02:48 UTC.

The requested start date was Monday, 14 January 2019 at 01:01 UTC and the maximum number of days (going backward) was 6.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 22-hour, 26-minute period from Tuesday, 08 January 2019 at 01:25 UTC to Sunday, 13 January 2019 at 23:52 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 : 601
Unique Edges : 837
Edges With Duplicates : 235
Total Edges : 1072
Number of Edge Types : 3
Tweet : 141
Mentions : 920
Replies to : 11
Self-Loops : 141
Reciprocated Vertex Pair Ratio : 0.0378973105134474
Reciprocated Edge Ratio : 0.0730270906949352
Connected Components : 55
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 335
Maximum Edges in a Connected Component : 669
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.316061
Graph Density : 0.00235440931780366
Modularity : 0.695063
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[32] https://gijn.org/2019/01/10/gijns-data-journalism-top-10-el-salvadors-corpses-searching-for-women-merging-data/
[27] http://www.thefunctionalart.com/2019/01/new-book-coming-in-fall-new-public-talk.html
[20] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[11] https://wdvp.worldgovernmentsummit.org/
[10] https://informationisbeautiful.net/2018/announcing-the-world-data-visualization-prize-a-40k-dataviz-challenge/
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[8] https://projekte.sueddeutsche.de/artikel/wirtschaft/miete-wohnen-in-der-krise-e687627/
[6] https://twitter.com/gijn/status/1082352684156534784
[5] http://jplusplus.org/en/#newsletter
[4] http://www.datastories.pk/17-key-traits-of-data-literacy-explained/

Top URLs in Tweet in G1:
[29] https://gijn.org/2019/01/10/gijns-data-journalism-top-10-el-salvadors-corpses-searching-for-women-merging-data/
[3] https://gijn.org/2019/01/11/document-of-the-day-visual-vocabulary/
[2] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[2] https://www.dw.com/en/dw-akademie/dataship/s-46570656
[2] https://www.datasciencecentral.com/video/building-a-compelling-argument-with-data
[1] https://graphics.reuters.com/YEAREND-2018/010081R1358/index.html
[1] https://infogram.com/blog/best-infogram-projects-2018/
[1] https://medium.com/@Infogram/enjoy-the-20-best-data-visualizations-of-2018-23a3691f7a90
[1] https://ijnet.org/ru/story/%D1%81%D0%B0%D0%BC%D1%8B%D0%B5-%D0%B8%D0%BD%D1%82%D0%B5%D1%80%D0%B5%D1%81%D0%BD%D1%8B%D0%B5-%D0%B6%D1%83%D1%80%D0%BD%D0%B0%D0%BB%D0%B8%D1%81%D1%82%D1%81%D0%BA%D0%B8%D0%B5-%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D1%8B-2018-%D0%B3%D0%BE%D0%B4%D0%B0
[1] http://www.eldiariodehoy.com/investigacion/101226/homicidio-la-principal-causa-de-muerte-de-los-cuerpos-repatriados/

Top URLs in Tweet in G2:
[25] http://www.thefunctionalart.com/2019/01/new-book-coming-in-fall-new-public-talk.html
[10] https://informationisbeautiful.net/2018/announcing-the-world-data-visualization-prize-a-40k-dataviz-challenge/
[10] https://wdvp.worldgovernmentsummit.org/
[4] http://www.datastories.pk/17-key-traits-of-data-literacy-explained/
[3] http://eventos.itam.mx/es/evento/conferencia-visualizacion-para-la-comunicacion-transmitiendo-datos-con-graficas-y-mapas
[3] https://gijn.org/2019/01/10/gijns-data-journalism-top-10-el-salvadors-corpses-searching-for-women-merging-data/
[1] http://cplusj.org
[1] http://cplusj.org/attending
[1] https://twitter.com/wisevis/status/1083375719072313344
[1] http://dataremixed.com/2019/01/17-key-traits-of-data-literacy/

Top URLs in Tweet in G3:
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[6] https://twitter.com/gijn/status/1082352684156534784
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] https://twitter.com/verikaynagi/status/1083725214163369984
[2] https://data.world/
[1] https://twitter.com/utknightcenter/status/1081226273840599040
[1] https://twitter.com/voydorg/status/1082556431247785984
[1] https://twitter.com/voydorg/status/1082909973363994624
[1] https://twitter.com/jplusplus_/status/1082984845075202048
[1] https://datavizcatalogue.com/TR/

