#ddj, Twitter, 1/7/2019 2:59:27 AM, 180979


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#ddj_2019-01-06_18-48-09.xlsx
#ddj_2019-01-06_18-48-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2TziQyd
@indeadline
@ddjournalism
@e2d3org
@onyilam
@jburnmurdoch
@albertocairo
@sdbernard
@gijn
@digiphile
@ashot_

Top hashtags:
#ddj
#dataviz
#data
#html5
#infographics
#e2d3
#excel
#d3js
#github
#datavizualization

Description:
Description
The graph represents a network of 493 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, 07 January 2019 at 02:48 UTC.

The requested start date was Monday, 07 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, 13-hour, 37-minute period from Tuesday, 01 January 2019 at 01:14 UTC to Sunday, 06 January 2019 at 14:51 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 : 493
Unique Edges : 678
Edges With Duplicates : 169
Total Edges : 847
Number of Edge Types : 3
Mentions : 709
Tweet : 131
Replies to : 7
Self-Loops : 131
Reciprocated Vertex Pair Ratio : 0.0135542168674699
Reciprocated Edge Ratio : 0.0267459138187221
Connected Components : 44
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 356
Maximum Edges in a Connected Component : 657
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.437297
Graph Density : 0.00277461699566286
Modularity : 0.717302
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://gijn.org/2018/12/27/the-25-best-data-visualizations-of-2018/
[9] https://www.datasciencecentral.com/video/building-a-compelling-argument-with-data
[8] http://cplusj.org/
[7] https://mailchi.mp/acbb3a87ec1c/voyd-veri-bulteni-11
[7] http://www.storybench.org/the-future-of-machine-learning-in-journalism/?utm_campaign=Data_Elixir&utm_medium=social
[7] http://www.storybench.org/the-future-of-machine-learning-in-journalism/
[7] https://funkeinteraktiv.github.io/geo-data-merger/
[6] https://github.com/BBC-Data-Unit/rail-fare-increases-2019
[6] https://channel9.msdn.com/Events/Machine-Learning-and-Data-Sciences-Conference/Data-Science-Summit-2016/MSDSS11?ocid=player
[5] 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 G1:
[1] http://www.pewsocialtrends.org/2018/12/17/gender-and-jobs-in-online-image-searches/

Top URLs in Tweet in G2:
[12] https://gijn.org/2018/12/27/the-25-best-data-visualizations-of-2018/
[4] https://gijn.org/2018/12/20/gijns-data-journalism-top-10-in-2018-visual-vocabulary-eclectic-visualization-google-dataset-search-laughing-in-parliament/
[3] https://www.bastamag.net/Ces-multi-proprietaires-qui-engrangent-des-centaines-de-milliers-d-euros-grace
[2] https://docs.google.com/spreadsheets/d/1NyFwwo7xH193LHBDYXtK_P4HZC30W_AL3eBvBYgPqsY/edit
[2] http://www.niemanlab.org/2018/12/data-journalism-becomes-a-global-field/
[1] https://www.icij.org/blog/2018/08/nine-essential-tools-from-icijs-data-journalism-and-programming-experts/
[1] https://gijn.org/2018/08/29/10-herramientas-de-investigacion-de-las-que-probablemente-no-habias-escuchado/
[1] https://www.ire.org/awards/ire-awards/faq/
[1] https://medium.com/we-are-colorblind/designing-with-the-colorblind-in-mind-will-improve-your-design-for-everyone-5c25ecfcde64
[1] https://docs.google.com/forms/d/e/1FAIpQLSeDcm9j3rLwyY-zoQJlIndAeTgmgtO_y8LRONAkDqtGbyoZCw/viewform?usp=send_form

Top URLs in Tweet in G3:
[2] https://subscribe.ft.com/barrier/logic?location=https%3A%2F%2Fig.ft.com%2Findia-pollution%2F&referer=&classification=conditional_standard
[2] https://www.ft.com/content/db675edc-c7f2-11e8-86e6-19f5b7134d1c
[1] https://s.e2d3.org/9f39574/44136fa/a1b61dcd1396b1c0cf2d12ca7eb97e25
[1] https://www.ft.com/content/82ca2e3c-6369-11e8-90c2-9563a0613e56
[1] https://subscribe.ft.com/barrier/logic?location=https%3A%2F%2Fig.ft.com%2Fchina-pollution%2F&referer=&classification=conditional_standard
[1] https://www.ft.com/content/9c2b9d92-a45b-11e8-8ecf-a7ae1beff35b

