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#ddj OR (data journalism)_2021-04-12_06-51-15.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
April 12, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3wS3A46
@gijn
@milos_agathon
@datajournalism
@gijnru
@ft
@smfrogers
@blackstembot
@edjnet
@journtoolbox
@ejcnet

Top hashtags:
#ddj
#dataviz
#journalism
#datajournalism
#data
#datacenter
#covid19
#health
#ai

Description:
Description
The graph represents a network of 2,223 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 April 2021 at 13:54 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 5-day, 16-hour, 44-minute period from Monday, 05 April 2021 at 00:06 UTC to Saturday, 10 April 2021 at 16:50 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 : 2223
Unique Edges : 1649
Edges With Duplicates : 2707
Total Edges : 4356
Number of Edge Types : 5
Replies to : 131
Retweet : 1225
MentionsInRetweet : 1910
Tweet : 263
Mentions : 827
Self-Loops : 277
Reciprocated Vertex Pair Ratio : 0.0240420736288505
Reciprocated Edge Ratio : 0.0469552457813646
Connected Components : 353
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 500
Maximum Edges in a Connected Component : 1268
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.5018
Graph Density : 0.000551877050053183
Modularity : 0.616672
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,223 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 April 2021 at 13:54 UTC.

The requested start date was Monday, 12 April 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 5-day, 16-hour, 44-minute period from Monday, 05 April 2021 at 00:06 UTC to Saturday, 10 April 2021 at 16:50 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 : GraphServerTwitterSearch
Graph Term : #ddj OR (data journalism)
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[39] https://www.canarymedia.com/articles/confronting-climate-change-with-fiercely-independent-data-driven-journalism/
[19] https://indianexpress.com/article/express-exclusive/national-security-act-uttar-pradesh-police-detentions-cow-slaughter-ban-7260425/lite/?__twitter_impression=true
[9] https://m.thewire.in/article/government/vehicle-bulk-data-privacy-morth-german-firm-fast-lane
[6] https://twentytendaily.com/orodata-science-micro-grants-for-data-driven-investigative-journalism-2021/
[6] https://ddj.news/
[5] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[5] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[4] https://www.canarymedia.com/articles/confronting-climate-change-with-fiercely-independent-data-driven-journalism/?utm_campaign=launch&utm_source=facebook,linkedin&utm_medium=social&utm_content=op-ed
[4] https://rviews.rstudio.com/2021/04/06/covid-19-data-forum-data-journalism/
[4] https://issuu.com/saladeprensa/docs/the_data_journalism_handbook._towards_a_critical_d

Top URLs in Tweet in G1:
[6] https://ddj.news/
[3] https://rviews.rstudio.com/2021/04/06/covid-19-data-forum-data-journalism/
[3] https://www.r-bloggers.com/2021/04/covid-19-data-forum-data-journalism/
[2] https://interactive.aljazeera.com/aje/2020/saving-the-nile/index.html
[2] https://www.aup.nl/en/book/9789462989511/the-data-journalism-handbook
[2] https://www.nytimes.com/interactive/2021/03/31/world/global-vaccine-supply-inequity.html
[2] https://blog.basilesimon.fr/2021/03/23/data-journalism-handbook-published/
[1] https://twitter.com/gijnRu/status/1379803714542780416
[1] https://www.cjr.org/tow_center_reports/ai-ethics-journalism-and-computation-ibm-new-york-times.php
[1] https://nuzzel.com/Biff_Bruise/2021/04/06

Top URLs in Tweet in G3:
[10] https://www.canarymedia.com/articles/confronting-climate-change-with-fiercely-independent-data-driven-journalism/
[2] https://thecustomer.net/thecustomer-qt-april-6-2021/
[2] https://ico.org.uk/about-the-ico/news-and-events/news-and-blogs/2019/04/helping-us-strike-the-right-balance-between-journalism-and-data-protection/
[2] https://www.mixcloud.com/otata/otata-driving-song-rec-2021-04-07/
[2] https://www.trudydarwin.com/best-techpr-trends-2021-increased-measurement-pr-efforts/
[2] https://datajournalism.com/read/blog/5-micro-learning-data-journalism-communities
[1] https://twitter.com/wikileaks/status/1378995832964325380
[1] https://twitter.com/MarkusMannheim/status/1378840238257147904
[1] http://www.khaltura.com/72982/digital-marketing-manager-real-estate/
[1] https://twitter.com/sinarproject/status/1378929878238601220