Top URLs in Tweet in G4:
[18] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[6] https://projekte.sueddeutsche.de/artikel/wirtschaft/miete-wohnen-in-der-krise-e687627/
[1] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/?autologin=true
[1] https://twitter.com/funkeinteraktiv/status/1074937309844320258
[1] https://projekte.sueddeutsche.de/artikel/politik/die-afd-im-bundestag-e362724/
[1] https://gijn.org/2018/12/20/gijns-data-journalism-top-10-in-2018-visual-vocabulary-eclectic-visualization-google-dataset-search-laughing-in-parliament/

Top URLs in Tweet in G5:
[1] https://www.a24.com/poder/ano-electoral-mundo-vota-provincia-01112019_HkDHD1VzN
[1] https://www.a24.com/actualidad/mapa-delito-zonas-ciudad-mayor-cantidad-episodios-ultimos-anos-01092019_SJcHHtGz4

Top URLs in Tweet in G6:
[2] https://twitter.com/halesowennews/status/1083317888017141765
[1] https://www.scotsman.com/news/politics/scottish-households-face-confusing-postcode-lottery-for-bulky-uplifts-1-4854250
[1] https://twitter.com/halesowennews/status/1083318010377576448
[1] https://www.bbc.co.uk/news/uk-46364689
[1] https://twitter.com/bevthenewsgirl/status/1083320446660034560
[1] https://twitter.com/C_AguilarGarcia/status/1082564707054178305
[1] https://medium.com/behind-local-news-uk/new-data-and-investigation-appointments-at-jpimedia-414fdd48eeec
[1] https://twitter.com/Russell__Smith/status/1083315375641645056

Top URLs in Tweet in G7:
[2] https://twitter.com/c_endt/status/1083754189401001984
[1] http://www.thefunctionalart.com/2019/01/new-book-coming-in-fall-new-public-talk.html
[1] https://twitter.com/ndiakopoulos/status/1083422701027500032
[1] http://www.scicar.de

Top URLs in Tweet in G8:
[1] https://therockefellerfoundation.applytojob.com/apply/fD2KbITlsQ/Data-Scientist-Analytics?source=Personal+social+media+++network+(Tariq,+Evan+and+Zia)
[1] https://therockefellerfoundation.applytojob.com/apply/cr9waPiLn8/Data-Scientist-Visualization?source=Personal+social+media+%2B+network+%28Tariq%2C+Evan+and+Zia%29

Top URLs in Tweet in G9:
[4] http://www.dokuz8haber.net/dokuz8/verilerle-twitterda-2018-gectigimiz-yil-twitter-gundemini-spor-televizyon-ve-siyaset-belirledi/
[4] http://www.dokuz8haber.net/ekonomi/verilerle-sosyal-devlet-vatandasin-sirti-bosta-gelir-adaletsizligi-carpici-boyutta/
[2] http://www.dokuz8haber.net/toplum-yasam/verilerle-turkiyede-babalik-babalarin-%C2%91i-cocugun-bakiminda-anne-birincil-sorumlu-diyor/
[2] http://www.dokuz8haber.net/toplum-yasam/verilerle-turkiyede-babalik-babalarin-%91i-cocugun-bakiminda-anne-birincil-sorumlu-diyor/

Top URLs in Tweet in G10:
[3] https://2019.troa.fr/galerie
[2] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[2] https://www.teacherspayteachers.com/Product/Pink-Belt-Unit-1-of-4-Cracking-Characters-A-line-Sight-Words-3761131
[2] https://www.teacherspayteachers.com/Product/Dan-Dan-Japanese-Rotational-5-Posters-3117547
[2] https://www.teacherspayteachers.com/Product/Pink-Belt-Unit-1-of-4-Cracking-Characters-Hayai-Hiragana-3761117
[1] https://tcij.org/event/investigating-data-with-r/
[1] https://www.journaliststoolbox.org/2018/12/29/online_journalism/
[1] https://twitter.com/epimorphics/status/1083310456041820160
[1] https://www.instagram.com/p/Bsd0EffFhDV/?utm_source=ig_twitter_share&igshid=1m3cvmapicpa5
[1] https://twitter.com/ndiakopoulos/status/1083422701027500032

Top Domains
Top Domains in Tweet in Entire Graph:
[42] twitter.com
[37] gijn.org
[30] sueddeutsche.de
[27] thefunctionalart.com
[22] herodote.net
[15] mailchi.mp
[12] wikipedia.org
[12] dokuz8haber.net
[11] worldgovernmentsummit.org
[10] informationisbeautiful.net