Top URLs in Tweet in G4:
[2] https://www.leicestermercury.co.uk/news/leicester-news/leicester-named-best-connected-english-2381927
[2] https://link.medium.com/KhKQeDgWaT
[2] https://twitter.com/maartenzam/status/1079673416884645888
[1] https://www.chroniclelive.co.uk/news/north-east-news/revealed-easiest-hardest-places-pass-15629089
[1] https://www.gov.uk/government/collections/driving-tests-and-instructors-statistics#data-by-driving-test-centre
[1] https://www.gov.uk/government/statistical-data-sets/journey-time-statistics-data-tables-jts
[1] https://twitter.com/getleics/status/1080491064253911040
[1] https://twitter.com/guardiannews/status/1079688782486687745
[1] https://gijn.org/2018/12/27/the-25-best-data-visualizations-of-2018/
[1] https://twitter.com/haddadme/status/1079755987119001600

Top URLs in Tweet in G5:
[8] http://cplusj.org/
[6] https://channel9.msdn.com/Events/Machine-Learning-and-Data-Sciences-Conference/Data-Science-Summit-2016/MSDSS11?ocid=player
[3] http://cplusj.org/program
[1] http://cplusj.org/attending
[1] http://ccs.miami.edu/cj-registration
[1] http://www.niemanlab.org/2018/12/i-went-to-node-js-because-i-wished-to-live-deliberately/

Top URLs in Tweet in G6:
[3] http://www.verigazeteciligi.com/datalab-veriyi-iyi-anlamayi-saglayan-etkilesimli-arac/
[2] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[2] https://datajournalismawards.org/register/?utm_source=DJA+media+partners&utm_campaign=83b71e416c-EMAIL_CAMPAIGN_2017_11_17_COPY_01&utm_medium=email&utm_term=0_fa9d1ade60-83b71e416c-
[2] http://www.verigazeteciligi.com/mapshaper-harita-verilerini-duzenler/
[2] http://www.verigazeteciligi.com/2019-veri-gazeteciligi-odulleri-icin-basvurular-alinmaya-basladi/
[1] https://infogram.com/blog/best-infogram-projects-2018/
[1] https://infogram.com/misinformation-and-fake-news-1hnp27vxldny2gq?live
[1] http://www.verigazeteciligi.com/yolsuzlugun-sistem-oldugu-ulkede-veri-gazeteciligi-ornekleri/
[1] http://www.verigazeteciligi.com/akademisyen-lisansustu-ogrencilerine-yonelik-disiplinler-arasi-butunlestirilmis-egitim-r-programlama-dili-ile-veri-analizi/
[1] https://datajournalismawards.org/register/?utm_source=DJA+media+partners&utm_campaign=83b71e416c-EMAIL_CAMPAIGN_2017_11_17_COPY_01

Top URLs in Tweet in G7:
[1] http://towcenter.org/blog/debugging-the-backlash-to-data-journalism/
[1] https://twitter.com/jayrosen_nyu/status/1081393397355737088
[1] https://twitter.com/dataeditor/status/1080497467882385408
[1] https://twitter.com/maryjowebster/status/1080831051981877249?s=21
[1] http://www.niemanlab.org/2019/01/data-journalism-goes-undercover/

Top URLs in Tweet in G8:
[3] https://twitter.com/haddadme/status/1079755987119001600
[2] http://www.eldiariodehoy.com/investigacion/96700/cada-dia-13-mujeres-son-victimas-de-violencia-sexual-en-el-salvador/
[2] http://www.eldiariodehoy.com/investigacion/101226/homicidio-la-principal-causa-de-muerte-de-los-cuerpos-repatriados/
[2] https://twitter.com/EDHNoticias/status/1080528543162003456
[1] http://www.eldiariodehoy.com/investigacion/101232/familias-salvadorenas-pagan-hasta-14000-por-repatriar-los-cuerpos-de-sus-muertos-en-el-extranjero/
[1] http://especiales.eldiariodehoy.com/2018/drogas/index.php
[1] http://www.eldiariodehoy.com/noticias/87059/mas-de-30-casos-desatendidos-por-semana-si-no-eligen-sala-de-lo-constitucional/
[1] https://flourish.studio/
[1] https://www.elsalvador.com/noticias/nacional/554427/cientos-de-migrantes-salvadorenos-mueren-cada-ano-rumbo-a-ee-uu/
[1] https://m.elsalvador.com/noticias/489919/huyo-de-las-pandillas-pero-no-le-dieron-refugio/

Top URLs in Tweet in G9:
[9] https://www.datasciencecentral.com/video/building-a-compelling-argument-with-data
[1] https://datajournalismhandbook.org/
[1] https://datajournalismhandbook.org/handbook/one
[1] https://twitter.com/KirkDBorne/status/1081774741462138880

