#ddj OR (data journalism), Twitter, 8/16/2021 4:02:43 PM, 260307


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#ddj OR (data journalism)_2021-08-16_08-50-45.xlsx
#ddj OR (data journalism)_2021-08-16_08-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3skrYJw
@england_rob_
@albertocairo
@smfrogers
@grjenkin
@datajournalism
@grhutchens
@philninh
@plateauton
@gijn
@gijnru

Top hashtags:
#ddj
#datajournalism
#dataviz
#journalism
#gijc21
#bundestagswahl2021

Description:
Description
The graph represents a network of 1,711 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, 16 August 2021 at 15:52 UTC.

The requested start date was Monday, 16 August 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 6-day, 23-hour, 26-minute period from Monday, 09 August 2021 at 00:05 UTC to Sunday, 15 August 2021 at 23:32 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 : 1711
Unique Edges : 1191
Edges With Duplicates : 1710
Total Edges : 2901
Number of Edge Types : 5
Retweet : 767
MentionsInRetweet : 1156
Mentions : 503
Replies to : 175
Tweet : 300
Self-Loops : 319
Reciprocated Vertex Pair Ratio : 0.0274853801169591
Reciprocated Edge Ratio : 0.0535002845759818
Connected Components : 409
Single-Vertex Connected Components : 146
Maximum Vertices in a Connected Component : 193
Maximum Edges in a Connected Component : 505
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.733956
Graph Density : 0.000600517463540011
Modularity : 0.621202
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,711 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, 16 August 2021 at 15:52 UTC.

The requested start date was Monday, 16 August 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 6-day, 23-hour, 26-minute period from Monday, 09 August 2021 at 00:05 UTC to Sunday, 15 August 2021 at 23:32 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:
[114] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622
[15] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_campaign=news-article-share-2-desktop-0&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[12] https://www.rawstory.com/mike-lindell-voter-fraud-2654637828/
[11] https://gijn.org/2021/08/09/top-10-ddj-klimaticheskie-katastrofy-olimpiyskiy-beg-rossiyskoe-zdravoohranenie/
[10] https://www.rawstory.com/2020-census-results/
[8] https://latamjournalismreview.org/articles/mexican-digital-media-outlet-serendipia-works-to-balance-in-depth-data-journalism-and-content-creation-for-social-networks/
[7] https://gijn.org/2021/07/06/fellowships-to-attend-the-12th-global-investigative-journalism-conference-online/
[6] https://gijn.org/2021/08/06/data-journalism-top-10-climate-disasters-olympic-running-russian-healthcare-and-bulgarian-coal-plants/
[6] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_campaign=news-article-share-2-control&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[6] https://suchstroeme.truth-and-beauty.net/

Top URLs in Tweet in G1:
[13] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622
[7] https://www.rawstory.com/mike-lindell-voter-fraud-2654637828/
[7] https://www.rawstory.com/2020-census-results/
[4] https://www.rawstory.com/new-census-data-should-be-a-boost-to-democrats-but-gop-is-likely-to-win-anyway/
[4] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_campaign=news-article-share-2-desktop-0&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[4] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_campaign=news-article-share-2-control&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[3] https://twitter.com/cape_diamond/status/1419881172855709697
[2] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[2] https://gijn.org/2021/08/06/data-journalism-top-10-climate-disasters-olympic-running-russian-healthcare-and-bulgarian-coal-plants/
[2] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G2:
[86] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622
[1] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_medium=content_shared&utm_source=abc_news_amp&utm_campaign=abc_news_amp&utm_content=twitter

Top URLs in Tweet in G3:
[11] https://gijn.org/2021/08/09/top-10-ddj-klimaticheskie-katastrofy-olimpiyskiy-beg-rossiyskoe-zdravoohranenie/
[6] http://www.verigazeteciligi.com/ddj_etiket/
[5] https://veribulteni.voyd.org.tr/e-book/
[3] http://www.verigazeteciligi.com/r-destekli-acik-kaynak-gorsellestirme-araci-inzight/
[3] https://mailchi.mp/a5740f4184c1/veri-bulteni_138-6289301
[3] https://docs.google.com/forms/d/e/1FAIpQLSeyRf-jrR550t8-FvVdv9DccvEdQOQn7m08wRD7H7a8TOKCMQ/viewform
[2] http://Vis.stanford.edu
[2] http://www.verigazeteciligi.com/datawrangler-vis-stanford-edunun-veri-temizleme-donusturme-araci/
[2] http://www.verigazeteciligi.com/archerviz-hazine-verilerinde-sakli-olan-kisilerin-sirketlerin-aglarini-aramayi-saglar/
[2] http://www.verigazeteciligi.com/web-denetcisi-ile-gizli-verileri-cikarmak/

