datajournalism, Twitter, 6/25/2019 2:42:47 AM, 200946


FAQ | Problem?

datajournalism_2019-06-24_15-40-42.xlsx
datajournalism_2019-06-24_15-40-42.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 25, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/2FvuLIO
@datajournalism
@nytimes
@datastoriespk1
@evaconstantaras
@geninnovate
@danygm87
@mdial
@icfj
@chips_salsa_it
@vicky_gazette

Top hashtags:
#datajournalism
#data
#journalism
#ddj
#dataviz
#chipsandsalsa2019
#marketing

Description:
Description
The graph represents a network of 898 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, 24 June 2019 at 22:41 UTC.

The requested start date was Monday, 24 June 2019 at 00:01 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, 7-minute period from Monday, 10 June 2019 at 02:14 UTC to Sunday, 23 June 2019 at 20:21 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 : 898
Unique Edges : 1299
Edges With Duplicates : 297
Total Edges : 1596
Number of Edge Types : 3
Mentions : 1382
Tweet : 188
Replies to : 26
Self-Loops : 188
Reciprocated Vertex Pair Ratio : 0.0427631578947368
Reciprocated Edge Ratio : 0.082018927444795
Connected Components : 133
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 477
Maximum Edges in a Connected Component : 1075
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.83174
Graph Density : 0.00157416580385497
Modularity : 0.71454
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[40] https://datajournalism.com/read/longreads/designing-data-visualisations-with-empathy
[12] https://github.com/r3mlab/datajournalism-resources
[7] https://dy.si/jL1F2
[7] https://www.thairath.co.th/showcase/platu
[6] https://datajournalism.com/
[6] https://datajournalism.com/read/longreads/why-understanding-margins-of-error-matters-in-journalism
[6] 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/
[6] https://www.propublica.org/nerds/hadley-wickham-your-default-position-should-be-skepticism-and-other-advice-for-data-journalists
[6] https://dy.si/MsfBKE
[5] https://graphics.reuters.com/INDIA-RIVER/010081TW39P/index.html

Top URLs in Tweet in G1:
[12] https://datajournalism.com/read/longreads/designing-data-visualisations-with-empathy
[4] https://datajournalism.com/
[3] https://datajournalism.com/watch/cleaning-data-in-excel
[3] https://datajournalism.com/read/longreads/the-essential-lies-in-news-maps
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=196856
[2] http://r.mediapusher.eu/mk/mr/PP3Vw2wluYaAIVWyLBxY-C64CRAT5MR31o5YuBFGn6NCIdvBM5LLWqdFjv5TAmeUKlJtF8rJIvxfJOUXtD6kj3RoNlFBIY7U-BR1fg
[2] https://twitter.com/gijn/status/1140575069950959616
[2] https://www.gensummit.org/sessions/potential-data-collaborations/
[2] https://twitter.com/jburnmurdoch/status/1139189982000816128
[2] https://graphics.reuters.com/INDIA-RIVER/010081TW39P/index.html

Top URLs in Tweet in G2:
[4] https://twitter.com/carolafrediani/status/1139457396781264897
[2] https://www.agi.it/data-journalism/abbandono_cani_randagismo-5706968/news/2019-06-23/
[2] https://twitter.com/confiscatibene/status/1139433031909855232
[2] https://www.nytimes.com/2019/06/12/reader-center/data-reporting-spreadsheets.html
[1] https://twitter.com/ejo_it/status/1141992306247131136
[1] https://twitter.com/facta_/status/1139445737530548225
[1] https://twitter.com/chips_salsa_it/status/1122257232480043016
[1] https://twitter.com/georgetownspj/status/1142103591106334720
[1] https://twitter.com/macloo/status/1138897742825185282
[1] 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 G3:
[5] https://datajournalism.com/read/longreads/designing-data-visualisations-with-empathy
[2] https://www.nytimes.com/2019/06/12/reader-center/data-reporting-spreadsheets.html
[2] https://mobile.twitter.com/jnascim/lists/jornalismo-de-dados
[2] https://ijnet.org/es/story/el-new-york-times-pone-disposici%C3%B3n-su-curso-de-periodismo-de-datos
[1] https://www.linkedin.com/feed/update/urn:li:activity:6542698262648901632
[1] https://datajournalism.com/read/handbook/two
[1] https://twitter.com/charlesornstein/status/1138281719935713281
[1] https://twitter.com/datajournalism/status/1136594725555752961
[1] https://twitter.com/MicahGrimes/status/1138128188683407360
[1] https://datajournalism.com/read/longreads/designing-data-visualisations-with-empathy?fbclid=IwAR1iWgF12CbaOyd1z7VaNMVNNr9JT1WweKWTbfSoTM3Pn3PxbCMw2FTztk8