Top Domains in Tweet in G1:
[32] gijn.org
[2] datajournalismawards.org
[2] dw.com
[2] ijnet.org
[2] twitter.com
[2] datasciencecentral.com
[1] reuters.com
[1] infogram.com
[1] medium.com
[1] eldiariodehoy.com

Top Domains in Tweet in G2:
[25] thefunctionalart.com
[10] informationisbeautiful.net
[10] worldgovernmentsummit.org
[4] datastories.pk
[4] gijn.org
[3] itam.mx
[2] cplusj.org
[1] twitter.com
[1] dataremixed.com
[1] nzzl.us

Top Domains in Tweet in G3:
[15] twitter.com
[11] mailchi.mp
[4] org.tr
[2] verigazeteciligi.com
[2] opensemanticsearch.org
[2] data.world
[1] datavizcatalogue.com
[1] python-graph-gallery.com
[1] cornell.edu
[1] microsoft.com

Top Domains in Tweet in G4:
[26] sueddeutsche.de
[1] twitter.com
[1] gijn.org

Top Domains in Tweet in G5:
[2] a24.com

Top Domains in Tweet in G6:
[6] twitter.com
[1] scotsman.com
[1] co.uk
[1] medium.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] thefunctionalart.com
[1] scicar.de

Top Domains in Tweet in G8:
[2] applytojob.com

Top Domains in Tweet in G9:
[12] dokuz8haber.net

Top Domains in Tweet in G10:
[8] instagram.com
[6] teacherspayteachers.com
[4] troa.fr
[3] twitter.com
[3] facebook.com
[2] sueddeutsche.de
[1] tcij.org
[1] journaliststoolbox.org
[1] storybench.org
[1] datajournalismawards.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[443] ddj
[100] dataviz
[79] data
[47] infographics
[43] journalism
[27] verihaberciliği
[25] vg
[24] analytics
[23] datajournalism
[20] machinelearning



Top Hashtags in Tweet in G1:
[71] ddj
[21] data
[15] journalism
[5] dataviz
[5] machinelearning
[3] документдня
[2] fellowship
[2] gijc19
[2] ifj19
[2] opensource

Top Hashtags in Tweet in G2:
[62] ddj
[48] dataviz
[34] infographics
[12] miami
[6] dataliteracy
[6] datajournalism
[5] storytellingwithdata
[3] cdmx
[3] data
[1] reportingwithnumbers

Top Hashtags in Tweet in G3:
[51] ddj
[20] journalism
[18] data
[15] vg
[15] opensource
[14] fellowship
[12] veribülteni
[12] ai
[12] machinelearning
[12] search

Top Hashtags in Tweet in G4:
[30] ddj
[5] meinemiete
[1] gender
[1] yess
[1] anotherstep

Top Hashtags in Tweet in G5:
[2] dataviz
[2] ddj

Top Hashtags in Tweet in G6:
[10] ddj
[1] datajournalism
[1] veganuary

Top Hashtags in Tweet in G7:
[8] scicar19
[7] ddj
[6] datahandbook
[2] dataviz
[1] miami
[1] infographics
[1] machinelearning
[1] ai
[1] algorithmicaccountability
[1] car

Top Hashtags in Tweet in G8:
[24] data
[24] analytics
[1] dataviz
[1] ddj
[1] jobs
[1] rstats
[1] python

Top Hashtags in Tweet in G9:
[32] ddj
[20] verihaberciliği
[12] dokuz8veri
[12] verihaberciliäÿi

Top Hashtags in Tweet in G10:
[30] ddj
[7] dj
[5] djlife
[4] radio
[4] webdesign
[4] illustration
[4] typography
[4] google
[3] dataviz
[3] radioshow

Top Words
Top Words in Tweet in Entire Graph:
[435] Words in Sentiment List#1: Positive
[150] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14808] Non-categorized Words
[15393] Total Words
[427] ddj
[264] data
[117] new
[112] journalism
[110] dataviz

Top Words in Tweet in G1:
[71] ddj
[46] data
[37] 10
[36] gijn
[34] journalism
[34] top
[20] t
[18] в
[17] 2018
[17] s

Top Words in Tweet in G2:
[58] dataviz
[54] albertocairo
[52] new
[48] ddj
[44] infographics
[31] data
[27] book
[27] 2019
[26] coming
[26] fall

Top Words in Tweet in G3:
[50] ddj
[45] veri
[44] data
[26] voyd
[25] voydorg
[22] journalism
[22] ddjournalism
[20] new
[19] ã
[18] pinardag

