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#ddj OR (data journalism) since:2023-01-09 until:2023-01-16 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
January 16, 2023
Short Description:
#ddj OR (data journalism) since:2023-01-09 until:2023-01-16 via NodeXL https://bit.ly/3iJ8Moy
@mediacomgold
@rising_serpent
@gijn
@gijnafrica
@ire_nicar
@ijnet
@risj_oxford
@sigmaawards
@shahidaslam87
@pressgazette

Top hashtags:
#tigraygenocide
#eritreaoutoftigray

Description:
Description
The graph represents a network of 1,776 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2023-01-09 until:2023-01-16", 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, 16 January 2023 at 12:16 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 27-minute period from Monday, 09 January 2023 at 01:07 UTC to Sunday, 15 January 2023 at 23:35 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 : 1776
Unique Edges : 2813
Edges With Duplicates : 957
Total Edges : 3770
Number of Edge Types : 5
Replies to : 149
Retweet : 1103
MentionsInRetweet : 1748
Mentions : 552
Tweet : 218
Self-Loops : 226
Reciprocated Vertex Pair Ratio : 0.010472972972973
Reciprocated Edge Ratio : 0.0207288532263457
Connected Components : 305
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 248
Maximum Edges in a Connected Component : 1475
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.356009
Graph Density : 0.000948800913589646
Modularity : 0.722993
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,776 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2023-01-09 until:2023-01-16", 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, 16 January 2023 at 12:16 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 27-minute period from Monday, 09 January 2023 at 01:07 UTC to Sunday, 15 January 2023 at 23:35 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:2023-01-09 until:2023-01-16
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:
[159] https://www.ghanabusinessnews.com/2023/01/06/the-tigray-conflict-in-ethiopia-rape-weaponized/
[152] https://edition.cnn.com/2023/01/11/health/moderna-bivalent-transparency/index.html
[51] https://gijn.org/2023/01/13/data-journalism-top-10-best-dataviz-westminster-accounts-cosmetics-waste-capitol-rioters-sentencing/
[47] https://pressgazette.co.uk/media-audience-and-business-data/journalism-media-trends-predictions-reuters-institute-less-optimism-2023/
[31] https://burnabybeacon.com/article/covid-19-data-school-exposures-emails/
[22] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/details/Writer-Editor--Short-Reads_R002014
[15] https://www.ire.org/training/fellowships-and-scholarships/educator-of-color-scholarships/
[12] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[12] https://www.tandfonline.com/eprint/HNGDG4N2MGJMZE345KIP/full?target=10.1080%2F21670811.2022.2155206&cookieSet=1
[12] https://engardio.com/blog/data-transparency

Top URLs in Tweet in G2:
[152] https://edition.cnn.com/2023/01/11/health/moderna-bivalent-transparency/index.html

Top URLs in Tweet in G3:
[159] https://www.ghanabusinessnews.com/2023/01/06/the-tigray-conflict-in-ethiopia-rape-weaponized/
[2] https://boards.greenhouse.io/humanrightswatch/jobs/6547790002

Top URLs in Tweet in G4:
[42] https://gijn.org/2023/01/13/data-journalism-top-10-best-dataviz-westminster-accounts-cosmetics-waste-capitol-rioters-sentencing/
[15] https://www.ire.org/training/fellowships-and-scholarships/educator-of-color-scholarships/
[10] https://www.maartenlambrechts.com/2023/01/02/the-list-of-2022-visualization-lists.html
[6] https://www.routledge.com/Data--Journalism-A-Story-Driven-Approach-to-Learning-Data-Reporting/Reilley-Sunne/p/book/9781032225913
[5] https://www.journalism.co.uk/news/sky-news-and-tortoise-team-up-for-data-project-on-funding-of-british-politics/s2/a998844/
[5] https://sigmaawards.org/
[5] https://docs.google.com/document/d/1JqTbMoDwWh_KTfscq-tU0YkYOupKWpybNfaCFLM9CME/edit?usp=sharing
[5] https://www.journalismjobs.com/job-listing/1677879
[5] https://www.spreaker.com/user/obctranseuropa/episode-zero
[4] https://biglocalnews.org/content/news/2022/12/21/support-big-local-news.html

