datajournalism, Twitter, 2/11/2019 3:27:06 AM, 186119


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datajournalism_2019-02-10_19-20-51.xlsx
datajournalism_2019-02-10_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/2DtEyxe
@icfj
@kirkdborne
@voydorg
@e2d3org
@ejcnet
@ddjournalism
@grjenkin
@thinkr_fr
@bbc
@rstatstweet

Top hashtags:
#datajournalism
#dataviz
#dokuz8data
#ddj
#rstats
#datascience
#wildeye
#data
#dataliteracy
#charts

Description:
Description
The graph represents a network of 584 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 11 February 2019 at 03:21 UTC.

The requested start date was Monday, 11 February 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 18-hour, 47-minute period from Monday, 28 January 2019 at 02:08 UTC to Sunday, 10 February 2019 at 20:55 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 : 584
Unique Edges : 746
Edges With Duplicates : 232
Total Edges : 978
Number of Edge Types : 3
Mentions : 827
Tweet : 143
Replies to : 8
Self-Loops : 143
Reciprocated Vertex Pair Ratio : 0.0327635327635328
Reciprocated Edge Ratio : 0.063448275862069
Connected Components : 114
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 230
Maximum Edges in a Connected Component : 484
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.697062
Graph Density : 0.0021293968373317
Modularity : 0.711192
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[26] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[22] https://blog.revolutionanalytics.com/2019/02/bbc-r-cookbook.html
[16] https://mailchi.mp/5904b5b479fe/voyd-veri-bulteni-15
[15] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[10] https://mailchi.mp/fee0e0ac9ffc/voyd-veri-bulteni-16
[9] https://mailchi.mp/013b21e47782/veri-bulteni-14
[8] https://canvas.uva.nl/courses/3907
[6] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/
[6] https://docs.google.com/presentation/d/1Z5YTbtityKfzBRtODXdwbl15su0iq0I_1aad54rkDVY/
[6] http://www.dokuz8haber.net/english/turkeys-population-is-announced-as-82-million-3-882/

Top URLs in Tweet in G1:
[3] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/
[2] https://www.thedrum.com/news/2019/01/29/how-use-data-journalism-your-content-marketing
[2] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[2] http://datastori.es/archive/
[1] https://multimedia.scmp.com/lifestyle/article/2183329/text-neck/index.html?src=social&utm_source=DJA+Newsletter&utm_campaign=4a63b84b5a-EMAIL_CAMPAIGN_2017_11_17_COPY_01&utm_medium=email&utm_term=0_8dec40e980-4a63b84b5a-149737285
[1] http://lauveverning.blogspot.com/?t=cmvhv5e
[1] https://twitter.com/i/web/status/1090075881727500289
[1] https://hello.visier.com/resources_e-books-and-guides_Datafication-of-HR/
[1] https://www.nytimes.com/interactive/2019/01/26/opinion/sunday/paths-to-congress.html
[1] https://twitter.com/trimydata/status/1089967226529165318

Top URLs in Tweet in G2:
[15] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[3] https://towardsdatascience.com/why-visual-literacy-is-essential-to-good-data-visualization-5b9dffb5aa6f
[3] http://www.pulitzercenter.org/event/tools-and-tips-cross-border-data-journalism-projects
[2] https://www.wired.com/2017/02/nerdy-charm-artisanal-hand-drawn-infographics/
[1] https://twitter.com/i/web/status/1089817880223461376
[1] https://twitter.com/i/web/status/1090652126722883586
[1] https://twitter.com/i/web/status/1093566339304906753
[1] https://twitter.com/i/web/status/1094506270294503430
[1] https://twitter.com/i/web/status/1090542717124390914
[1] https://twitter.com/i/web/status/1091074919033536512

Top URLs in Tweet in G3:
[22] https://blog.revolutionanalytics.com/2019/02/bbc-r-cookbook.html
[4] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[3] https://twitter.com/kirkdborne/status/1080507987570159616?s=21
[3] http://rocketdatascience.org/?p=356
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181840
[2] https://twitter.com/sharon000/status/1094242060402655232
[2] https://twitter.com/infobeautyaward/status/1092015095562027009
[1] https://twitter.com/i/web/status/1094597393784295424
[1] https://twitter.com/i/web/status/1094621530250571777
[1] https://twitter.com/i/web/status/1094073489944989696