Top Words in Tweet in G4:
[43] bücher
[32] sz
[30] ddj
[24] datenrecherche
[22] blaue
[22] kinderliteratur
[22] eine
[21] rosa
[21] gleichberechtigt
[21] geht

Top Words in Tweet in G5:
[26] igncferreiro
[22] 5
[22] puntos
[22] ciudad
[22] donde
[22] repetitivamente
[22] suceden
[22] delitos
[22] acá
[22] unos

Top Words in Tweet in G6:
[12] great
[11] clairejwilde
[10] looking
[10] ddj
[9] sdu
[8] stalking
[7] petesherlock79
[6] anyone
[6] examples
[6] visualisations

Top Words in Tweet in G7:
[13] data
[10] journalism
[10] 2019
[8] scicar19
[8] conferece
[8] 9th
[8] 11th
[8] september
[8] science
[8] meets

Top Words in Tweet in G8:
[49] data
[24] thoughtful
[24] creative
[24] smart
[24] person
[24] join
[24] growing
[24] analytics
[24] team
[24] new

Top Words in Tweet in G9:
[32] ddj
[25] verilerle
[20] dokuz8haber
[20] verihaberciliği
[19] sosyal
[12] dokuz8veri
[12] haber
[12] merkezinden
[12] derledi
[12] verihaberciliäÿi

Top Words in Tweet in G10:
[30] ddj
[7] dj
[6] ðÿ
[5] dessins
[5] google
[4] radio
[4] jour
[4] vous
[4] aussi
[4] webdesign

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[64] data,journalism
[36] new,book
[36] dataviz,infographics
[34] 10,ddj
[32] top,10
[28] dataviz,ddj
[28] book,coming
[28] coming,fall
[28] new,public
[28] public,talk

Top Word Pairs in Tweet in G1:
[32] 10,ddj
[26] top,10
[25] data,journalism
[12] на,gijn
[12] https,t
[12] t,co
[11] eng,https
[9] в,топ
[9] топ,10
[9] co,dxs4zmsjro

Top Word Pairs in Tweet in G2:
[34] dataviz,infographics
[26] new,book
[26] book,coming
[26] coming,fall
[26] new,public
[26] public,talk
[26] talk,2019
[25] fall,wwnorton
[25] wwnorton,new
[25] 2019,dataviz

Top Word Pairs in Tweet in G3:
[19] data,journalism
[14] apply,dataship
[14] dataship,dw_akademie's
[14] dw_akademie's,data
[14] journalism,fellowship
[13] ddj,vg
[12] new,opensource
[11] exciting,machinelearning
[11] machinelearning,ai
[11] ai,sometimes

Top Word Pairs in Tweet in G4:
[24] sz,datenrecherche
[22] eine,sz
[21] blaue,bücher
[21] bücher,rosa
[21] rosa,bücher
[21] gleichberechtigt,geht
[21] geht,kinderliteratur
[21] kinderliteratur,eine
[20] bücher,gleichberechtigt
[20] datenrecherche,gibt

Top Word Pairs in Tweet in G5:
[22] 5,puntos
[22] puntos,ciudad
[22] ciudad,donde
[22] donde,repetitivamente
[22] repetitivamente,suceden
[22] suceden,delitos
[22] delitos,acá
[22] acá,unos
[22] unos,mapas
[22] mapas,entender

Top Word Pairs in Tweet in G6:
[6] anyone,examples
[6] examples,great
[6] great,looking
[6] looking,visualisations
[6] visualisations,data
[6] data,journalism
[6] journalism,stories
[6] stories,particularly
[6] particularly,general
[6] general,reader

Top Word Pairs in Tweet in G7:
[8] scicar19,conferece
[8] conferece,9th
[8] 9th,11th
[8] 11th,september
[8] september,2019
[8] 2019,science
[8] science,meets
[8] meets,computer
[8] computer,assisted
[8] assisted,journalism

Top Word Pairs in Tweet in G8:
[24] thoughtful,creative
[24] creative,smart
[24] smart,data
[24] data,person
[24] person,join
[24] join,growing
[24] growing,analytics
[24] analytics,team
[24] team,new
[24] new,york

Top Word Pairs in Tweet in G9:
[25] ddj,verilerle
[20] verihaberciliği,ddj
[12] dokuz8haber,verihaberciliği
[12] dokuz8veri,haber
[12] haber,merkezinden
[12] verihaberciliäÿi,ddj
[10] verilerle,sosyal
[10] sosyal,devlet
[9] verilerle,türkiye
[9] türkiye,babalık