Top URLs in Tweet in G4:
[4] https://www.pro.to/events/MediaAdaptability011/index.html
[4] https://twitter.com/TheEconomist/status/1138635856468729856
[3] https://www.icfj.org/our-work/2019-news-corp-media-fellowship-global-journalists
[1] https://ijnet.org/en/story/2-easy-use-free-tools-scraping-data
[1] http://cij.co.in/article.php?pageID=25
[1] https://datajournalism.com/read/longreads/designing-data-visualisations-with-empathy
[1] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/893ACl

Top URLs in Tweet in G5:
[7] https://dy.si/jL1F2
[6] https://dy.si/MsfBKE
[1] https://twitter.com/Ecocene/status/1140348660816994305
[1] https://twitter.com/KirkDBorne/status/1140627355397959681
[1] https://twitter.com/KirkDBorne/status/1139207718953259011
[1] https://twitter.com/KirkDBorne/status/1139493515078131713

Top URLs in Tweet in G6:
[3] 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/
[3] https://opensemanticsearch.org
[2] https://ijnet.org/en/story/new-york-times-data-journalism-course-materials-are-accessible-anyone
[1] https://ijnet.org/en/opportunity/school-data-offers-course-data-journalism-brazil
[1] https://opensemanticsearch.org/doc/search/fuzzy

Top URLs in Tweet in G7:
[3] https://graphics.reuters.com/INDIA-RIVER/010081TW39P/index.html
[1] https://datajournalismawards.org/projects/occrp-data/
[1] https://www.youtube.com/watch?v=xdk-45Nyguw

[1] https://hurricanemariasdead.com/index.htmlhttps://hurricanemariasdead.com/index.html
[1] https://graphics.reuters.com/INDONESIA-CRASH/0100810F1X2/
[1] https://www.cins.rs/srpski/news/article/cins-nominovan-za-medjunarodnu-nagradu-data-journalism-award

Top URLs in Tweet in G8:
[1] https://twitter.com/evabelmonte/status/1141698264925986816
[1] https://twitter.com/GENinnovate/status/1139603979229417473
[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://twitter.com/civio/status/1139604545066156032
[1] https://twitter.com/confiscatibene/status/1139433031909855232

Top URLs in Tweet in G10:
[1] https://www.ripplesnigeria.com/nuj-to-partner-ripples-nigeria-on-data-journalism/
[1] https://www.ripplesnigeria.com/nigerian-journalists-to-receive-applied-international-training-on-data-journalism/

Top Domains
Top Domains in Tweet in Entire Graph:
[80] datajournalism.com
[72] twitter.com
[13] dy.si
[12] github.com
[11] nytimes.com
[8] verigazeteciligi.com
[8] mailchi.mp
[8] data-to-viz.com
[7] ijnet.org
[7] co.th

Top Domains in Tweet in G1:
[30] datajournalism.com
[11] twitter.com
[3] nodexlgraphgallery.org
[2] google.com
[2] gijn.org
[2] mediapusher.eu
[2] gensummit.org
[2] reuters.com
[1] medium.com
[1] vox.com

Top Domains in Tweet in G2:
[12] twitter.com
[2] agi.it
[2] nytimes.com
[1] niemanlab.org
[1] chipsandsalsa.it
[1] medium.com

Top Domains in Tweet in G3:
[20] twitter.com
[9] datajournalism.com
[5] nytimes.com
[2] ijnet.org
[2] newsography.com
[1] linkedin.com
[1] reddit.com
[1] realtor.com
[1] br.de
[1] the101.world

Top Domains in Tweet in G4:
[4] pro.to
[4] twitter.com
[3] icfj.org
[1] ijnet.org
[1] co.in
[1] datajournalism.com
[1] po.st