Top URLs in Tweet in G5:
[14] https://pressgazette.co.uk/media-audience-and-business-data/journalism-media-trends-predictions-reuters-institute-less-optimism-2023/
[5] https://www.forbes.com/sites/forbestechcouncil/2023/01/13/data-science-and-investigative-journalism-two-fields-one-goal-similar-mindset/
[4] https://twitter.com/_elkue/status/1612902512813654021
[3] https://twitter.com/tortoise/status/1612004664219926528
[2] https://www.mediasupport.org/blogpost/how-african-newsrooms-are-using-ai-to-analyse-data-and-produce-good-journalism/
[2] https://www.journalism.co.uk/news/sky-news-and-tortoise-team-up-for-data-project-on-funding-of-british-politics/s2/a998844/
[2] https://www.nytimes.com/2023/01/11/insider/a-newsroom-team-that-sees-data-in-the-air.html
[2] https://my.corehr.com/pls/rulrecruit/erq_search_package.search_form?p_company=1&p_internal_external=E
[2] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[1] https://www.coursera.org/learn/visualization-for-data-journalism?irclickid=&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2840738&utm_content=b2c

Top URLs in Tweet in G6:
[1] https://twitter.com/affifa_rahman/status/1614209242088574976

Top URLs in Tweet in G7:
[7] https://oxpeckers.org/learning
[6] https://gijn.org/data-journalism-books/
[4] https://sigmaawards.org/
[4] https://jamlab.africa/how-data-driven-storytelling-is-transforming-the-newsroom-done/
[3] https://t.co/EOaDl46IxR
[3] https://journalistsresource.org/home/investigative-journalism-academic-research-tips
[2] https://t.co/dxVFKvLAxz
[2] https://m.youtube.com/watch?v=mi5k7iyZeyA&list=PLrCL-ZiCvKYtgT7nymTez7p_E_9thEH7E&index=8

[2] https://t.co/YB52QKdAJg
[2] https://ijnet.org/en/story/data-drives-media-coverage-climate-refugees?utm_source=twitter&utm_medium=social

Top URLs in Tweet in G8:
[31] https://burnabybeacon.com/article/covid-19-data-school-exposures-emails/

Top URLs in Tweet in G9:
[7] https://www.thecourier.co.uk/tag/data/
[5] https://twitter.com/SamCoatesSky/status/1612343000188829701
[3] https://twitter.com/nielsdhg/status/1613092210085339136
[2] https://twitter.com/gijnIndonesia/status/1613740703544406018
[2] https://twitter.com/llaBaBall/status/1610992410523205632
[2] https://onlinejournalismblog.com/2023/01/07/what-data-journalists-need-to-know-about-application-programming-interfaces-apis/
[2] https://datajournalism.com/read/blog/best-data-journalism-projects-2022
[2] https://www.seolondonsurrey.co.uk/blog/bad-data-journalism-aka-fake-news-its-everywhere
[1] https://www.youtube.com/watch?v=K90QjwjSZXY

[1] https://www.google.com/search?q=fake+followers+music+industry+site:edu

Top URLs in Tweet in G10:
[22] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/details/Writer-Editor--Short-Reads_R002014
[4] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/job/Washington-DC-Pew-Research-Center/Associate-Digital-Producer_R002013
[4] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/job/Washington-DC-Pew-Research-Center/Writer-Editor--Short-Reads_R002014
[4] https://pewtrusts.wd5.myworkdayjobs.com/en-US/CenterExternal/job/Washington-DC-Pew-Research-Center/Undergraduate-Intern--Data-Journalism--Short-Reads-_R001997

Top Domains
Top Domains in Tweet in Entire Graph:
[159] ghanabusinessnews.com
[152] cnn.com
[88] co.uk
[81] twitter.com
[64] gijn.org
[34] myworkdayjobs.com
[31] burnabybeacon.com
[17] ire.org
[14] tandfonline.com
[13] sigmaawards.org

Top Domains in Tweet in G2:
[152] cnn.com

Top Domains in Tweet in G3:
[159] ghanabusinessnews.com
[2] greenhouse.io

Top Domains in Tweet in G4:
[47] gijn.org
[17] ire.org
[10] maartenlambrechts.com
[9] sigmaawards.org
[9] co.uk
[7] journaliststoolbox.org
[6] routledge.com
[5] google.com
[5] twitter.com
[5] journalismjobs.com

Top Domains in Tweet in G5:
[21] co.uk
[19] twitter.com
[5] forbes.com
[3] linkedin.com
[2] mediasupport.org
[2] datajournalism.com
[2] nytimes.com
[2] theguardian.com
[2] corehr.com
[2] instagram.com

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

Top Domains in Tweet in G7:
[7] t.co
[7] gijn.org
[7] oxpeckers.org
[4] sigmaawards.org
[4] jamlab.africa
[4] ijnet.org
[3] journalistsresource.org
[2] youtube.com

Top Domains in Tweet in G8:
[31] burnabybeacon.com

Top Domains in Tweet in G9:
[12] twitter.com
[9] co.uk
[2] onlinejournalismblog.com
[2] datajournalism.com
[1] youtube.com
[1] google.com
[1] academia.edu