Top Word Pairs in Tweet in G10:
[6] dj,ddj
[4] dessins,jour
[4] vous,aussi
[4] ddj,webdesign
[4] webdesign,illustration
[4] illustration,typography
[4] ddj,djlife
[3] aussi,vos
[3] vos,plus
[3] plus,belles

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@albertocairo
@sz
@ddjournalism
@wwnorton
@voydorg
@igncferreiro
@rockefellerfdn
@funkeinteraktiv
@dokuz8haber

Top Mentioned in G1:
@gijn
@geninnovate
@gijnafrica
@storyben
@edhnoticias
@webk1d
@pewresearch
@bbcengland
@funkeinteraktiv
@storybench

Top Mentioned in G2:
@albertocairo
@wwnorton
@infobe
@itam_mx
@datastoriespk1
@funkeinteraktiv
@gijnfr
@infobeautiful
@gijn
@nigelblue

Top Mentioned in G3:
@voydorg
@ddjournalism
@pinardag
@dw_akademie
@gijn
@branthouston
@opensemsearch
@semakahriman
@dagmedyaveri
@geninnovate

Top Mentioned in G4:
@sz
@susi_held
@ffriesecke
@datentaeterin
@gijn
@laclariux
@luisamneubauer
@thatmschneider
@luciakal
@jaschensky

Top Mentioned in G5:
@igncferreiro
@pogginico
@a24com
@bagobabierto

Top Mentioned in G6:
@clairejwilde
@petesherlock79
@jpimedialtd
@bevthenewsgirl
@dennynews
@lorna_hughes
@rharrabin
@c_aguilargarcia
@companieshouse

Top Mentioned in G7:
@scicar17ff
@ddjournalism
@spiegel_data
@br_data
@chelm
@spiegelonline
@patrickstotz
@ndi
@ndiakopoulos
@albertocairo

Top Mentioned in G8:
@rockefellerfdn

Top Mentioned in G9:
@dokuz8haber
@ramadura
@metinbelgesi
@rt_erdogan

Top Tweeters
Top Tweeters in Entire Graph:
@adrianat9735
@marcocostavalue
@nationalrailenq
@annoula64
@birmingham_live
@financialtimes
@pcdnetwork
@mjoehlerich
@ft
@lavenir_net

Top Tweeters in G1:
@nationalrailenq
@mjoehlerich
@ft
@bbcengland
@kirkdborne
@a_w_h_i_u
@bschorr
@pewresearch
@meduzaproject
@csrlagos

Top Tweeters in G2:
@marypcbuk
@albertocairo
@gersonlmartins
@lynngr
@0mgould
@akntov
@diegokuonen
@jmochicago
@irwin
@cunhares

Top Tweeters in G3:
@machinelearn_d
@bbbcccnnn
@margymaclibrary
@mutlu1973
@aykut_ibrisim
@luissantos
@marymaryw
@pinardag
@hoppitymalt
@oantuaf

Top Tweeters in G4:
@3mausimhaus
@sz
@fr_schreibseele
@feldomma
@danict89
@luciakal
@bruchmannjens
@textkoch
@juliliest
@june_and_august

Top Tweeters in G5:
@marcocostavalue
@sanzio_rafa
@mabalicia
@sambbag
@negritadekilmes
@elmalaguero
@a24com
@makitucuman
@luucgomez
@lucianitagrunge

Top Tweeters in G6:
@thescotsman
@jennifermjones
@seh
@richardkendall
@kath_thedetail
@dennynews
@mickeybeardmore
@chrisluv
@lorna_hughes
@alexhomer

Top Tweeters in G7:
@spiegelonline
@indeadline
@noupside
@dvdgrs
@ndiakopoulos
@ndi
@towcenter
@wpk_daily
@chelm
@marcelpauly

Top Tweeters in G8:
@pcdnetwork
@scilib
@adaptivetoolbox
@rockefellerfdn
@lawlbang
@tkb
@kapchanga
@siwapiwe_m
@ushahidi
@rakeshrajani

Top Tweeters in G9:
@konusurmusun
@dokuz8haber
@altug_isigan
@ivselsel
@ramadura
@cinarozyilmaz
@lermi1461
@ewrano
@denizozturk08
@thankyeew

Top Tweeters in G10:
@puntofisso
@wturtera
@judicioux
@mivesto
@journtoolbox
@archieizahazz
@smfrogers
@cijournalism
@hackette7
@gijnarabic


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