Top Domains in Tweet in G5:
[13] dy.si
[4] twitter.com

Top Domains in Tweet in G6:
[4] opensemanticsearch.org
[3] ijnet.org
[3] niemanlab.org

Top Domains in Tweet in G7:
[4] reuters.com
[1] datajournalismawards.org
[1] youtube.com
[1] hurricanemariasdead.com
[1] cins.rs

Top Domains in Tweet in G8:
[4] twitter.com
[1] scoop.it

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[513] datajournalism
[99] data
[84] journalism
[82] ddj
[68] dataviz
[49] chipsandsalsa2019
[46] marketing
[43] datascience
[41] bigdata
[38] machinelearning



Top Hashtags in Tweet in G1:
[66] datajournalism
[38] ddj
[16] gensummit
[15] data
[13] dataviz
[8] journalism
[6] empathy
[5] journalists
[4] mediadev
[4] athens

Top Hashtags in Tweet in G2:
[81] datajournalism
[48] chipsandsalsa2019
[21] journalism
[12] powerbi
[6] genoaroadtotragedy
[6] pontemorandi
[6] data
[5] jeremywhite
[4] italia
[3] alessiacerantola

Top Hashtags in Tweet in G3:
[67] datajournalism
[18] journalism
[14] storytelling
[13] hbni
[5] dataviz
[4] data
[4] fridaymotivation
[2] datavisualization
[2] ddj
[2] rstata

Top Hashtags in Tweet in G4:
[40] datajournalism
[5] dataviz
[5] data
[4] talkdatatome
[4] tableau
[4] salesforce
[3] opendata
[2] scraping
[2] ddj
[1] jupyter

Top Hashtags in Tweet in G5:
[41] bigdata
[39] datascience
[38] machinelearning
[37] nlproc
[34] marketing
[34] bi
[17] datajournalism
[11] ai
[11] journalism
[7] dataliteracy

Top Hashtags in Tweet in G6:
[21] datajournalism
[15] textmining
[14] search
[10] opensource
[4] osint
[4] fuzzy
[3] investigativejournalism
[3] ddj
[2] ire19
[1] dataviz

Top Hashtags in Tweet in G7:
[23] datajournalism
[13] opendata
[7] data
[3] datavisualization
[2] secuestro
[1] nosfaltanorberto
[1] dataviz
[1] sources
[1] funkcioneri
[1] otvorenipodaci

Top Hashtags in Tweet in G8:
[16] gensummit
[8] datajournalism
[7] datajournalismaward
[5] datajournalismawards
[4] periodismodatos
[2] dreamjob
[2] dataviz
[2] frontend
[2] opendata
[1] transparency

Top Hashtags in Tweet in G9:
[1] ddj
[1] ddjindonesia
[1] jurnalisdata
[1] datajournalism

Top Hashtags in Tweet in G10:
[28] datajournalism
[5] livetweeting

Top Words
Top Words in Tweet in Entire Graph:
[613] Words in Sentiment List#1: Positive
[182] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[19054] Non-categorized Words
[19849] Total Words
[514] #datajournalism
[347] data
[136] journalism
[99] #data
[96] journalists

Top Words in Tweet in G1:
[71] data
[70] datajournalism
[66] #datajournalism
[38] #ddj
[31] evaconstantaras
[28] maps
[27] ejcnet
[27] more
[26] journalists
[24] kimbui

Top Words in Tweet in G2:
[81] #datajournalism
[53] di
[52] journalism
[51] e
[48] #chipsandsalsa2019
[43] nytimes
[40] chips_salsa_it
[36] data
[34] cosa
[29] il

Top Words in Tweet in G3:
[67] #datajournalism
[35] data
[18] #journalism
[14] #storytelling
[13] #hbni
[8] journalism
[7] good
[6] new
[6] out
[6] audience

Top Words in Tweet in G4:
[50] 7
[40] #datajournalism
[29] icfj
[26] up
[26] wsj
[25] re
[25] teaming
[25] offer
[25] journalists
[25] chance

Top Words in Tweet in G5:
[43] kirkdborne
[41] #bigdata
[39] #datascience
[38] #machinelearning
[37] #nlproc
[34] definitive
[34] guides
[34] analytics
[34] things
[34] #marketing