Top URLs in Tweet in G4:
[3] https://careerssearch.bbc.co.uk/jobs/job/Data-Journalist-BBC-Englands-Central-News-Service/54859
[1] https://twitter.com/a_ballatore/status/1424747142917283844
[1] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[1] https://twitter.com/england_rob_/status/1426148199832735744

Top URLs in Tweet in G7:
[3] https://datajournalism.com/read/longreads/turbulent-with-a-chance-of-data-journalisms-drone-powered-futures
[2] https://datajournalism.com/read/blog/data-journalism-good-reasons
[2] https://grjenkin.com/articles/category/data-driven-journalism/622812/08/12/2021/ai-is-the-new-horizon-for-news-global-editors-network-medium
[2] https://tcij.org/scheduled-training/deep-dive-into-data-journalism-online-4/
[1] https://soundcloud.com/datajournalism/episode-33-conversation-with-marie-segger-the-economist?utm_source=Twitter&utm_campaign=social_sharing&utm_medium=widget&utm_content=https%3A//soundcloud.com/datajournalism/episode-33-conversation-with-marie-segger-the-economist
[1] https://datajournalism.com/read/newsletters/inside-the-economists-off-the-charts-newsletter
[1] https://anchor.fm/ddjpodcast/episodes/US-Census-bonus-episode-e15ol3k
[1] https://grjenkin.com/articles/category/data-driven-journalism/619428/08/09/2021/albania-is-drowning-in-its-garbage-exit
[1] https://grjenkin.com/articles/category/data-driven-journalism/619426/08/09/2021/how-your-donations-will-support-icij-in-2018-icij
[1] https://grjenkin.com/articles/category/data-driven-journalism/622811/08/11/2021/a-look-back-at-media-innovation-in-2017-and-what-we-learned-from-it

Top URLs in Tweet in G8:
[6] https://suchstroeme.truth-and-beauty.net/
[3] https://simonrogers.net/2021/08/11/us-census-bonus-podcast-episode/
[3] https://twitter.com/KnightLab
[2] https://biglocalnews.org/
[2] https://censusreporter.org/2020/
[1] https://simonrogers.net/2021/08/11/us-
[1] https://censusreporter.org:443/2020
[1] https://datajournalismpodcast.com/
[1] https://twitter.com/CensusReporter
[1] https://online.stanford.edu/instructors/cheryl-phillips

Top URLs in Tweet in G9:
[1] https://datajournalism.com/read/blog/data-journalism-good-reasons
[1] https://www.washingtonpost.com/lifestyle/media/checks-balances-journalism-pr/2021/06/04/df35c110-b3fa-11eb-9059-d8176b9e3798_story.html

Top URLs in Tweet in G10:
[2] https://ijnet.org/en/opportunity/usc-health-journalism-program-offers-fellowship-grant-us
[2] https://centerforhealthjournalism.org/event/2021-data-fellowship-0
[1] https://us06web.zoom.us/j/85233010196?pwd=dGxZand2d01wczZmQXZTY0RpSHp6dz09
[1] https://ijnet.org/en/opportunity/program-focuses-religion-reporting-nigeria-sudan
[1] https://ijnet.org/en/opportunity/course-teaches-skills-climate-crisis-reporting-latin-america-spain
[1] https://twitter.com/SierraClub/status/1425994330108481537
[1] https://twitter.com/adatseng/status/1425634758000742403
[1] https://arij.net/beta_inv/Data-Journalism/
[1] https://news.mongabay.com/2020/08/brazilian-amazon-protected-areas-in-flames-as-land-grabbers-invade/?utm_medium=Social&utm_source=Twitter#Echobox=1628544393-1