Top URLs in Tweet in G4:
[16] https://mailchi.mp/5904b5b479fe/voyd-veri-bulteni-15
[9] https://mailchi.mp/fee0e0ac9ffc/voyd-veri-bulteni-16
[9] https://mailchi.mp/013b21e47782/veri-bulteni-14
[6] https://docs.google.com/presentation/d/1Z5YTbtityKfzBRtODXdwbl15su0iq0I_1aad54rkDVY/
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[1] https://www.voyd.org.tr/tr/blog/205/roportaj-veri-gazeteciliginin-gelecegi-hakkinda
[1] https://twitter.com/i/web/status/1089795222308044801
[1] https://www.voyd.org.tr/tr/blog/202/acik-veri-egitimde-nasil-yarar-saglayabilir
[1] https://www.voyd.org.tr/tr/blog/204/turkiyede-veri-gazeteciligimedya-profesyonellerinin-veri-gazeteciligi-algisi-uzerine-bir-arastirma
[1] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535

Top URLs in Tweet in G5:
[7] https://canvas.uva.nl/courses/3907
[2] http://datadrivenjournalism.net/resources/global_migration_data_portal
[1] https://medium.com/we-are-the-european-journalism-centre/its-time-to-look-more-critically-at-data-journalism-a637f27509d9?utm_content=buffer57a8d&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[1] https://datajournalismhandbook.org/handbook/two/assembling-data/documenting-land-conflicts-across-india?utm_content=buffere15e8&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[1] https://twitter.com/i/web/status/1089885994038497282
[1] https://www.poynter.org/reporting-editing/2019/the-ap-is-using-data-journalism-to-help-strengthen-local-newsrooms/

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1091236966014828544
[1] https://twitter.com/i/web/status/1089784478279581696

Top URLs in Tweet in G7:
[3] https://link.medium.com/BHZb5bxUWT
[2] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535?fbclid=IwAR36t_2oTcK0wHcDuyqBcncemyDKlPL9Q-n1SlCst0vF1b3bGneVBEJgeEw
[2] https://twitter.com/HocusPocus2012/status/1089941912923111424
[1] https://ijnet.org/en/story/arab-data-journalists%E2%80%99-network-driving-force-change-region?fbclid=IwAR26Bva22c5-lRciAvH1-5U_N8-1LRpYo51-etOmfsf1CNpmrs2aHPuAP2w
[1] https://twitter.com/i/web/status/1094162097330638850
[1] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535

Top URLs in Tweet in G8:
[2] http://www.datajournalism.it/tutti-i-numeri-di-un-anno-record-per-i-musei-italiani/?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/web/status/1094124477338636288

Top URLs in Tweet in G9:
[6] http://www.dokuz8haber.net/english/turkeys-population-is-announced-as-82-million-3-882/
[6] http://www.dokuz8haber.net/english/rapid-spike-in-the-number-of-prisoners-in-turkey/
[6] http://www.dokuz8haber.net/english/parental-leave-turkey-fails-in-paid-parental-leave/
[5] http://www.dokuz8haber.net/english/cultural-production-in-turkey-7-books-per-person-in-2018-digitalisation-in-culture-continues/
[5] http://www.dokuz8haber.net/english/turkish-presidencys-love-for-official-vehicles-despite-economic-downturn/
[3] http://www.dokuz8haber.net/uncategorized/social-state-in-turkey-need-for-improvement-in-terms-of-social-security/
[1] https://twitter.com/i/web/status/1090244869480726529
[1] https://twitter.com/i/web/status/1090370501745221632
[1] https://twitter.com/i/web/status/1090588329152839680
[1] https://twitter.com/i/web/status/1090612345494065153

Top URLs in Tweet in G10:
[15] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535

Top Domains
Top Domains in Tweet in Entire Graph:
[102] twitter.com
[37] mailchi.mp
[35] medium.com
[32] dokuz8haber.net
[22] revolutionanalytics.com
[15] icfj.org
[8] uva.nl
[7] poynter.org
[7] google.com
[6] lnkd.in

Top Domains in Tweet in G1:
[18] twitter.com
[4] medium.com
[4] poynter.org
[2] thedrum.com
[2] datastori.es
[2] lnkd.in
[1] scmp.com
[1] blogspot.com
[1] visier.com
[1] nytimes.com