Top Words in Tweet in G6:
[21] #datajournalism
[20] open
[17] source
[15] #textmining
[14] free
[14] research
[14] tools
[14] tutorials
[14] analysis
[14] annotation

Top Words in Tweet in G7:
[36] occrp
[24] data
[23] #datajournalism
[13] congrats
[13] pudo
[13] winning
[13] year's
[13] #opendata
[13] award
[13] offers

Top Words in Tweet in G8:
[16] #gensummit
[13] evabelmonte
[12] best
[12] personal
[12] portfolio
[10] ganadora
[9] civio
[8] #datajournalism
[8] enhorabuena
[7] #datajournalismaward

Top Words in Tweet in G9:
[41] data
[21] belajar
[21] sama
[20] kuy
[20] yg
[20] mau
[20] jadi
[20] jurnalis
[20] bareng
[20] tim

Top Words in Tweet in G10:
[28] ripplesng
[28] #datajournalism
[27] nigeria
[17] lecturing
[16] journalists
[14] rcdij
[13] masterclass
[13] data
[12] one
[12] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[93] data,journalism
[40] #journalism,#datajournalism
[34] definitive,guides
[34] #datascience,analytics
[34] analytics,things
[34] things,#bigdata
[34] #bigdata,#marketing
[34] #marketing,#bi
[33] #bi,#machinelearning
[32] kirkdborne,definitive

Top Word Pairs in Tweet in G1:
[20] data,journalism
[16] datajournalism,data
[14] around,world
[12] datajournalism,ejcnet
[9] read,kimbui
[9] awhile,ago
[9] ago,wrote
[9] wrote,empathy
[9] empathy,datajournalism
[9] ejcnet,asked

Top Word Pairs in Tweet in G2:
[26] holy,moly
[26] moly,journalism
[26] journalism,family
[26] family,awesome
[26] awesome,nytimes
[26] nytimes,sharing
[26] sharing,internal
[26] internal,training
[26] training,materials
[26] materials,data

Top Word Pairs in Tweet in G3:
[16] #journalism,#datajournalism
[13] #datajournalism,#storytelling
[11] #hbni,#journalism
[7] good,data
[5] data,journalism
[4] data,visualisations
[4] visualisations,empathy
[4] data,storytelling
[4] audience,#hbni
[3] designing,data

Top Word Pairs in Tweet in G4:
[25] re,teaming
[25] teaming,up
[25] up,wsj
[25] wsj,offer
[25] offer,journalists
[25] journalists,chance
[25] chance,build
[25] build,#datajournalism
[25] #datajournalism,skills
[25] skills,apply

Top Word Pairs in Tweet in G5:
[34] definitive,guides
[34] #datascience,analytics
[34] analytics,things
[34] things,#bigdata
[34] #bigdata,#marketing
[34] #marketing,#bi
[33] #bi,#machinelearning
[32] kirkdborne,definitive
[32] #machinelearning,#nlproc
[22] guides,#datascience

Top Word Pairs in Tweet in G6:
[17] open,source
[14] research,tools
[14] tools,tutorials
[14] analysis,annotation
[14] annotation,#textmining
[14] #textmining,large
[14] large,document
[13] source,#datajournalism
[11] want,learn
[11] learn,same

Top Word Pairs in Tweet in G7:
[13] congrats,occrp
[13] occrp,pudo
[13] pudo,winning
[13] winning,year's
[13] year's,#datajournalism
[13] #datajournalism,#opendata
[13] #opendata,award
[13] award,occrp
[13] occrp,data
[13] data,offers

Top Word Pairs in Tweet in G8:
[12] best,personal
[12] personal,portfolio
[10] ganadora,best
[7] enhorabuena,evabelmonte
[7] evabelmonte,ganadora
[7] portfolio,#datajournalismaward
[7] #datajournalismaward,#gensummit
[7] wrap,#gensummit
[7] #gensummit,2019
[7] 2019,700

Top Word Pairs in Tweet in G9:
[20] kuy,yg
[20] yg,mau
[20] mau,belajar
[20] belajar,jadi
[20] jadi,jurnalis
[20] jurnalis,data
[20] data,bareng
[20] bareng,sama
[20] sama,tim
[20] tim,saya