Top URLs in Tweet in G4:
[1] http://view.e.economist.com/?qs=e72979914404cd98e978e223f1f08e2995abef0417eb9f008fbec85b070833368f04505ce40d6935764b55a1bf92013cc661a113524b6ce0b935074a120812a3f8690302464ffeeae6fbaae32986d6ca
[1] https://www.economist.com/offthecharts/
[1] https://econ.trib.al/dWMn6EK

Top URLs in Tweet in G5:
[2] https://docs.google.com/forms/d/e/1FAIpQLSc-2T5j0Qz6v_dQBiCe1-26HWHCjGGu0QATY9Gq9Piy8Zy7OA/viewform
[2] https://www.journalism.co.uk/jobs/811603
[1] http://www.verigazeteciligi.com/veri-gazeteciligi-ilk-10-kuresel-protestolar-beyzbol-iadeleri-17-yillik-hatalar-ileri-teknoloji-covid-maskeleri-asi-esitsizligi/
[1] https://journalismassembly.com
[1] https://rviews.rstudio.com/2021/04/06/covid-19-data-forum-data-journalism/
[1] http://www.verigazeteciligi.com/xenographics-sira-disi-grafikler-haritalardan-olusan-bir-koleksiyon/

Top URLs in Tweet in G6:
[28] https://www.canarymedia.com/articles/confronting-climate-change-with-fiercely-independent-data-driven-journalism/
[4] https://www.canarymedia.com/articles/confronting-climate-change-with-fiercely-independent-data-driven-journalism/?utm_campaign=launch&utm_source=facebook,linkedin&utm_medium=social&utm_content=op-ed
[1] https://www.canarymedia.com/?utm_source=twitter&utm_medium=social&utm_campaign=launch_outreach&utm_content=ew#/portal/signup
[1] https://twitter.com/CanaryMediaInc/status/1379373354143133697
[1] https://www.linkedin.com/slink?code=eZHb4DC

Top URLs in Tweet in G9:
[19] https://indianexpress.com/article/express-exclusive/national-security-act-uttar-pradesh-police-detentions-cow-slaughter-ban-7260425/lite/?__twitter_impression=true
[9] https://m.thewire.in/article/government/vehicle-bulk-data-privacy-morth-german-firm-fast-lane
[2] https://seenunseen.in/episodes/2020/10/25/episode-196-the-importance-of-data-journalism/
[1] https://twitter.com/rukmini/status/1375004385437052928?s=27
[1] https://twitter.com/WestlandBooks/status/1378958078914220035
[1] https://twitter.com/kaunain_s/status/1379274861432872968
[1] https://twitter.com/Rukmini/status/1378972695878983682

Top Domains
Top Domains in Tweet in Entire Graph:
[70] twitter.com
[47] canarymedia.com
[46] gijn.org
[28] datacenterfrontier.com
[22] voxeurop.eu
[19] indianexpress.com
[15] thewire.in
[13] medium.com
[13] co.uk
[12] opendemocracy.net

Top Domains in Tweet in G1:
[32] gijn.org
[10] opendemocracy.net
[6] ddj.news
[6] rstudio.com
[5] r-bloggers.com
[4] aup.nl
[4] robotwritersai.com
[3] nytimes.com
[3] twitter.com
[2] cjr.org

Top Domains in Tweet in G3:
[20] twitter.com
[13] canarymedia.com
[4] mixcloud.com
[4] co.uk
[3] datajournalism.com
[3] gijn.org
[2] linkedin.com
[2] google.com
[2] thecustomer.net
[2] org.uk

Top Domains in Tweet in G4:
[5] trib.al
[2] economist.com

Top Domains in Tweet in G5:
[6] co.uk
[6] verigazeteciligi.com
[3] journalismassembly.com
[3] google.com
[3] mailchi.mp
[2] org.tr
[2] twitter.com
[1] dataharvest.eu
[1] trib.al
[1] linkedin.com

Top Domains in Tweet in G6:
[33] canarymedia.com
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G9:
[19] indianexpress.com
[15] thewire.in
[4] twitter.com
[2] seenunseen.in

Top Domains in Tweet in G10:
[1] indeed.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[212] ddj
[54] dataviz
[54] journalism
[35] datajournalism
[33] data
[27] datacenter
[18] covid19
[18] health
[17] ai
[17] healthday



Top Hashtags in Tweet in G1:
[60] ddj
[28] dataviz
[15] healthday
[15] health
[15] worldhealthday2021
[14] rstats
[14] covid19
[13] datascience
[12] davaviz
[9] medicine

Top Hashtags in Tweet in G3:
[12] ddj
[7] data
[5] journalism
[5] kuvo
[4] dj
[3] music
[3] mix
[3] mixcloud
[2] djlifestyle
[2] journojobs

