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#ddj OR (data journalism) since:2021-01-11 until:2021-01-18 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
January 18, 2021
Short Description:
#ddj OR (data journalism) since:2021-01-11 until:2021-01-18 via NodeXL https://bit.ly/38T6ewk
@gijn
@chaynhq
@paulbradshaw
@nuj_lfb
@timharford
@albertocairo
@gijnru
@aboutaaron
@datajournalism
@mydibath

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

Description:
Description
The graph represents a network of 2,825 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-01-11 until:2021-01-18", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 18 January 2021 at 08:34 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 14-minute period from Monday, 11 January 2021 at 00:34 UTC to Sunday, 17 January 2021 at 23:48 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 : 2825
Unique Edges : 3954
Edges With Duplicates : 646
Total Edges : 4600
Number of Edge Types : 5
Mentions : 795
Retweet : 1847
Tweet : 326
Replies to : 249
MentionsInRetweet : 1383
Self-Loops : 345
Reciprocated Vertex Pair Ratio : 0.0222682547902641
Reciprocated Edge Ratio : 0.0435663627152989
Connected Components : 399
Single-Vertex Connected Components : 113
Maximum Vertices in a Connected Component : 1092
Maximum Edges in a Connected Component : 2441
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.488114
Graph Density : 0.0004948732733335
Modularity : 0.825345
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 2,825 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-01-11 until:2021-01-18", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 18 January 2021 at 08:34 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 14-minute period from Monday, 11 January 2021 at 00:34 UTC to Sunday, 17 January 2021 at 23:48 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #ddj OR (data journalism) since:2021-01-11 until:2021-01-18
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[93] https://ourworldindata.org/soil-lifespans
[50] https://docs.google.com/document/d/1pP4k9G-LjfMs5MwZyrgXSBOEfVimtafSCSORLN-IK2c/edit?usp=sharing
[45] https://sigmaawards.org/
[45] https://hongkongfp.com/2020/08/12/editorial-hkfp-launches-hong-kong-2019-2020-protest-archive-in-link-up-with-hku-journalism-school/
[40] https://caravanmagazine.in/media/the-barc-chats-published-in-full-mumbai-police-whatsapp-chat-annexures-trp-scam-case
[39] https://ejobs.umd.edu/postings/80387
[37] https://gijn.org/2021/01/14/data-journalism-top-10-national-geographic-maps-capitol-riots-flu-vs-coronavirus-happiness-index-black-market-data/
[34] https://unstats.un.org/unsd/undataforum/webinars/18/
[29] https://eevd.fa.us6.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1/
[28] https://gizmodo.com/parler-users-breached-deep-inside-u-s-capitol-building-1846042905

Top URLs in Tweet in G2:
[38] https://sigmaawards.org/
[34] https://gijn.org/2021/01/14/data-journalism-top-10-national-geographic-maps-capitol-riots-flu-vs-coronavirus-happiness-index-black-market-data/
[25] https://medium.com/sigma-awards/may-2021-be-the-year-you-win-a-data-journalism-award-f73f45393dc4
[21] https://gijn.org/2021/01/12/luchshie-zhurnalistskie-rassledovaniya2020/
[12] https://datajournalism.com/read/longreads/harnessing-wikipedias-superpowers-for-journalism
[8] https://voxeurop.eu/en/the-uncountable-how-covid-19-affected-migrants-and-refugees-health/
[7] https://www.journalism.co.uk/tip-of-the-day/tip-seven-storytelling-angles-to-take-your-data-journalism-to-the-next-level/s419/a786522/
[7] https://voxeurop.eu/en/migrant-workers-amidst-covid19-heroes-just-for-one-day/
[6] https://www.theguardian.com/science/life-and-physics/2014/jul/20/the-meaning-of-exponential
[6] https://gijn.org/2021/01/08/data-journalism-top-10-hawaiis-disappearing-beaches-stolen-paintings-investigating-disappearances-herd-immunity-calculator/

Top URLs in Tweet in G4:
[93] https://ourworldindata.org/soil-lifespans
[5] https://twitter.com/jonhilldesign/status/1348608471541964800
[4] https://warninggraphiccontent.tumblr.com/post/640364473900777472/15-january-2021
[2] http://confused.gov.uk