Top Domains in Tweet in G2:
[15] icfj.org
[15] twitter.com
[3] towardsdatascience.com
[3] pulitzercenter.org
[2] wired.com
[1] medium.com

Top Domains in Tweet in G3:
[22] revolutionanalytics.com
[15] twitter.com
[4] medium.com
[3] rocketdatascience.org
[2] nodexlgraphgallery.org
[1] datasciencecentral.com

Top Domains in Tweet in G4:
[36] mailchi.mp
[6] google.com
[5] org.tr
[4] twitter.com
[1] medium.com
[1] newslifespan.com

Top Domains in Tweet in G5:
[7] uva.nl
[2] datadrivenjournalism.net
[1] medium.com
[1] datajournalismhandbook.org
[1] twitter.com
[1] poynter.org

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[6] medium.com
[3] twitter.com
[1] ijnet.org

Top Domains in Tweet in G8:
[2] datajournalism.it
[1] twitter.com

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

Top Domains in Tweet in G10:
[15] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[371] datajournalism
[74] dataviz
[66] dokuz8data
[54] ddj
[44] rstats
[42] datascience
[26] wildeye
[24] data
[17] dataliteracy
[15] charts



Top Hashtags in Tweet in G1:
[43] datajournalism
[7] dataviz
[4] datascience
[3] ddj
[3] data
[2] ai
[2] opendata
[1] visualization
[1] openposition
[1] datenanalyse

Top Hashtags in Tweet in G2:
[69] datajournalism
[13] ddj
[7] dataviz
[6] immersivestorytelling
[3] datavisualization
[2] contents
[2] formats
[2] narrative
[1] data
[1] design

Top Hashtags in Tweet in G3:
[30] datascience
[23] datajournalism
[22] dataviz
[14] rstats
[13] html5
[12] e2d3
[12] excel
[12] d3js
[12] github
[12] data

Top Hashtags in Tweet in G4:
[20] datajournalism
[7] ddj
[6] outridersmeetup
[5] opendata
[5] verigazeteciliği
[4] voyd
[4] verigörselleştirme
[3] verigazeteciliäÿi
[3] dataliteracy
[3] veriokuryazarlığı

Top Hashtags in Tweet in G5:
[11] datajournalism
[10] datahandbook
[7] syllabus
[2] ddj
[1] dataviz
[1] migration

Top Hashtags in Tweet in G6:
[26] wildeye
[2] wildlifecrime

Top Hashtags in Tweet in G7:
[14] dataviz
[13] rstats
[13] charts
[12] ggplot2
[12] skillshare
[9] datajournalism
[3] reportingwithnumbers
[3] r
[2] bbplot
[2] bbc

Top Hashtags in Tweet in G8:
[8] datajournalism
[2] eusci4parl
[1] citizenscience
[1] disinformazione
[1] fakenewscnn
[1] festivaldisanremo
[1] porno
[1] vda
[1] dataporn
[1] dataviz

Top Hashtags in Tweet in G9:
[66] dokuz8data
[66] datajournalism

Top Hashtags in Tweet in G10:
[15] datajournalism
[15] rstats

Top Words
Top Words in Tweet in Entire Graph:
[339] Words in Sentiment List#1: Positive
[136] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[12653] Non-categorized Words
[13128] Total Words
[374] datajournalism
[180] data
[142] à
[105] bbc
[87] r

Top Words in Tweet in G1:
[43] datajournalism
[22] data
[12] journalism
[7] dataviz
[6] local
[4] check
[4] bbc
[4] visual
[4] datascience
[4] ap

Top Words in Tweet in G2:
[69] datajournalism
[60] icfj
[42] reporting
[33] training
[32] grants
[31] opportunity
[31] re
[30] alumni
[28] hands
[24] projects

Top Words in Tweet in G3:
[48] r
[47] data
[35] bbc
[34] kirkdborne
[30] datascience
[26] cookbook
[25] datajournalism
[24] excel
[22] dataviz
[22] create

Top Words in Tweet in G4:
[51] veri
[40] voydorg
[36] olmak
[34] keyifli
[34] okumalar
[34] abone
[32] bã
[22] ä
[20] datajournalism
[19] ã

