#ddj, Twitter, 1/14/2019 9:53:15 PM, 181939


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#ddj_2019-01-14_13-43-33.xlsx
#ddj_2019-01-14_13-43-33.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 14, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2TJhD7s
@gijn
@albertocairo
@ddjournalism
@destatis
@funkeinteraktiv
@sz
@gijnru
@paulbradshaw
@dennynews
@pinardag

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

Description:
Description
The graph represents a network of 745 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 21:44 UTC.

The requested date range was from Monday, 07 January 2019 at 00:00 UTC through Monday, 14 January 2019 at 00:00 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 45-minute period from Monday, 07 January 2019 at 00:06 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 : 745
Unique Edges : 1068
Edges With Duplicates : 305
Total Edges : 1373
Self-Loops : 169
Reciprocated Vertex Pair Ratio : 0.0302171860245515
Reciprocated Edge Ratio : 0.0586617781851512
Connected Components : 61
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 506
Maximum Edges in a Connected Component : 994
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.518169
Graph Density : 0.00196831926102331
Modularity : 0.680418
NodeXL Version : 1.0.1.408

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://www.academia.edu/38092994/Veri_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Yeni_Medya_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Terimler_ve_Kavramlar_?source=swp_share
[10] https://informationisbeautiful.net/2018/announcing-the-world-data-visualization-prize-a-40k-dataviz-challenge/
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[9] https://projekte.sueddeutsche.de/artikel/wirtschaft/miete-wohnen-in-der-krise-e687627/
[6] https://twitter.com/gijn/status/1082352684156534784
[6] https://www.destatis.de/DE/PresseService/Presse/Pressemitteilungen/2019/01/PD19_006_p001.html

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://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[3] https://gijn.org/2019/01/11/document-of-the-day-visual-vocabulary/
[2] https://www.dw.com/en/dw-akademie/dataship/s-46570656
[2] https://www.datasciencecentral.com/video/building-a-compelling-argument-with-data
[2] https://ijnet.org/en/opportunity/data-journalism-contest-accepting-entries-worldwide
[1] https://medium.com/@haddadme/my-10-key-takeaways-from-the-new-data-journalism-handbook-553e1814f0fb
[1] https://twitter.com/gijn/status/1082352684156534784
[1] https://www.academia.edu/38092994/Veri_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Yeni_Medya_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Terimler_ve_Kavramlar_?source=swp_share
[1] https://twitter.com/datatheism/status/1082924399026683904

Top URLs in Tweet in G2:
[5] https://www.destatis.de/DE/PresseService/Presse/Pressemitteilungen/2019/01/PD19_006_p001.html
[5] http://jplusplus.org/en/#newsletter
[3] https://twitter.com/datenguide/status/1082236092059959296
[2] https://twitter.com/datentaeterin/status/1082238291985002496
[1] https://www-genesis.destatis.de/genesis/misc/GENESIS-Webservices_Einfuehrung.pdf
[1] https://github.com/cutterkom/destatiscleanr
[1] https://twitter.com/destatis/status/1082171037012377605
[1] https://twitter.com/funkeinteraktiv/status/1074937309844320258
[1] https://twitter.com/cutterkom/status/1082250714942971905
[1] https://twitter.com/sara__weber/status/1082338059428003842

Top URLs in Tweet in G3:
[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] https://projects.fivethirtyeight.com/redistricting-maps/
[4] http://cplusj.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/
[2] https://twitter.com/albertocairo/status/1080482396217266176
[1] https://projects.propublica.org/graphics/workers-compensation-benefits-by-limb

Top URLs in Tweet in G4:
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[9] https://www.academia.edu/38092994/Veri_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Yeni_Medya_S%C3%B6zl%C3%BC%C4%9F%C3%BC_Terimler_ve_Kavramlar_?source=swp_share
[5] https://twitter.com/gijn/status/1082352684156534784
[3] https://medium.com/@haddadme/my-10-key-takeaways-from-the-new-data-journalism-handbook-553e1814f0fb
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] https://twitter.com/mirkolorenz/status/1082276299362705408
[2] https://twitter.com/verikaynagi/status/1083725214163369984
[2] https://mailchi.mp/acbb3a87ec1c/voyd-veri-bulteni-11
[2] https://data.world/
[1] https://www.voyd.org.tr/tr/blog/189/voyd-khas-is-birliginde-veri-konferansi-2019