Top Domains
Top Domains in Tweet in Entire Graph:
[147] net.au
[85] twitter.com
[31] gijn.org
[30] rawstory.com
[20] datacenterfrontier.com
[19] verigazeteciligi.com
[15] co.uk
[10] datajournalism.com
[10] theguardian.com
[9] mailchi.mp

Top Domains in Tweet in G1:
[29] twitter.com
[29] net.au
[20] rawstory.com
[5] theguardian.com
[4] washingtonpost.com
[3] youtube.com
[3] co.uk
[3] gijn.org
[2] datajournalism.com
[1] hackernoon.com

Top Domains in Tweet in G2:
[87] net.au

Top Domains in Tweet in G3:
[19] verigazeteciligi.com
[17] gijn.org
[7] mailchi.mp
[5] org.tr
[3] google.com
[2] stanford.edu
[2] twitter.com
[1] reuters.com
[1] informationisbeautiful.net
[1] datajournalism.tools

Top Domains in Tweet in G4:
[3] co.uk
[2] twitter.com
[1] theguardian.com

Top Domains in Tweet in G7:
[6] datajournalism.com
[5] grjenkin.com
[2] tcij.org
[2] twitter.com
[1] soundcloud.com
[1] anchor.fm
[1] co.ke

Top Domains in Tweet in G8:
[6] truth-and-beauty.net
[5] twitter.com
[4] simonrogers.net
[3] censusreporter.org
[2] biglocalnews.org
[1] datajournalismpodcast.com
[1] stanford.edu
[1] anchor.fm

Top Domains in Tweet in G9:
[1] datajournalism.com
[1] washingtonpost.com

Top Domains in Tweet in G10:
[4] ijnet.org
[2] centerforhealthjournalism.org
[2] twitter.com
[1] zoom.us
[1] arij.net
[1] mongabay.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] ddj
[37] datajournalism
[35] dataviz
[30] journalism
[22] gijc21
[18] bundestagswahl2021
[14] datacenter
[12] data
[8] analysis
[7] verification



Top Hashtags in Tweet in G1:
[8] ddj
[7] journalism
[3] datajournalism
[3] dataviz
[3] whatshappeninginmyanmar
[3] july27coup
[2] firstamendment
[2] opengov
[2] data
[2] datajournalisme

Top Hashtags in Tweet in G2:
[1] auspol
[1] centrelink
[1] murdoch

Top Hashtags in Tweet in G3:
[43] ddj
[13] gijc21
[12] dataviz
[5] veriokuryazarlığı
[5] verigazeteciliği
[4] voyd
[3] tool
[3] rddj
[3] açıkveri
[3] veribülteni

Top Hashtags in Tweet in G4:
[15] ddj
[7] verification
[7] osint
[7] factchecking
[2] journojobs
[1] covid
[1] cityjtips

Top Hashtags in Tweet in G7:
[21] datajournalism
[6] journalists
[6] civictech
[6] drones
[5] datadrivenjournalism
[4] ddj
[2] data
[1] dataviz
[1] journalism
[1] technology

Top Hashtags in Tweet in G8:
[8] ddj
[7] dataviz
[1] census
[1] datajournalism

Top Hashtags in Tweet in G10:
[4] us
[2] nigeria
[2] sudan
[1] ddj
[1] صحافة_البيانات

Top Words
Top Words in Tweet in Entire Graph:
[1031] data
[857] journalism
[152] employment
[149] politicians
[149] disgraceful
[148] manipulated
[133] more
[124] #ddj
[122] journalists
[109] investigative

Top Words in Tweet in G1:
[146] data
[134] journalism
[32] employment
[31] politicians
[30] manipulated
[30] disgraceful
[24] independent
[23] years
[23] story
[22] raw

Top Words in Tweet in G2:
[88] employment
[88] data
[88] journalism
[87] politicians
[87] manipulated
[87] disgraceful
[86] grhutchens

Top Words in Tweet in G3:
[51] gijn
[43] #ddj
[42] в
[35] journalism
[30] investigative
[24] potential
[21] veri
[21] databases
[20] open
[20] software

Top Words in Tweet in G4:
[108] data
[52] journalism
[51] working
[48] alert
[38] england_rob_
[38] job
[38] news
[37] passion
[37] local
[37] tell