Top Domains in Tweet in G10:
[34] myworkdayjobs.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[159] tigraygenocide
[159] eritreaoutoftigray
[125] ddj
[89] releaseshahidaslam
[33] dataviz
[22] datajournalism
[19] journalism
[15] data
[11] factcheck
[10] journojobs



Top Hashtags in Tweet in G3:
[159] tigraygenocide
[159] eritreaoutoftigray
[8] un

Top Hashtags in Tweet in G4:
[33] ddj
[10] dataviz
[5] ukraine
[4] datajournalism
[4] mediadev
[3] secim2023
[3] journalism
[2] diversity
[2] equitiy
[2] inclusion

Top Hashtags in Tweet in G5:
[10] ddj
[3] journalism
[3] data
[3] journojobs
[2] news
[2] media
[2] analytics
[2] qwekusdream
[2] pioneerdj
[2] ddjrb

Top Hashtags in Tweet in G6:
[81] releaseshahidaslam

Top Hashtags in Tweet in G7:
[15] ddj
[7] journalismmatters
[1] ukraine
[1] brazil

Top Hashtags in Tweet in G9:
[22] ddj
[7] opendata
[7] dataviz
[5] bcujournos
[2] datajournalism
[1] digitalpr
[1] dpr
[1] seo
[1] digitalmarketing
[1] linkbuilding

Top Hashtags in Tweet in G10:
[4] journalismjobs
[4] jobs

Top Words
Top Words in Tweet in Entire Graph:
[1517] data
[1376] journalism
[748] studies
[656] critical
[555] media
[500] lecturer
[497] feb
[379] investigative
[290] apply
[272] hiring

Top Words in Tweet in G1:
[744] studies
[496] feb
[496] media
[496] lecturer
[496] critical
[248] communications
[248] apply
[248] promotional
[248] four
[248] professor

Top Words in Tweet in G2:
[152] journalism
[152] old
[152] one
[152] associated
[152] cnn
[152] showed
[152] bivalent
[152] covid
[152] increase
[152] fda

Top Words in Tweet in G3:
[161] journalism
[159] antonioguterres
[159] secblinken
[159] tigray
[159] violence
[159] ccij
[159] additional
[159] josepborrellf
[159] collaborative
[159] potus

Top Words in Tweet in G4:
[116] data
[81] journalism
[34] #ddj
[32] র
[30] institution
[30] teach
[28] top
[25] apply
[24] ire_nicar
[21] learn

Top Words in Tweet in G5:
[80] data
[68] journalism
[12] news
[10] #ddj
[9] investigative
[8] science
[8] driven
[7] more
[7] two
[7] 2023

Top Words in Tweet in G6:
[83] shahidaslam87
[83] journalist
[83] journalism
[83] data
[82] crime
[82] gen
[82] bajwa
[82] arrested
[81] lahore
[81] aslam

Top Words in Tweet in G7:
[74] data
[52] journalism
[18] stories
[15] environmental
[15] #ddj
[13] work
[13] check
[12] oxciej
[12] tips
[12] collection

Top Words in Tweet in G8:
[36] globalbc
[36] journalism
[36] bc
[36] adriandix
[36] dbh
[36] cbcnewsbc
[31] stellar
[31] people
[31] thanks
[31] took

Top Words in Tweet in G9:
[22] #ddj
[15] data
[13] journalism
[9] news
[8] updated
[8] find
[7] whole
[7] using
[7] #dataviz
[7] tracking

Top Words in Tweet in G10:
[44] journalists
[44] job
[26] blog
[26] pewresearch
[22] used
[22] hirable
[22] know
[22] senior
[22] experience
[22] years

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[496] studies,critical
[357] investigative,journalism
[277] data,journalism
[250] journalism,apply
[248] media,communications
[248] ai,studies
[248] four,jobs
[248] professor,media
[248] critical,data
[248] cultural,studies

Top Word Pairs in Tweet in G1:
[496] studies,critical
[248] 17,feb
[248] critical,race
[248] apply,17
[248] media,communications
[248] jobs,professor
[248] professor,media
[248] media,lecturer
[248] cultural,studies
[248] lecturer,sl

Top Word Pairs in Tweet in G2:
[152] investigative,journalism
[152] old,one
[152] compared,old
[152] cdc,concealed
[152] moderna,lied
[152] critical,clinical
[152] 69,increase
[152] journalism,cnn
[152] feat,investigative
[152] showed,updated

Top Word Pairs in Tweet in G3:
[159] #eritreaoutoftigray,potus
[159] contacted,amnesty
[159] potus,secblinken
[159] additional,data
[159] investigative,journalism
[159] ccij,contacted
[159] collaborative,investigative
[159] #tigraygenocide,#eritreaoutoftigray
[159] eu_commission,josepborrellf
[159] violence,tigray