Top URLs in Tweet in G5:
[18] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/
[7] https://projekte.sueddeutsche.de/artikel/wirtschaft/miete-wohnen-in-der-krise-e687627/
[2] https://twitter.com/c_endt/status/1083754189401001984
[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/
[1] https://projekte.sueddeutsche.de/artikel/kultur/gender-wie-gleichberechtigt-sind-kinderbuecher-e970817/?autologin=true

Top URLs in Tweet in G6:
[2] https://twitter.com/halesowennews/status/1083317888017141765
[1] https://www.bbc.co.uk/news/uk-46364689
[1] https://medium.com/behind-local-news-uk/new-data-and-investigation-appointments-at-jpimedia-414fdd48eeec
[1] https://twitter.com/bevthenewsgirl/status/1083320446660034560
[1] https://twitter.com/Russell__Smith/status/1083315375641645056
[1] https://twitter.com/C_AguilarGarcia/status/1082564707054178305
[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

Top URLs in Tweet in G7:
[1] http://www.scicar.de
[1] http://www.thefunctionalart.com/2019/01/new-book-coming-in-fall-new-public-talk.html
[1] https://projects.fivethirtyeight.com/redistricting-maps/
[1] https://www.datacamp.com/courses/communicating-with-data-in-the-tidyverse
[1] https://twitter.com/ndiakopoulos/status/1083422701027500032

Top URLs in Tweet in G8:
[1] https://www.a24.com/actualidad/mapa-delito-zonas-ciudad-mayor-cantidad-episodios-ultimos-anos-01092019_SJcHHtGz4
[1] https://www.a24.com/poder/ano-electoral-mundo-vota-provincia-01112019_HkDHD1VzN

Top URLs in Tweet in G9:
[1] https://twitter.com/gijn/status/1081287657865531392
[1] https://hackastory.com/the-40-best-digital-stories-of-2018-listed-for-you-by-hackastory/
[1] https://opportunities.codeforafrica.org/2018/12/06/data-wrangler-and-trainer-cape-town/
[1] https://www.icfj.org/news/app-helping-save-lives-young-men-south-africas-eastern-cape?platform=hootsuite

Top URLs in Tweet in G10:
[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 Domains
Top Domains in Tweet in Entire Graph:
[59] twitter.com
[39] gijn.org
[31] sueddeutsche.de
[27] thefunctionalart.com
[23] herodote.net
[17] mailchi.mp
[14] verigazeteciligi.com
[13] wikipedia.org
[12] instagram.com
[12] dokuz8haber.net

Top Domains in Tweet in G1:
[33] gijn.org
[3] twitter.com
[3] datajournalismawards.org
[3] ijnet.org
[2] medium.com
[2] dw.com
[2] datasciencecentral.com
[1] academia.edu
[1] pewsocialtrends.org
[1] datajournalismhandbook.org

Top Domains in Tweet in G2:
[10] twitter.com
[6] destatis.de
[5] jplusplus.org
[1] github.com
[1] datawrapper.de
[1] niemanlab.org

Top Domains in Tweet in G3:
[25] thefunctionalart.com
[10] informationisbeautiful.net
[10] worldgovernmentsummit.org
[7] cplusj.org
[6] twitter.com
[4] fivethirtyeight.com
[4] datastories.pk
[4] gijn.org
[3] itam.mx
[1] propublica.org

Top Domains in Tweet in G4:
[17] twitter.com
[13] mailchi.mp
[9] academia.edu
[5] medium.com
[4] org.tr
[3] verigazeteciligi.com
[2] cornell.edu
[2] google.com
[2] data.world
[2] opensemanticsearch.org

Top Domains in Tweet in G5:
[27] sueddeutsche.de
[2] twitter.com
[1] gijn.org

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

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

Top Domains in Tweet in G8:
[2] a24.com

Top Domains in Tweet in G9:
[1] twitter.com
[1] hackastory.com
[1] codeforafrica.org
[1] icfj.org

Top Domains in Tweet in G10:
[2] applytojob.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[555] ddj
[142] dataviz
[90] data
[60] api
[54] journalism
[50] datenbank
[49] infographics
[45] vg
[37] datajournalism
[27] verihaberciliği



Top Hashtags in Tweet in G1:
[81] ddj
[22] data
[16] journalism
[8] dataviz
[5] machinelearning
[3] datajournalism
[3] fellowship
[3] vg
[3] документдня
[2] gijc19

Top Hashtags in Tweet in G2:
[57] api
[47] datenbank
[30] ddj
[9] opendata
[1] dataviz
[1] data
[1] journalism
[1] fellowship
[1] datavis