Top URLs in Tweet in G5:
[6] https://www.journalism.co.uk/vocational-skills-study/data-journalism-masterclass/s43/a770212/
[4] https://www.journalism.org/2021/01/12/news-use-across-social-media-platforms-in-2020/
[2] https://www.journalism.co.uk/tip-of-the-day/tip-seven-storytelling-angles-to-take-your-data-journalism-to-the-next-level/s419/a786522/
[2] https://investmentmonitor.ai/
[2] https://www.localmedia.org/local-media-association-crosstown-and-facebook-journalism-project-announce-pilot-project-on-data-journalism/
[2] https://unstats.un.org/unsd/undataforum/webinars/18/
[1] https://twitter.com/jyangstar/status/1348371239136538624
[1] https://gijn.org/2021/01/08/data-journalism-top-10-hawaiis-disappearing-beaches-stolen-paintings-investigating-disappearances-herd-immunity-calculator/
[1] https://twitter.com/HonkHase/status/1348589688135835648
[1] https://twitter.com/peston/status/1348616531241013255

Top URLs in Tweet in G6:
[38] https://ejobs.umd.edu/postings/80387
[28] https://eevd.fa.us6.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1/
[5] https://twitter.com/smussenden/status/1349789881770401800
[4] https://go.umd.edu/MasterJournalism
[1] https://twitter.com/TimothyORourke/status/1348679072931487747

Top URLs in Tweet in G7:
[22] https://source.opennews.org/articles/exit-interviews-aaron-williams/
[16] https://www.niemanlab.org/2020/12/making-disaster-journalism-that-cuts-through-the-noise/
[8] https://www.niemanlab.org/2020/12/canada-steps-up-for-journalism/
[6] https://www.journalism.co.uk/vocational-skills-study/data-journalism-masterclass/s43/a770212/
[5] https://www.zeit-verlagsgruppe.de/pressemitteilung/christian-endt-wird-senior-data-journalist-bei-zeit-online/
[2] https://twitter.com/journalismjobs/status/1348974297528856576
[2] https://twitter.com/SZ/status/1350127280744509442
[2] https://twitter.com/terberl/status/1349370416264081408
[2] https://mediagazer.com/210112/p24
[2] https://www.journalismjobs.com/job-listing/1662927

Top URLs in Tweet in G8:
[21] https://www.ire.org/training/conferences/nicar-2021/nicar21-fellowships/
[14] https://www.ire.org/nicar21-virtual-conference/
[10] https://www.journaliststoolbox.org/2020/12/16/find-scrape-and-clean-data/
[6] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[6] https://medium.com/@CodeForAfrica/applications-open-for-deforestation-journalism-fellowships-in-africa-fac387ff02b7
[5] https://www.youtube.com/channel/UC8CCl01DmsE65wh-qPqjSLQ
[4] https://twitter.com/TimothyORourke/status/1348679072931487747
[4] https://www.youtube.com/watch?v=dxMretoIA3Q

[4] http://ow.ly/EkQv50CTXte
[3] https://www.journaliststoolbox.org/2020/12/21/writing_with_numbers/

Top URLs in Tweet in G9:
[48] https://docs.google.com/document/d/1pP4k9G-LjfMs5MwZyrgXSBOEfVimtafSCSORLN-IK2c/edit?usp=sharing
[13] https://twitter.com/Wincottfound/status/1349672998433935360
[6] https://twitter.com/stianwestlake/status/1349683104613543936
[3] https://rss.org.uk/news-publication/news-publications/2021/statistics-news/rss-and-wincott-foundation-launch-data-journalism/
[1] https://www.wincott.co.uk/awards/award-notice-2020.html

Top URLs in Tweet in G10:
[19] https://twitter.com/ArynToombs/status/1348779375840280576
[18] http://humberstorylab.ca/events/data-driven-2021/
[5] https://ijnet.org/en/opportunity/conference-focuses-data-journalism-worldwide
[5] https://twitter.com/DavidWeisz/status/1348744338520608774
[3] https://library.mcmaster.ca/relevant-research-telling-data-driven-stories-module-reminder
[3] https://unstats.un.org/unsd/undataforum/webinars/18/
[1] https://www.investintech.com/data-journalism-scholarship/

Top Domains
Top Domains in Tweet in Entire Graph:
[221] twitter.com
[93] ourworldindata.org
[81] gijn.org
[68] medium.com
[67] google.com
[50] co.uk
[49] sigmaawards.org
[45] hongkongfp.com
[43] umd.edu
[40] caravanmagazine.in