Top URLs in Tweet in G10:
[7] http://www.storybench.org/the-future-of-machine-learning-in-journalism/
[6] http://www.storybench.org/the-future-of-machine-learning-in-journalism/?utm_campaign=Data_Elixir&utm_medium=social
[2] https://medium.com/@jeffykao/more-than-a-million-pro-repeal-net-neutrality-comments-were-likely-faked-e9f0e3ed36a6?source=userActivityShare-c032a1e0acf6-1511533638&utm_content=buffer6c5e8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[29] twitter.com
[29] herodote.net
[19] gijn.org
[15] instagram.com
[14] wikipedia.org
[14] storybench.org
[12] cplusj.org
[11] mailchi.mp
[11] trib.al
[9] datasciencecentral.com

Top Domains in Tweet in G1:
[1] pewsocialtrends.org

Top Domains in Tweet in G2:
[17] gijn.org
[3] google.com
[3] bastamag.net
[3] niemanlab.org
[2] medium.com
[1] icij.org
[1] ire.org
[1] cornell.edu
[1] mailchi.mp
[1] prnewswire.com

Top Domains in Tweet in G3:
[7] ft.com
[1] e2d3.org

Top Domains in Tweet in G4:
[8] twitter.com
[3] co.uk
[2] gov.uk
[2] gijn.org
[2] medium.com
[1] github.com
[1] tandfonline.com
[1] economist.com

Top Domains in Tweet in G5:
[12] cplusj.org
[6] msdn.com
[1] miami.edu
[1] niemanlab.org

Top Domains in Tweet in G6:
[9] verigazeteciligi.com
[5] datajournalismawards.org
[2] infogram.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] towcenter.org
[1] niemanlab.org

Top Domains in Tweet in G8:
[8] twitter.com
[7] eldiariodehoy.com
[2] elsalvador.com
[1] flourish.studio

Top Domains in Tweet in G9:
[9] datasciencecentral.com
[2] datajournalismhandbook.org
[1] twitter.com

Top Domains in Tweet in G10:
[13] storybench.org
[2] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[299] ddj
[130] dataviz
[64] data
[61] html5
[54] infographics
[52] e2d3
[52] excel
[52] d3js
[52] github
[52] datavizualization



Top Hashtags in Tweet in G1:
[1] ddj

Top Hashtags in Tweet in G2:
[31] ddj
[17] maps
[15] dataviz
[8] data
[7] datajournalism
[4] migrations
[4] journalism
[3] charts
[2] periodismo
[2] инфорассылка

Top Hashtags in Tweet in G3:
[50] html5
[45] dataviz
[41] e2d3
[41] excel
[41] d3js
[41] github
[41] data
[41] datavizualization
[41] javascript
[41] infographics

Top Hashtags in Tweet in G4:
[33] ddj
[10] dataviz
[4] opendata
[3] transportdata
[2] maps
[2] datavis
[2] datavisualization
[1] drivingtests
[1] doingmediadifferently
[1] minimumwage

Top Hashtags in Tweet in G5:
[8] datajournalism
[5] ddj
[3] dataviz
[1] cj
[1] infographics
[1] vizualization
[1] newyear

Top Hashtags in Tweet in G6:
[16] ddj
[11] datajournalismawards
[10] dataviz
[9] vg
[7] verihaberciliği
[5] tool
[3] araç
[2] map
[2] harita
[2] verigazeteciliği

Top Hashtags in Tweet in G7:
[4] ddj

Top Hashtags in Tweet in G8:
[24] ddj
[2] metoomovement
[2] datajournalism
[2] migrantcaravan
[1] feliz2019
[1] dataviz
[1] opendata

Top Hashtags in Tweet in G9:
[10] bigdata
[10] datascience
[10] datastorytelling
[10] dataliteracy
[9] abdsc
[4] dataviz
[3] datajournalism
[3] ddj
[3] e2d3
[3] excel

Top Hashtags in Tweet in G10:
[8] ddj
[6] machinelearning
[2] netneutrality
[1] e2d3
[1] excel
[1] dataviz
[1] d3js
[1] github
[1] data
[1] datavizualization

Top Words
Top Words in Tweet in Entire Graph:
[513] Words in Sentiment List#1: Positive
[141] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[12073] Non-categorized Words
[12727] Total Words
[299] ddj
[179] data
[132] dataviz
[110] excel
[94] journalism

Top Words in Tweet in G1:
[66] image
[65] brilliant
[65] work
[65] onyilam
[65] co
[65] found
[65] women
[65] under
[65] represented
[65] google