Top Words in Tweet in G5:
[12] ejcnet
[11] datajournalism
[10] datahandbook
[10] beta
[9] ðÿ
[9] recommended
[9] weekend
[9] read
[9] jwyg
[9] bb_liliana

Top Words in Tweet in G6:
[26] wildeye
[26] new
[24] oxciej
[24] launched
[24] today
[24] tool
[24] track
[24] s
[24] role
[24] international

Top Words in Tweet in G7:
[25] bbc
[14] using
[14] dataviz
[13] rstats
[13] users
[13] appreciate
[13] breakdown
[13] creating
[13] better
[13] charts

Top Words in Tweet in G8:
[12] asbestos
[12] guidoromeo
[8] datajournalism
[7] linking
[7] seeds
[7] farmers
[7] stories
[7] earthquake
[7] danger
[7] quality

Top Words in Tweet in G9:
[66] dokuz8data
[66] datajournalism
[42] turkey
[24] dokuz8_en
[22] translation
[19] number
[18] turkish
[18] parental
[18] leave
[15] fails

Top Words in Tweet in G10:
[15] bbc
[15] visual
[15] datajournalism
[15] team
[15] works
[15] graphics
[15] rstats
[14] thinkr_fr

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[127] à,à
[66] dokuz8data,datajournalism
[41] data,journalism
[38] bbc,visual
[35] keyifli,okumalar
[35] abone,olmak
[32] reporting,grants
[30] grants,hands
[30] team,works
[30] works,graphics

Top Word Pairs in Tweet in G1:
[11] data,journalism
[5] dataviz,datajournalism
[4] bbc,visual
[3] team,works
[3] works,graphics
[3] graphics,r
[3] visual,data
[3] ap,using
[3] help,strengthen
[3] strengthen,local

Top Word Pairs in Tweet in G2:
[30] reporting,grants
[28] grants,hands
[22] re,offering
[20] offering,reporting
[18] alumni,icfj
[17] opportunity,alert
[17] hands,datajournalism
[17] datajournalism,training
[17] training,two
[17] two,alumni

Top Word Pairs in Tweet in G3:
[22] create,data
[22] data,visualizations
[22] visualizations,bbc
[22] bbc,news
[22] news,bbc's
[22] bbc's,r
[22] r,cookbook
[22] cookbook,revodavid
[21] kirkdborne,create
[21] revodavid,datascience

Top Word Pairs in Tweet in G4:
[34] keyifli,okumalar
[34] abone,olmak
[18] yayında,keyifli
[18] okumalar,bültene
[18] bültene,abone
[18] olmak,isteyenleri
[17] k,veri
[16] haftalä,k
[16] veri,bã
[16] bã,ltenimizin

Top Word Pairs in Tweet in G5:
[9] ðÿ,recommended
[9] recommended,weekend
[9] weekend,read
[9] read,jwyg
[9] jwyg,bb_liliana
[9] bb_liliana,editors
[9] editors,newly
[9] newly,launched
[9] launched,datahandbook
[9] datahandbook,2

Top Word Pairs in Tweet in G6:
[24] launched,today
[24] today,wildeye
[24] wildeye,new
[24] new,tool
[24] tool,track
[24] s,role
[24] role,international
[24] international,illegal
[24] illegal,wildlife
[24] wildlife,trade

Top Word Pairs in Tweet in G7:
[13] rstats,users
[13] users,appreciate
[13] appreciate,bbc
[13] bbc,breakdown
[13] breakdown,creating
[13] creating,better
[13] better,charts
[12] infobeautyaward,rstats
[12] charts,using
[12] using,ggplot2

Top Word Pairs in Tweet in G8:
[7] linking,seeds
[7] seeds,farmers
[7] farmers,stories
[7] stories,earthquake
[7] earthquake,danger
[7] danger,quality
[7] quality,preparedness
[7] preparedness,public
[7] public,buildings
[7] buildings,asbestos

Top Word Pairs in Tweet in G9:
[66] dokuz8data,datajournalism
[24] dokuz8_en,dokuz8data
[18] parental,leave
[13] datajournalism,occupational
[13] occupational,fatality
[13] fatality,turkey
[13] turkey,number
[13] number,work
[13] work,related
[13] related,accidents