Top Hashtags in Tweet in G5:
[21] ddj
[9] dataviz
[9] veriokuryazarlığı
[8] açıkveri
[8] verigazeteciliği
[8] verigörselleştirme
[7] datajournalism
[7] veribülteni
[6] voyd
[5] opendata

Top Hashtags in Tweet in G6:
[6] climate
[4] climatechange
[4] journalism
[1] energytwitter
[1] climateaction
[1] climatesrisis
[1] renewableenergy
[1] energy
[1] gtm
[1] climatecrisis

Top Words
Top Words in Tweet in Entire Graph:
[1222] data
[1071] journalism
[212] #ddj
[191] today
[176] still
[157] made
[141] interview
[139] earlier
[138] fuming
[138] sylvia

Top Words in Tweet in G1:
[130] data
[90] gijn
[74] journalism
[60] #ddj
[53] milos_agathon
[47] day
[46] र
[45] world
[41] 19
[39] covid

Top Words in Tweet in G2:
[138] still
[138] fuming
[138] sylvia
[138] jones
[138] interview
[138] earlier
[138] today
[138] made
[138] brief
[138] foray

Top Words in Tweet in G3:
[102] data
[91] journalism
[12] #ddj
[10] paper
[10] climate
[9] right
[8] journalists
[8] research
[8] pay
[8] change

Top Words in Tweet in G4:
[134] theeconomist
[85] blossoms
[77] experts
[77] think
[77] climate
[77] change
[77] blame
[60] recent
[60] decades
[60] emerged

Top Words in Tweet in G5:
[59] data
[42] journalism
[26] skills
[25] join
[25] discord
[24] social
[24] media
[23] datajournalism
[22] veri
[21] twitch

Top Words in Tweet in G6:
[41] canarymediainc
[34] ewesoff
[29] independent
[23] journalism
[23] rockymtninst
[22] climate
[21] launch
[17] energy
[17] media
[15] data

Top Words in Tweet in G8:
[46] vaccinated
[46] great
[46] data
[46] journalism
[46] rachellavin
[46] businessposthq
[46] rollout
[45] elainebyrne
[45] ireland

Top Words in Tweet in G9:
[36] journalism
[27] rukmini
[22] data
[20] kaunain_s
[20] work
[19] superb
[19] essential
[19] hard
[16] investigative
[15] compliments

Top Words in Tweet in G10:
[40] journalism
[40] job
[40] cyberscoopnews
[40] looking
[40] another
[40] reporter
[40] cover
[40] technology
[40] security
[40] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[594] data,journalism
[138] still,fuming
[138] fuming,sylvia
[138] sylvia,jones
[138] jones,interview
[138] interview,earlier
[138] earlier,today
[138] today,made
[138] made,brief
[138] brief,foray

Top Word Pairs in Tweet in G1:
[66] data,journalism
[39] covid,19
[34] milos_agathon,mapped
[26] celebration,world
[26] world,theater
[26] theater,day
[26] day,milos_agathon
[26] mapped,european
[26] european,theaters
[26] coastline,venues

Top Word Pairs in Tweet in G2:
[138] still,fuming
[138] fuming,sylvia
[138] sylvia,jones
[138] jones,interview
[138] interview,earlier
[138] earlier,today
[138] today,made
[138] made,brief
[138] brief,foray
[138] foray,data

Top Word Pairs in Tweet in G3:
[30] data,journalism
[7] climate,change
[7] fiercely,independent
[7] independent,data
[7] data,driven
[7] driven,journalism
[6] happening,right
[6] confronting,climate
[6] change,fiercely
[5] essays,due

Top Word Pairs in Tweet in G4:
[77] experts,think
[77] think,climate
[77] climate,change
[77] change,blame
[60] recent,decades
[60] decades,blossoms
[60] blossoms,emerged
[60] emerged,much
[60] much,sooner
[60] sooner,once

Top Word Pairs in Tweet in G5:
[27] data,journalism
[24] social,media
[21] discord,twitch
[21] twitch,clubhouse
[21] clubhouse,few
[21] few,social
[21] media,platforms
[21] platforms,currently
[21] currently,generating
[21] generating,hype

Top Word Pairs in Tweet in G6:
[15] launch,canarymediainc
[14] independent,data
[13] fiercely,independent
[13] data,driven
[13] today,rockymtninst
[13] rockymtninst,announced
[13] announced,launch
[13] canarymediainc,independent
[13] independent,energy
[13] energy,newsroom

Top Word Pairs in Tweet in G8:
[46] vaccinated,great
[46] great,data
[46] data,journalism
[46] journalism,rachellavin
[46] rachellavin,businessposthq
[45] elainebyrne,vaccinated
[45] businessposthq,ireland
[45] ireland,rollout