Top Domains in Tweet in G2:
[70] gijn.org
[42] sigmaawards.org
[37] voxeurop.eu
[30] verigazeteciligi.com
[26] medium.com
[22] twitter.com
[19] datajournalism.com
[15] co.uk
[7] mailchi.mp
[6] theguardian.com

Top Domains in Tweet in G4:
[93] ourworldindata.org
[5] twitter.com
[4] tumblr.com
[2] gov.uk

Top Domains in Tweet in G5:
[32] twitter.com
[8] co.uk
[4] journalism.org
[3] linkedin.com
[3] localmedia.org
[2] gijn.org
[2] robotwritersai.com
[2] youtube.com
[2] investmentmonitor.ai
[2] un.org

Top Domains in Tweet in G6:
[42] umd.edu
[28] oraclecloud.com
[6] twitter.com

Top Domains in Tweet in G7:
[24] niemanlab.org
[22] opennews.org
[9] twitter.com
[6] co.uk
[5] zeit-verlagsgruppe.de
[3] sueddeutsche.de
[2] mediagazer.com
[2] journalismjobs.com
[1] spiegel.de

Top Domains in Tweet in G8:
[36] ire.org
[19] journaliststoolbox.org
[10] youtube.com
[6] medium.com
[4] twitter.com
[4] ow.ly
[3] unc.edu
[3] github.com
[2] sabew.org
[2] stonybrook.edu

Top Domains in Tweet in G9:
[48] google.com
[19] twitter.com
[3] org.uk
[1] co.uk

Top Domains in Tweet in G10:
[24] twitter.com
[18] humberstorylab.ca
[5] ijnet.org
[3] mcmaster.ca
[3] un.org
[1] investintech.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[638] ddj
[154] datajournalism
[140] dataviz
[136] data
[121] journalism
[106] nodejs
[78] tech
[77] covid19
[65] opensource
[56] map



Top Hashtags in Tweet in G2:
[248] ddj
[57] datajournalism
[56] covid19
[47] dataviz
[20] sigmas21
[20] europe
[16] açıkveri
[15] health
[14] verigörselleştirme
[14] migrants

Top Hashtags in Tweet in G4:
[9] ddj
[4] dataviz
[4] data
[2] datajournalism
[2] coronavirus

Top Hashtags in Tweet in G5:
[14] journalism
[12] data
[9] ddj
[3] media
[3] news
[2] datajournalism
[2] dataviz
[2] smartocto
[2] digitalmedia
[2] socialmedia

Top Hashtags in Tweet in G6:
[28] journalism
[4] merrillmasters

Top Hashtags in Tweet in G7:
[106] nodejs
[77] data
[77] tech
[73] ddj
[55] javascript
[55] datascience
[54] dataviz
[54] infographics
[53] excel
[53] d3js

Top Hashtags in Tweet in G8:
[39] nicar21
[31] ddj
[14] dataviz
[3] datajournalism
[3] nclocalnews
[2] bethemedia
[2] knowthemedia
[2] changethemedia
[2] uicdigital
[2] journos

Top Hashtags in Tweet in G9:
[48] ddj

Top Hashtags in Tweet in G10:
[24] datadrivento
[1] 66daysofdata
[1] journalism
[1] scholarship
[1] data
[1] innovation
[1] research
[1] humbercollege

Top Words
Top Words in Tweet in Entire Graph:
[2499] data
[1942] journalism
[646] #ddj
[395] more
[302] manipulation
[300] very
[275] sure
[272] sorry
[268] game
[266] gone

Top Words in Tweet in G1:
[262] very
[262] disappointed
[262] feel
[262] sorry
[262] trust
[262] wasn
[262] once
[262] sure
[262] bastardized
[262] journalism

Top Words in Tweet in G2:
[253] #ddj
[137] data
[79] journalism
[60] sigmaawards
[57] #datajournalism
[56] #covid19
[51] #dataviz
[51] র
[50] veri
[48] more

Top Words in Tweet in G3:
[137] data
[136] journalism
[135] world
[135] farai
[134] look
[134] forward
[134] cares
[134] more
[134] reporting
[134] empirical

Top Words in Tweet in G4:
[99] data
[95] ourworldindata
[94] journalism
[93] apocalyptic
[93] environmentalist
[93] activism
[93] counterproductive
[93] encouraging
[93] fatalism
[93] solutions

Top Words in Tweet in G5:
[126] data
[101] journalism
[17] media
[14] #journalism
[12] #data
[12] really
[11] more
[10] project
[10] news
[10] local