Top Word Pairs in Tweet in G10:
[15] bbc,visual
[15] visual,datajournalism
[15] datajournalism,team
[15] team,works
[15] works,graphics
[15] graphics,rstats
[14] thinkr_fr,bbc

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@voydorg
@kirkdborne
@icfj
@dokuz8_en
@oxciej
@revodavid
@bbc
@thinkr_fr
@code4africa
@microsoft

Top Mentioned in G1:
@eluniversaldata

Top Mentioned in G2:
@icfj
@code4africa
@microsoft
@jacopoottaviani
@pulitzercenter
@dw_akademie
@icfjknight
@olevine
@bendoesdata
@torontostar

Top Mentioned in G3:
@kirkdborne
@revodavid
@e2d3org
@bbcnewsgraphics
@danict89
@ddjournalism
@dagh
@albertocairo
@voydorg
@kaggle

Top Mentioned in G4:
@voydorg
@evaconstantaras
@semakahriman
@internews
@farukaydiner1
@datastories
@icfj

Top Mentioned in G5:
@ejcnet
@jwyg
@bb_liliana
@annliffey
@kum_sambhav
@ankur_pali
@iom_gmdac
@ddjournalism

Top Mentioned in G6:
@oxciej
@gi_toc

Top Mentioned in G7:
@bbc
@infobeautyaward
@medium
@vincenzomanzoni
@filmastroianni
@khalid_khattak
@aeleraqi
@icfj
@valerie_loison
@infolabit

Top Mentioned in G8:
@guidoromeo
@luigidimaio
@marziuk
@_factful
@vn0vais
@ep_sciencetech
@ogdabaum

Top Mentioned in G9:
@dokuz8_en
@nilayigdir
@senelersin
@ozlemtaskent
@ramadura
@banuadiyaman
@olympeau

Top Mentioned in G10:
@thinkr_fr

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@gamergeeknews
@jigyasa203
@rajkshroff
@indiatoday
@wildwalkerwoman
@chidambara09
@webnauta5_9
@aaroncuddeback
@nytimes

Top Tweeters in G1:
@aliarqam
@keatonfox
@carlcarrie
@eluniversaldata
@wmmaxwalker
@fatma_cinar_ftm
@beyondbylines
@greghallsworth
@ayanangsha
@diglisbon

Top Tweeters in G2:
@wildwalkerwoman
@torontostar
@ham_gretsky
@jandroid
@mougendi
@nitinramrap
@tijuanapress
@jmospina
@gianoturning
@chrisroper

Top Tweeters in G3:
@arkangelscrap
@gamergeeknews
@aaroncuddeback
@machinelearnflx
@kirkdborne
@albertocairo
@scalarhumanity
@grjenkin
@industryai
@thechrischua

Top Tweeters in G4:
@fcoel
@pinardag
@arastiriyorum
@internews
@konstantinosant
@jakubgornicki
@saglikozhan
@evaconstantaras
@bkrsln
@sbelian

Top Tweeters in G5:
@margymaclibrary
@shushugah
@tanvim
@mediawisemj
@admire2mare
@ejcnet
@devadasrajaram
@gholubowicz
@drmoniquemann
@jwyg

Top Tweeters in G6:
@laplapv3
@louisa1000
@andee_mat
@astrosibs
@gi_toc
@fighting4rhinos
@kathilynnaustin
@justingosling
@bibken
@simonhedges64

Top Tweeters in G7:
@im_so_childish
@19sahsanraza
@bbbcccnnn
@prajnamu
@kimfoxwosu
@technojederbig
@bbc
@medium
@aeleraqi
@laughlinpaul

Top Tweeters in G8:
@medicojunghiano
@mrefis79
@mariari30057064
@davelsign
@m_b_med
@guidoromeo
@elisabetta_tola
@ogdabaum
@luigidimaio
@franceschi_and

Top Tweeters in G9:
@dokuz8haber
@ramadura
@onerce
@al3arabi1234
@halilikaya
@vireyas
@hagsdemesne87
@dokuz8_en
@denizozturk08
@gokhanbicici

Top Tweeters in G10:
@panchomembrillo
@heychuck
@bunkerberry
@gemtice
@diegobzl
@camiloalcantara
@segasi
@jpmarindiaz
@leopoldodimas
@thinkr_fr