Top Words in Tweet in G2:
[40] ddjournalism
[38] data
[31] ddj
[28] journalism
[22] 2018
[18] provides
[18] maps
[17] map
[17] entirely
[17] objective

Top Words in Tweet in G3:
[82] excel
[50] html5
[45] dataviz
[44] data
[41] e2d3
[41] add
[41] d3js
[41] github
[41] datavizualization
[41] javascript

Top Words in Tweet in G4:
[33] ddj
[21] year
[10] dataviz
[9] data
[8] time
[8] new
[7] article
[6] fantastic
[6] beginning
[6] fascinating

Top Words in Tweet in G5:
[21] albertocairo
[10] computation
[10] journalism
[10] symposium
[8] one
[8] month
[8] feb
[8] 1
[8] 2
[8] register

Top Words in Tweet in G6:
[16] ddj
[15] ve
[12] geninnovate
[11] datajournalismawards
[10] dataviz
[10] dagmedyaveri
[10] veri
[9] 2019
[9] vg
[7] data

Top Words in Tweet in G7:
[15] journalism
[12] data
[10] digiphile
[8] reminder
[8] folks
[8] media
[8] thinks
[8] statistical
[8] modeling
[8] natesilver538

Top Words in Tweet in G8:
[24] ddj
[6] evaconstantaras
[6] data_focus
[6] 2018
[5] año
[5] 2019
[5] más
[5] sabes
[5] salvadoreños
[5] murieron

Top Words in Tweet in G9:
[14] data
[13] kirkdborne
[10] bigdata
[10] datascience
[10] datastorytelling
[10] dataliteracy
[9] building
[9] compelling
[9] argument
[9] abdsc

Top Words in Tweet in G10:
[13] future
[13] machine
[13] learning
[13] journalism
[8] ddj
[7] storybench
[7] dataandme
[7] good
[7] survey
[7] landscape

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[69] brilliant,work
[69] work,onyilam
[69] onyilam,co
[69] co,found
[69] found,women
[69] women,under
[69] under,represented
[69] represented,google
[69] google,image
[69] image,search

Top Word Pairs in Tweet in G1:
[65] brilliant,work
[65] work,onyilam
[65] onyilam,co
[65] co,found
[65] found,women
[65] women,under
[65] under,represented
[65] represented,google
[65] google,image
[65] image,search

Top Word Pairs in Tweet in G2:
[17] map,provides
[17] provides,entirely
[17] entirely,objective
[17] objective,view
[17] view,reality
[17] reality,maps
[17] maps,cross
[17] cross,line
[17] line,opinion
[17] opinion,bias

Top Word Pairs in Tweet in G3:
[41] e2d3,excel
[41] excel,add
[41] add,dataviz
[41] dataviz,excel
[41] excel,d3js
[41] d3js,github
[41] github,data
[41] data,datavizualization
[41] datavizualization,javascript
[41] javascript,html5

Top Word Pairs in Tweet in G4:
[7] new,year
[6] fantastic,beginning
[6] beginning,new
[6] year,fascinating
[6] fascinating,article
[6] article,ddj
[6] ddj,rodzam
[6] rodzam,discussing
[6] discussing,elusive
[6] elusive,concepts

Top Word Pairs in Tweet in G5:
[10] computation,journalism
[10] journalism,symposium
[8] one,month
[8] month,computation
[8] symposium,feb
[8] feb,1
[8] 1,2
[8] 2,register
[8] register,here
[8] here,60

Top Word Pairs in Tweet in G6:
[7] ddj,vg
[6] year,geninnovate
[6] akademisyen,ve
[6] ve,lisansüstü
[6] lisansüstü,öğrencilerine
[6] öğrencilerine,yönelik
[6] yönelik,disiplinlerarası
[6] disiplinlerarası,bütünleştirilmiş
[6] bütünleştirilmiş,eğitim
[6] eğitim,r

Top Word Pairs in Tweet in G7:
[10] data,journalism
[8] reminder,folks
[8] folks,media
[8] media,thinks
[8] thinks,data
[8] journalism,statistical
[8] statistical,modeling
[8] modeling,natesilver538
[8] natesilver538,charts
[7] digiphile,reminder

Top Word Pairs in Tweet in G8:
[6] data_focus,ddj
[4] salvadoran,families
[4] ddj,sabes
[4] sabes,cuántos
[4] cuántos,salvadoreños
[4] salvadoreños,migrantes
[4] migrantes,murieron
[4] murieron,sus
[4] sus,cuerpos
[4] cuerpos,fueron

Top Word Pairs in Tweet in G9:
[10] bigdata,datascience
[9] building,compelling
[9] compelling,argument
[9] argument,data
[9] data,abdsc
[9] abdsc,bigdata
[9] datascience,datastorytelling
[8] still,lot
[8] lot,use
[8] use,value