Top Hashtags in Tweet in G3:
[75] ddj
[56] dataviz
[36] infographics
[12] miami
[8] dataliteracy
[8] datajournalism
[6] data
[5] storytellingwithdata
[3] csv
[3] journalists

Top Hashtags in Tweet in G4:
[73] ddj
[30] vg
[26] dataviz
[21] journalism
[18] data
[16] datajournalism
[15] opensource
[14] fellowship
[14] verigazeteciliäÿi
[12] ai

Top Hashtags in Tweet in G5:
[35] ddj
[6] meinemiete
[1] scicar19
[1] datenbank
[1] api
[1] yess
[1] anotherstep
[1] gender

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

Top Hashtags in Tweet in G7:
[12] ddj
[8] scicar19
[5] datahandbook
[4] dataviz
[3] rstats
[2] python
[2] datenbank
[2] api
[1] followerpower
[1] car

Top Hashtags in Tweet in G8:
[2] dataviz
[2] ddj

Top Hashtags in Tweet in G9:
[11] jobalert
[7] journalism
[6] data
[6] whatmediasupto
[6] dataviz
[4] ddj
[2] ezolwaluko
[1] visualization
[1] digitalstorytelling
[1] datajournalism

Top Hashtags in Tweet in G10:
[23] data
[23] analytics
[1] dataviz
[1] ddj
[1] jobs
[1] rstats
[1] python

Top Words
Top Words in Tweet in Entire Graph:
[529] Words in Sentiment List#1: Positive
[246] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[18888] Non-categorized Words
[19663] Total Words
[539] ddj
[326] data
[152] dataviz
[145] journalism
[135] new

Top Words in Tweet in G1:
[81] ddj
[57] data
[40] 10
[40] journalism
[36] gijn
[35] top
[20] t
[18] 2018
[18] в
[17] s

Top Words in Tweet in G2:
[66] api
[60] destatis
[49] zur
[47] datenbank
[47] genesis
[47] online
[47] weiternutzung
[47] maschinenlesbaren
[47] daten
[47] steht

Top Words in Tweet in G3:
[66] dataviz
[61] ddj
[60] albertocairo
[53] new
[46] infographics
[41] data
[28] public
[27] book
[26] coming
[26] fall

Top Words in Tweet in G4:
[72] ddj
[63] veri
[58] data
[37] ã
[35] voyd
[31] voydorg
[31] ddjournalism
[30] vg
[29] pinardag
[28] new

Top Words in Tweet in G5:
[43] bücher
[38] sz
[35] ddj
[24] datenrecherche
[22] eine
[22] blaue
[22] kinderliteratur
[21] rosa
[21] gleichberechtigt
[21] geht

Top Words in Tweet in G6:
[12] great
[11] looking
[11] ddj
[11] clairejwilde
[9] sdu
[8] petesherlock79
[8] stalking
[6] two
[6] new
[6] jobs

Top Words in Tweet in G7:
[16] data
[11] ddj
[10] 2019
[10] journalism
[9] â
[8] patrickstotz
[8] scicar19
[8] conferece
[8] 9th
[8] 11th

Top Words in Tweet in G8:
[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 G9:
[23] data
[22] code4africa
[22] part
[13] journalism
[12] best
[11] jobalert
[11] cape
[11] town
[11] looking
[11] time

Top Words in Tweet in G10:
[47] data
[23] thoughtful
[23] creative
[23] smart
[23] person
[23] join
[23] growing
[23] analytics
[23] team
[23] new

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[86] data,journalism
[51] genesis,online
[50] datenbank,genesis
[50] online,zur
[50] zur,weiternutzung
[50] weiternutzung,maschinenlesbaren
[50] maschinenlesbaren,daten
[50] daten,steht
[50] steht,api
[50] api,ab

Top Word Pairs in Tweet in G1:
[32] 10,ddj
[31] data,journalism
[26] top,10
[12] на,gijn
[12] https,t
[12] t,co
[11] eng,https
[10] 21,chapters
[10] journalism,handbook
[10] handbook,2

Top Word Pairs in Tweet in G2:
[47] datenbank,genesis
[47] genesis,online
[47] online,zur
[47] zur,weiternutzung
[47] weiternutzung,maschinenlesbaren
[47] maschinenlesbaren,daten
[47] daten,steht
[47] steht,api
[47] api,ab
[47] ab,sofort

Top Word Pairs in Tweet in G3:
[36] 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 G4:
[25] ddj,vg
[20] data,journalism
[15] intimidated,data
[15] data,spreadsheets
[15] spreadsheets,branthouston
[15] branthouston,released
[15] released,new
[15] new,book
[15] book,help
[15] help,beginners