Top Words in Tweet in G6:
[248] data
[154] journalism
[147] job
[83] team
[76] hearst
[71] newsroom
[70] time
[69] alerts
[69] ct
[69] roles

Top Words in Tweet in G7:
[106] #nodejs
[77] #data
[77] #javascript
[77] #datascience
[77] #tech
[73] #ddj
[54] #dataviz
[54] #infographics
[53] #excel
[53] add

Top Words in Tweet in G8:
[89] data
[60] journalism
[44] conference
[39] #nicar21
[38] feb
[36] more
[33] fellowships
[33] #ddj
[29] ire
[29] annual

Top Words in Tweet in G9:
[58] launching
[49] produce
[48] call
[48] investigative
[48] journalist
[48] investigate
[48] podcast
[48] experiences
[48] women
[48] colour

Top Words in Tweet in G10:
[73] data
[54] journalism
[29] free
[25] 29
[24] #datadrivento
[22] investigative
[22] january
[20] 28
[19] 100
[19] type

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[761] data,journalism
[263] feel,sorry
[262] very,disappointed
[262] sorry,trust
[262] trust,wasn
[262] wasn,once
[262] once,sure
[262] sure,bastardized
[262] bastardized,journalism
[262] journalism,allowing

Top Word Pairs in Tweet in G1:
[262] very,disappointed
[262] feel,sorry
[262] sorry,trust
[262] trust,wasn
[262] wasn,once
[262] once,sure
[262] sure,bastardized
[262] bastardized,journalism
[262] journalism,allowing
[262] allowing,himself

Top Word Pairs in Tweet in G2:
[50] data,journalism
[39] #ddj,#dataviz
[37] 10,#ddj
[35] #ddj,edjnet
[33] top,10
[26] best,data
[24] #ddj,projects
[21] избиение,удушение
[21] удушение,противогазом
[21] противогазом,изнасилование

Top Word Pairs in Tweet in G3:
[135] data,journalism
[134] look,forward
[134] forward,data
[134] journalism,cares
[134] cares,more
[134] more,reporting
[134] reporting,empirical
[134] empirical,reality
[134] reality,world
[134] world,live

Top Word Pairs in Tweet in G4:
[93] apocalyptic,environmentalist
[93] environmentalist,journalism
[93] journalism,activism
[93] activism,counterproductive
[93] counterproductive,encouraging
[93] encouraging,fatalism
[93] fatalism,solutions
[93] solutions,make
[93] make,things
[93] things,worse

Top Word Pairs in Tweet in G5:
[44] data,journalism
[6] four,week
[5] journalism,project
[5] social,media
[5] local,media
[5] media,association
[4] research,data
[4] data,driven
[4] driven,journalism
[4] personal,data

Top Word Pairs in Tweet in G6:
[104] data,journalism
[69] job,alerts
[69] hearst,ct
[69] journalism,team
[41] alerts,pleased
[41] pleased,share
[41] share,hearst
[41] ct,media's
[41] media's,latest
[41] latest,newsroom

Top Word Pairs in Tweet in G7:
[53] #excel,add
[53] add,#dataviz
[53] #dataviz,excel
[53] excel,#d3js
[53] #d3js,#github
[53] #github,#data
[53] #data,#datavizualization
[53] #datavizualization,#javascript
[53] #javascript,#json
[53] #json,#infographics

Top Word Pairs in Tweet in G8:
[60] data,journalism
[26] join,march
[26] march,ire
[26] ire,annual
[26] annual,data
[26] journalism,conference
[21] fellowships,available
[21] apply,feb
[18] students,educators
[15] journalist's,toolbox

Top Word Pairs in Tweet in G9:
[48] launching,call
[48] call,investigative
[48] investigative,journalist
[48] journalist,investigate
[48] investigate,produce
[48] produce,podcast
[48] podcast,experiences
[48] experiences,women
[48] women,colour
[48] colour,trans

Top Word Pairs in Tweet in G10:
[53] data,journalism
[20] 28,29
[19] 100,type
[19] type,data
[18] #datadrivento,going
[18] going,virtual
[18] virtual,year
[18] free,admission
[17] happy,announce
[17] announce,#datadrivento

Top Replied-To
Top Replied-To in Entire Graph:
@drbeen_medical
@jmschku
@sigmaawards
@shannonrwatts
@piersmorgan
@mediafutureseu
@sarahboneswrite
@noamchomskyt
@tb_times
@nickcohen4