Top Word Pairs in Tweet in G9:
[21] data,journalism
[19] superb,data
[19] journalism,kaunain_s
[19] kaunain_s,work
[19] work,essential
[19] essential,hard
[18] rukmini,superb
[15] compliments,reporters_co
[15] reporters_co,piece
[15] piece,investigative

Top Word Pairs in Tweet in G10:
[40] journalism,job
[40] job,cyberscoopnews
[40] cyberscoopnews,looking
[40] looking,another
[40] another,reporter
[40] reporter,cover
[40] cover,technology
[40] technology,security
[40] security,data
[40] data,privacy

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@journo_dale
@theeconomist
@gijn
@milos_agathon
@rachellavin
@businessposthq
@elainebyrne
@canarymediainc
@cyberscoopnews
@jeffstone500

Top Mentioned in G1:
@gijn
@milos_agathon
@wsjgraphics
@simon_huwiler
@ajenglish
@bb_liliana
@ajlabs
@philipdisalvo
@rstudio
@opendemocracy

Top Mentioned in G2:
@journo_dale

Top Mentioned in G3:
@excellentpaper2
@businesshistor1
@realcode

Top Mentioned in G4:
@theeconomist
@econdailycharts

Top Mentioned in G5:
@datajournalism
@ejcnet
@dataharvesteijc
@ftdata
@googlenewsinit
@voydorg
@soljourno
@stekhn
@hostwriter
@journocode

Top Mentioned in G6:
@canarymediainc
@ewesoff
@rockymtninst
@drvolts
@jeffsaintjohn
@katiefehren
@guay_jg
@greentechmedia
@emmafmerchant

Top Mentioned in G7:
@robert76907841
@ejwwest
@anvndarnamn5
@zandernoriega
@canncr
@jwickers
@mattp1949
@suffect
@dawntj90
@veritatis2021

Top Mentioned in G8:
@rachellavin
@businessposthq
@elainebyrne

Top Mentioned in G9:
@rukmini
@kaunain_s
@reporters_co
@hemindrahazari
@prempanicker
@amitvarma

Top Mentioned in G10:
@cyberscoopnews
@jeffstone500

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@ez4u2say_janis
@geoffrey_payne
@espinosacrsiete
@_redfrog
@world_news_eng
@indiatoday
@joannecangal
@madanabhat
@1loriking

Top Tweeters in G1:
@margymayell
@encourageaap
@mr_spock
@nytimes
@1jasliz
@1atsuhimerose2
@washingtonpost
@artificialbra1n
@bquest_shipsco_
@steph80335

Top Tweeters in G2:
@ez4u2say_janis
@joannecangal
@1loriking
@suepeac
@ruthmkb
@hopealdridge
@pepperfire
@dianneathome
@meadllar
@jrsamplesbr549

Top Tweeters in G3:
@biconnections
@geoffypjohnston
@suriyasubraman
@naturallykatz
@da_sweetthin
@khalturadotcom
@bluwndzdancing
@chicagobars
@journalismjobs
@yoadribaby

Top Tweeters in G4:
@world_news_eng
@souzaeluam
@theeconomist
@christinluvssno
@guasabaraeditor
@aadi_n
@gillstella
@malkyc01
@dani_bella_rina
@akidasaotomi

Top Tweeters in G5:
@discord
@abangmercy
@mougendi
@margymaclibrary
@grjenkin
@journalismnews
@iam_yahayaym
@pinardag
@johncthompson
@yudivian

Top Tweeters in G6:
@toschie
@rmabennett
@austinflack
@fisher_danar
@greentechmedia
@willowa2
@carlsiegrist
@guay_jg
@jeremybloom
@katiefehren

Top Tweeters in G7:
@neasdenparade
@dawntj90
@zsrenn
@dancady
@ejwwest
@mhehedzherting
@schrdin79008382
@veritatis2021
@ecosensenow
@keillerdon

Top Tweeters in G8:
@jeany_seven
@melcsgoldtooth
@brianhonan
@okeeffelynn
@tuts1976
@antcon7062
@damienwlr
@wukelly
@debhruin
@bosscoat

Top Tweeters in G9:
@rajkshroff
@angryyoungman55
@grumpeoldman
@anu141
@ravish_singla
@prempanicker
@shadowwarrior06
@cholachen
@imp_sea
@arvind1101

Top Tweeters in G10:
@denise_snively
@srubenfeld
@cara_txzeal
@zaleskiluke
@unix_guru
@infosecsherpa
@craigsilverman
@diltown
@asfakian
@lawyerliz


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