Top Word Pairs in Tweet in G5:
[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 G6:
[6] two,great
[6] great,new
[6] new,jobs
[6] jobs,announced
[6] announced,jpimedialtd
[6] jpimedialtd,congrats
[6] congrats,clairejwilde
[6] clairejwilde,former
[6] former,sdu
[6] sdu,secondee

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:
[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 G9:
[12] data,journalism
[11] jobalert,cape
[11] cape,town
[11] code4africa,looking
[11] looking,part
[11] part,time
[11] time,data
[11] data,wrangler
[11] wrangler,trainer
[11] trainer,part

Top Word Pairs in Tweet in G10:
[23] thoughtful,creative
[23] creative,smart
[23] smart,data
[23] data,person
[23] person,join
[23] join,growing
[23] growing,analytics
[23] analytics,team
[23] team,new
[23] new,york

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

Top Mentioned in G1:
@gijn
@geninnovate
@ddjournalism
@gijnafrica
@storyben
@edhnoticias
@onyilam
@webk1d
@pewresearch
@bbcengland

Top Mentioned in G2:
@destatis
@datentaeterin
@stirnerheidi
@jplusplus_
@simondhaas
@ddj_bw
@funkeinteraktiv
@mirkolorenz
@cutterkom
@datenguide

Top Mentioned in G3:
@albertocairo
@wwnorton
@infobe
@fivethirtyeight
@itam_mx
@datastoriespk1
@khalid_khattak
@simon_huwiler
@propublica
@funkeinteraktiv

Top Mentioned in G4:
@voydorg
@ddjournalism
@pinardag
@branthouston
@gijn
@dw_akademie
@academia
@opensemsearch
@semakahriman
@dagmedyaveri

Top Mentioned in G5:
@sz
@gijn
@jaschensky
@ffriesecke
@susi_held
@graph_zahl
@c_endt
@datentaeterin
@scicar17ff
@destatis

Top Mentioned in G6:
@clairejwilde
@petesherlock79
@jpimedialtd
@bevthenewsgirl
@dennynews
@aimeestanton4
@alexjrshaw
@jomorrisecho
@shanadeitv

Top Mentioned in G7:
@patrickstotz
@scicar17ff
@ddjournalism
@spiegel_data
@br_data
@chelm
@spiegelonline
@ndi
@grssnbchr
@marcelpauly

Top Mentioned in G8:
@igncferreiro
@pogginico
@a24com
@bagobabierto

Top Mentioned in G9:
@code4africa
@mdiforg
@malaysiakini
@hackastory
@kuan
@kuangkeng
@gijn

Top Mentioned in G10:
@rockefellerfdn

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

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

Top Tweeters in G2:
@wirtschaftde
@liese_mueller
@presroi
@renehesse
@victor5679
@genius_play_u
@thomasg77
@vorsprach
@ahzf
@dresden_forscht

Top Tweeters in G3:
@marypcbuk
@digiphile
@albertocairo
@fivethirtyeight
@propublica
@gersonlmartins
@lynngr
@0mgould
@akntov
@diegokuonen

Top Tweeters in G4:
@machinelearn_d
@bbbcccnnn
@margymaclibrary
@aksigalaksi_
@mutlu1973
@aykut_ibrisim
@luissantos
@cuevaspato
@marymaryw
@pinardag

Top Tweeters in G5:
@3mausimhaus
@sz
@fr_schreibseele
@feldomma
@luciakal
@bruchmannjens
@textkoch
@juliliest
@remrow
@c_endt

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

Top Tweeters in G7:
@spiegelonline
@indeadline
@followerpowerrt
@noupside
@lawlbang
@dvdgrs
@cartocalypse
@ndiakopoulos
@ndi
@towcenter

Top Tweeters in G8:
@marcocostavalue
@sanzio_rafa
@mabalicia
@sambbag
@negritadekilmes
@elmalaguero
@a24com
@makitucuman
@luucgomez
@lucianitagrunge

Top Tweeters in G9:
@malaysiakini
@belindamosessa
@sir_augustin
@admire2mare
@ahbou_
@patburd
@bayoakinloye
@matthewbuckland
@icfjknight
@enkayfreda

Top Tweeters in G10:
@pcdnetwork
@scilib
@adaptivetoolbox
@rockefellerfdn
@tkb
@kapchanga
@siwapiwe_m
@ushahidi
@rakeshrajani
@possibilitiez


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