Top Words in Tweet in G5:
[2] sassygirld1
[2] thatsnotmine125
[2] jsaholmes
[2] biovisionary
[2] kayvonpaul
[2] barryjohnreid21
[2] jhan2qt
[2] nycweatherrepor
[2] burgerlab12
[2] fight

Top Words in Tweet in G6:
[44] nepal
[44] journalists
[43] body
[43] data
[43] 100000
[43] forum
[43] environmental
[43] 92641
[43] centre
[43] investigative

Top Words in Tweet in G7:
[22] data
[22] journalism
[21] #datajournalism
[11] stories
[11] datajournalism
[9] drones
[8] tell
[8] turbulent
[7] conversation
[7] compelling

Top Words in Tweet in G8:
[40] data
[26] journalism
[26] 2020
[22] smfrogers
[22] podcast
[19] albertocairo
[18] joined
[18] talk
[17] co
[13] biglocalnews

Top Words in Tweet in G9:
[31] pr
[30] public
[30] relations
[30] industry
[30] booming
[30] specialists
[30] outnumber
[30] journalists
[30] more
[30] according

Top Words in Tweet in G10:
[47] data
[22] journalism
[10] reportinghealth
[9] series
[8] code4africa
[8] fellowship
[8] receive
[7] analysis
[7] stories
[7] nice

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[431] data,journalism
[149] employment,data
[148] politicians,manipulated
[148] manipulated,employment
[147] journalism,disgraceful
[97] investigative,journalism
[84] grhutchens,politicians
[44] journalism,job
[44] local,news
[43] body,data

Top Word Pairs in Tweet in G1:
[65] data,journalism
[30] politicians,manipulated
[30] manipulated,employment
[30] employment,data
[30] journalism,disgraceful
[22] independent,journalism
[21] raw,story
[21] story,celebrating
[21] celebrating,17
[21] 17,years

Top Word Pairs in Tweet in G2:
[88] employment,data
[88] data,journalism
[87] politicians,manipulated
[87] manipulated,employment
[87] journalism,disgraceful
[84] grhutchens,politicians

Top Word Pairs in Tweet in G3:
[28] investigative,journalism
[20] open,software
[20] software,great
[20] great,potential
[20] potential,investigative
[20] journalism,allows
[20] allows,explore
[20] explore,databases
[20] databases,never
[20] never,before

Top Word Pairs in Tweet in G4:
[48] data,journalism
[37] journalism,job
[37] job,alert
[37] alert,working
[37] working,data
[37] data,passion
[37] passion,local
[37] local,news
[37] news,tell
[36] england_rob_,data

Top Word Pairs in Tweet in G5:
[2] sassygirld1,thatsnotmine125
[2] thatsnotmine125,jsaholmes
[2] jsaholmes,biovisionary
[2] biovisionary,kayvonpaul
[2] kayvonpaul,barryjohnreid21
[2] barryjohnreid21,jhan2qt
[2] jhan2qt,nycweatherrepor
[2] nycweatherrepor,burgerlab12

Top Word Pairs in Tweet in G6:
[43] body,data
[43] data,100000
[43] 100000,nepal
[43] nepal,forum
[43] forum,environmental
[43] environmental,journalists
[43] journalists,92641
[43] 92641,centre
[43] centre,investigative
[43] investigative,journalism

Top Word Pairs in Tweet in G7:
[17] data,journalism
[6] latest,drones
[6] drones,data
[6] journalism,read
[6] read,#journalists
[6] #journalists,interested
[6] interested,#civictech
[6] #civictech,#datajournalism
[6] #datajournalism,#drones
[6] #datajournalism,effective

Top Word Pairs in Tweet in G8:
[24] data,journalism
[20] journalism,podcast
[19] smfrogers,albertocairo
[18] joined,smfrogers
[18] albertocairo,data
[18] podcast,talk
[17] talk,2020
[10] 2020,census
[10] census,data
[10] data,co

Top Word Pairs in Tweet in G9:
[30] public,relations
[30] relations,industry
[30] industry,booming
[30] booming,pr
[30] pr,specialists
[30] specialists,outnumber
[30] outnumber,journalists
[30] journalists,more
[30] more,according
[29] reesedunklin,public