Top Word Pairs in Tweet in G10:
[14] journalists,nigeria
[12] ripplesng,journalists
[12] one,nigeria
[12] nigeria,s
[12] s,foremost
[12] data,journalism
[11] rcdij,masterclass
[11] nigeria,set
[11] set,receive
[11] receive,intensive

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@nytimes
@chips_salsa_it
@evaconstantaras
@ejcnet
@icfj
@ripplesng
@wsj
@kirkdborne
@msimons

Top Mentioned in G1:
@datajournalism
@ejcnet
@evaconstantaras
@kimbui
@internews
@maartenzam
@de
@geninnovate
@momiperalta
@gijn

Top Mentioned in G2:
@nytimes
@chips_salsa_it
@msimons
@elisabetta_tola
@easyinve
@glucademartino
@blueshirt
@chiaram
@dr_matt
@amalcaus

Top Mentioned in G3:
@jnascim

Top Mentioned in G4:
@icfj
@wsj
@heyproto
@jatingandhi
@saararomu
@microsoft
@msftnews
@nexusmed
@91springboard
@sanjit_oberai

Top Mentioned in G5:
@kirkdborne
@rosamondebirch
@datascientistfr
@theadamgabriel
@wtsyndicate
@machine_ml
@rlingle
@analyticsfr

Top Mentioned in G6:
@opensemsearch
@nyt
@ijnet
@niemanlab
@secou
@escoladedados
@metbroadcast

Top Mentioned in G7:
@occrp
@pudo
@disruptberlin
@danygm87
@reutersgraphics
@geninnovate
@cinserbia
@opensemsearch

Top Mentioned in G8:
@evabelmonte
@civio
@a__caballero
@mdial
@schulbaumo
@platoniq
@periodismo
@theneweuropean
@mchughsiobhan

Top Mentioned in G9:
@aghniaadzkia
@beritagarid
@journocoders_id

Top Mentioned in G10:
@ripplesng
@rcdij
@code4africa
@budgitng
@nujnig
@cnn
@ipcng
@eromoselejohn
@aimlegend
@codeforafrica

Top Tweeters
Top Tweeters in Entire Graph:
@honeymoongondol
@chidambara09
@ottlegalrebels
@rapplerdotcom
@monalisazelf
@beritagarid
@business
@publico
@nyt
@lastampa

Top Tweeters in G1:
@rapplerdotcom
@monalisazelf
@lanacion
@1password
@malaysiakini
@harrisj
@zubairabbasi
@bbbcccnnn
@margymaclibrary
@grjenkin

Top Tweeters in G2:
@lastampa
@nytimes
@giuliog
@geetiga
@francoleuzzi
@web
@webecodibergamo
@ch
@annamasera
@dubhghlas95

Top Tweeters in G3:
@takotsubo_2011
@remixtures
@jnascim
@kumarmanish9
@scotttaylortv
@jcstearns
@estate4
@davidrutz
@luissantos
@cunhares

Top Tweeters in G4:
@business
@wsj
@latimes
@amyresnick
@langamahesh
@dolapoaina
@olurounbi
@baoyuan
@msftnews
@icfj

Top Tweeters in G5:
@chidambara09
@ottlegalrebels
@kirkdborne
@machine_ml
@dev_topics
@thecuriousluke
@deevelliott
@thomashilbig2
@greggthorpe
@analyticsfr

Top Tweeters in G6:
@nyt
@postvancoco
@niemanlab
@ijnet
@chrischohan
@ukjamschool
@raehodge
@utknightcenter
@vsustentable
@critoe

Top Tweeters in G7:
@speranca
@furtherfield
@liliasaul
@fubits
@miskaknapek
@marcgarrett20
@yanipaper
@occrp
@draganapeco
@pudo

Top Tweeters in G8:
@luisjasanchez
@rafacamu
@mdial
@urbanohumano
@evabelmonte
@theneweuropean
@periodismo
@dcabo
@platoniq
@civio

Top Tweeters in G9:
@beritagarid
@beritagarinfo
@aliefmaulana_
@hedi
@fotodeka
@almubarak
@seputaraceh
@fahrisalam
@aminmnm
@kramput

Top Tweeters in G10:
@cnn
@budgitng
@ripplesng
@clemtraffic
@isma69
@ipcng
@benugbana
@anetafelix
@code4africa
@bennysnotebook