Top Word Pairs in Tweet in G10:
[13] future,machine
[13] machine,learning
[13] learning,journalism
[7] good,survey
[7] survey,landscape
[7] landscape,future
[7] journalism,floriswu690
[6] journalism,storybench
[6] storybench,machinelearning
[6] machinelearning,ddj

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@onyilam
@jburnmurdoch
@ddjournalism
@e2d3org
@albertocairo
@gijn
@kirkdborne
@geninnovate
@financialtimes
@daten_drang

Top Mentioned in G1:
@onyilam
@jburnmurdoch

Top Mentioned in G2:
@ddjournalism
@gijn
@gijnfr
@niemanlab
@icijorg
@bastamag
@gijnes
@financialtimes
@herdingbehavior
@albertocairo

Top Mentioned in G3:
@e2d3org
@financialtimes
@sdbernard
@amykazmin
@ddjournalism

Top Mentioned in G4:
@rodzam
@eborgesrey
@ddjournalism
@adrianblancor
@dftstats
@bbcworldatone
@theeconomist
@sdbernard
@jburnmurdoch
@onyilam

Top Mentioned in G5:
@albertocairo
@tamaramunzner
@sharon000
@eye_lab
@edwardtufte
@ndiakopoulos
@mattwaite

Top Mentioned in G6:
@geninnovate
@dagmedyaveri
@interhacktives
@13pt
@haddadme
@seapa
@biff_bruise
@evaconstantaras
@feedmedata_

Top Mentioned in G7:
@digiphile
@natesilver538
@epluribusunum
@washingtonpost
@maryjowebster
@fivethirtyeight
@jburnmurdoch
@onyilam
@startribune
@winnydejong

Top Mentioned in G8:
@data_focus
@evaconstantaras
@guardiandata
@albertocairo
@elsalvadorcom
@bayanatbox
@gijnarabic
@arabdevtportal
@arabdjn
@lmartinezedh

Top Mentioned in G9:
@kirkdborne
@e2d3org
@tableau
@ng2amarinefunk

Top Mentioned in G10:
@storybench
@dataandme
@floriswu690
@dataelixir
@e2d3org

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@guardian
@biconnections
@machinelearnflx
@chicgibson
@aaroncuddeback
@washingtonpost
@birmingham_live
@dwnews
@financialtimes

Top Tweeters in G1:
@tressiemcphd
@jennbinis
@robfordmancs
@alexhanna
@christineburns
@sanderphilipse
@clancynewyork
@sahelanth
@performmonkey
@jkusunoki

Top Tweeters in G2:
@riotta
@pardoe_ai
@gilbertoleon
@bbbcccnnn
@margymaclibrary
@ulrikamhedman
@niemanlab
@marcvangurp
@liliasaul
@candidomtz

Top Tweeters in G3:
@biconnections
@aaroncuddeback
@financialtimes
@grigortw
@_reactdev
@scalarhumanity
@phoenixgyaan
@colourspeak
@nvsdata
@newtonmunene_yg

Top Tweeters in G4:
@theeconomist
@indeadline
@mymaybank
@zurairi
@owenboswarva
@paulineroche
@websummit
@timbroderick
@gijnafrica
@alexhomer

Top Tweeters in G5:
@yvesmulkers
@jm_rives
@albertocairo
@joaquin_sevilla
@becomingdatasci
@mardyb_
@mattwaite
@macloo
@richtatum
@sharon000

Top Tweeters in G6:
@gamergeeknews
@humansanalytics
@geninnovate
@michellemanafy
@biff_bruise
@amatsukixx
@nadav_bas
@mkozturk
@infogram
@ilkayholt

Top Tweeters in G7:
@washingtonpost
@zenman1550
@digiphile
@startribune
@lita_meza13
@dzigavertovv
@fivethirtyeight
@wesunruh
@beyerstein
@uniquelygillian

Top Tweeters in G8:
@elsalvadorcom
@fcoel
@yanoak
@merbroussard
@guardiandata
@lmartinezedh
@gijnarabic
@evaconstantaras
@arabdevtportal
@bayanatbox

Top Tweeters in G9:
@machinelearnflx
@subterfugia
@kirkdborne
@nitinramrap
@mattpt55
@tableau
@markj_ohnson
@webjframework
@korex_f
@calderoncarlos

Top Tweeters in G10:
@ashot_
@santchiweb
@dataandme
@storybench
@johngmcnutt
@rpk_valerie
@twssecn
@istvanhajnal
@dataelixir
@martinsarabia16


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