Top Word Pairs in Tweet in G10:
[18] data,journalism
[7] data,analysis
[7] nice,receive
[7] receive,award
[7] award,mention
[7] mention,data
[7] journalism,series
[7] series,'forest
[7] 'forest,trackers'
[7] trackers',sejorg

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@grhutchens
@gijn
@babaanealche
@england_rob_
@reesedunklin
@smfrogers
@albertocairo
@kelvinfiji
@plateauton
@hasselfallas

Top Mentioned in G1:
@fivefreedoms
@opa1420

Top Mentioned in G2:
@grhutchens

Top Mentioned in G3:
@gijn
@istories_media
@gijnru
@voydorg
@dagmedyaveri
@washingtonpost
@gijnturkish
@helecarpio
@sz
@pulitzercenter

Top Mentioned in G4:
@england_rob_
@petesherlock79
@misscossu
@dpa
@fvcastell
@nikicheong
@melissaterras
@alexhomer
@england_r
@puntofisso

Top Mentioned in G5:
@thatsnotmine125
@jsaholmes
@biovisionary
@kayvonpaul
@barryjohnreid21
@jhan2qt
@nycweatherrepor
@burgerlab12
@alex_on_a14
@sassygirld1

Top Mentioned in G6:
@babaanealche

Top Mentioned in G7:
@datajournalism
@monikajones
@cijournalism
@rgameyer
@rightrelevance
@rferl_hackathon
@grjenkin
@mariesegger
@ejcnet
@monikajon

Top Mentioned in G8:
@smfrogers
@albertocairo
@biglocalnews
@censusreporter
@towcenter
@palewire
@cephillips
@joegermuska
@moritz_stefaner
@googletrends

Top Mentioned in G9:
@reesedunklin
@ibwellssociety

Top Mentioned in G10:
@reportinghealth
@sejorg
@mongabay
@code4africa
@elnamwanje
@ijnet
@data
@icfj
@agnesconstante
@nbcasianamerica

Top Tweeters
Top Tweeters in Entire Graph:
@rodolfoxoliz
@_redfrog
@pckj3627
@daily_express
@lizditz
@thehill
@breakinews
@ahmadnormaulana
@cotey_mary
@reuters

Top Tweeters in G1:
@ahmadnormaulana
@bmangh
@girlzinger
@nobiggovduh
@benavu54
@opa1420
@xscoutie
@whysharksmatter
@twihusband
@americarising17

Top Tweeters in G2:
@raywilton4
@paulwiggins
@roseg
@nikt50
@boeufblogginon
@r_quazzy
@coonavass
@jenn1964hussey
@littlesparrow9
@korstraw

Top Tweeters in G3:
@_redfrog
@milatrud11
@washingtonpost
@prodavinci
@border555
@pmihail1
@andrey_tlt_63
@pepeclavijoa
@maqroll30
@sz

Top Tweeters in G4:
@rec0nus
@nikicheong
@dpa
@puntofisso
@rachelkennedy84
@paulbradshaw
@willthewordguy
@real_person_dh
@mikesjourno
@lorepregliasco

Top Tweeters in G5:
@lizditz
@frankdelia7
@mcfunny
@wendyorent
@jsaholmes
@carlsmythe
@rodfair2
@nyob7714
@alex_on_a14
@chrisjohnsonmd

Top Tweeters in G6:
@rock_7up
@royalkhalasi
@djkanchan28
@sunsaribaraha
@yubraj_koirala
@kandeldai
@babaanealche
@arunbudhathoki
@pratap_np
@kaalekeeto

Top Tweeters in G7:
@fabriciosx
@theeconomist
@margymaclibrary
@grjenkin
@awelder
@alexisolivo
@gregorirasputi5
@rgameyer
@damianprofeta
@yudivian

Top Tweeters in G8:
@albertocairo
@billdinyeg
@moniscope
@graniteprof
@palewire
@mtdukes
@mikestucka
@mikejcorey
@liliasaul
@joegermuska

Top Tweeters in G9:
@elevenbravo138
@craigmatsuda
@geokem7
@loveforall24
@craignewman
@dakgirl
@birdsofpaper
@vickimo08056436
@aguilararturo
@gordonachaffin

Top Tweeters in G10:
@petchary
@jaytay777
@tujadili
@sejorg
@flux_nomad
@wayne022468
@ijnet
@stephadeline
@icfj
@mongabay


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