Top Replied-To in G1:
@jhasanjay

Top Replied-To in G2:
@sigmaawards
@sarahboneswrite
@hopeless_opt
@rhetoricpj
@miguelrocadata
@ceo_tbd
@nei5h
@bbcnews
@fivethirtyeight

Top Replied-To in G3:
@bluecondition

Top Replied-To in G4:
@rowlsmanthorpe

Top Replied-To in G7:
@carlamurphy
@martinstabe
@c_endt
@tylrfishr
@atmccann

Top Replied-To in G10:
@robroc

Top Mentioned
Top Mentioned in Entire Graph:
@farai
@ourworldindata
@hearst
@sigmaawards
@edjnet
@thecaravanindia
@gijn
@jmschku
@hkfp
@theinteractiv

Top Mentioned in G2:
@sigmaawards
@edjnet
@gijn
@wwwproektmedia
@jplusplus_
@wikipedia
@paulbradshaw
@who
@monikajones

Top Mentioned in G3:
@farai

Top Mentioned in G4:
@ourworldindata
@tortoise
@adalovelaceinst
@rowlsmanthorpe
@nytgraphics
@escoeorg
@davidbauer
@nadiehbremer
@peterkwells
@computerweekly

Top Mentioned in G5:
@biglocalnews

Top Mentioned in G6:
@hearst
@sfchronicle
@ona
@merrillcollege
@uofmaryland
@howardcenterumd
@ischoolumd
@ire_nicar
@farai

Top Mentioned in G7:
@aboutaaron
@sonaliprasad07
@linda_solomon
@source
@c_endt
@zeitonline
@atmccann
@sz
@netflix
@carlamurphy

Top Mentioned in G8:
@ire_nicar
@sabew
@unchussman
@kaylaguilliams
@sbujournalism
@ziwangzw
@paulbradshaw
@sigmaawards
@evaconstantaras
@rox_jos

Top Mentioned in G9:
@wincottfound
@lionelbarber
@royalstatsoc

Top Mentioned in G10:
@humberstorylab
@caj
@jsource
@humber_research
@humberjrnl
@robroc

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@chidambara09
@aaroncuddeback
@xaelbot
@paxnostrum
@ndtv
@katcapps
@world_news_eng
@wildwalkerwoman
@teram323tere

Top Tweeters in G1:
@anarchified
@ajitkumar_kanan
@albypanakalam
@vdhiman_89
@sumit_sangwan20
@hanmireddy
@ima_indian
@shivrajmathur1
@ramchandanigp
@samhussain7890

Top Tweeters in G2:
@bbcnews
@natalieb1952
@washingtonpost
@cnn
@vedatsamur
@financialtimes
@eldiarioes
@budtobi
@zftwarning
@derspiegel

Top Tweeters in G3:
@wildwalkerwoman
@tadrow
@geostompx
@lawbibliophile
@paladine
@takinyera
@sfdirewolf
@whattheplucked
@conjja
@elfdemon_

Top Tweeters in G4:
@annoula64
@anansi1191
@rand_simberg
@thethegrinch7
@buvery
@jcperales
@gregoriomirabal
@mzunigap
@richardtol
@micmicmic1

Top Tweeters in G5:
@crewatch
@fgeerdink
@janravensbergen
@khalturadotcom
@dd_nana_
@economicsnz
@puntofisso
@nativenolagal
@plus_socialgood
@euro_myths

Top Tweeters in G6:
@tigerbeat
@sfchronicle
@whet
@thehournews
@nhregister
@hermistonsports
@bambiambi313
@connpost
@newstimes
@stamadvocate

Top Tweeters in G7:
@chidambara09
@aaroncuddeback
@xaelbot
@codegnuts
@fintechna
@llnuxbot
@thedeveloperbot
@friday_js_bot
@dariosailor86
@women_who_code

Top Tweeters in G8:
@gadflyquebec
@themistocles_w
@watchdogdiva
@flanigancolette
@zelaky
@smudge1
@patrickkadas
@fvaraorta
@drwhofreak
@weischoice

Top Tweeters in G9:
@iamntyrell
@biancajagger
@popasmedia
@texhewson
@craigzelizer
@marcwebber
@lailawoozeer
@gopaldass
@estherbeadle
@rebeccawho

Top Tweeters in G10:
@pcdnetwork
@rdsweb
@casualcactii
@caronaupdates
@robacooper
@davidreevely
@alexanderquon
@roblamberti1
@jsource
@lhaukmee


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