Top Word Pairs in Tweet in G4:
[56] data,journalism
[15] secure,expenses
[15] minority,serving
[15] serving,institution
[15] institution,msi
[15] fellowship,learn
[15] top,10
[15] journalism,awarded
[15] higher,ed
[15] color,apply

Top Word Pairs in Tweet in G5:
[26] data,journalism
[7] investigative,journalism
[5] science,investigative
[5] sky,news
[5] journalism,two
[5] two,fields
[5] fields,one
[5] goal,similar
[5] one,goal
[4] data,science

Top Word Pairs in Tweet in G6:
[82] gen,bajwa
[81] bolnetwork,shahid
[81] fia,lahore
[81] aslam,arrested
[81] condemnable,journalism
[81] inquiry,pertaining
[81] lahore,ongoing
[81] leak,linked
[81] journalism,crime
[81] arrest,shahidaslam87

Top Word Pairs in Tweet in G7:
[38] data,journalism
[9] tips,tools
[9] work,data
[7] data,combating
[7] media,coverage
[7] coverage,work
[7] videos,stories
[7] material,first
[7] first,hand
[7] journalism,community

Top Word Pairs in Tweet in G8:
[36] globalbc,cbcnewsbc
[31] along,stellar
[31] foi,request
[31] follow,continue
[31] journalism,took
[31] faces,knew
[31] dbh,cheerleaders
[31] trusted,globalbc
[31] truth,people
[31] ndp,truth

Top Word Pairs in Tweet in G9:
[11] data,journalism
[7] latest,#opendata
[7] nhs,rightly
[7] tracking,performance
[7] find,auto
[7] auto,updated
[7] ma,data
[7] whole,series
[7] rightly,news
[7] #opendata,#ddj

Top Word Pairs in Tweet in G10:
[22] senior,level
[22] edit,data
[22] editor,hirable
[22] experience,write
[22] hiring,writer
[22] used,job
[22] former,journalists
[22] write,edit
[22] fantastic,job
[22] know,used

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@amnesty
@potus
@secblinken
@eu_commission
@josepborrellf
@antonioguterres
@un
@coe
@shahidaslam87
@bolnetwork

Top Mentioned in G2:
@bradykirk
@justintrudeau
@kishida230
@3

Top Mentioned in G3:
@amnesty
@potus
@secblinken
@eu_commission
@josepborrellf
@antonioguterres
@un
@coe
@tit
@vp

Top Mentioned in G4:
@ire_nicar
@tortoise
@skynews
@sigmaawards
@samanthasunne
@maartenzam
@journtoolbox
@edjnet
@spj_tweets
@indiaspend

Top Mentioned in G5:
@cronycle

Top Mentioned in G6:
@shahidaslam87
@bolnetwork
@fia_agency
@ahmad_noorani

Top Mentioned in G7:
@oxciej
@ronnymusoke
@ugindependent
@code4africa
@globalforests
@gijnafrica
@sigmaawards
@jamlabafrica
@ripplesng
@econaiplus

Top Mentioned in G8:
@globalbc
@cbcnewsbc
@adriandix
@capitaldailyvic
@burnabybeacon
@protect_bc

Top Mentioned in G9:
@nielsdhg
@bcualumni
@paulbradshaw
@bcujournalism
@llababall
@davidottewell
@stephengrey
@sahitisarva
@jamesgbenedict
@johnmichiemusic

Top Mentioned in G10:
@pewresearch

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@reuters
@tsrha_kw
@thedextazlab
@tdf_forlife
@romhai_h
@mesiihiluf
@yathinkn
@fleming77
@guardian

Top Tweeters in G1:
@dauhreen
@cairowire
@learnteachwin
@librariesval
@roscoegerm
@interpretaatioo
@reneeisto
@alexhanna
@dimak8
@kamarulbahrin

Top Tweeters in G2:
@debrabuenik
@twittachicca
@aukletqd
@jgzgurl24
@tinagolden71165
@vermillionrich
@tepperson0101
@maga4justice
@eddiecoke
@nvkaren

Top Tweeters in G3:
@tsrha_kw
@tdf_forlife
@romhai_h
@mesiihiluf
@heav_en1
@sisay34690879
@hermila14171798
@yemane_birhan
@galgebru
@netsigual

Top Tweeters in G4:
@reuters
@fleming77
@laurendownsouth
@skynews
@washingtonpost
@lemondefr
@3vil_qu33n
@cbcnews
@bbbcccnnn
@voxdotcom

Top Tweeters in G5:
@thedextazlab
@biconnections
@mediabot
@halfeatenmind
@herbivore_club
@themediamentor
@aidanturner4
@dd_fafa_
@ecobearwitness
@datos_digital

Top Tweeters in G6:
@karachikings19s
@ranaomer
@ghoseali7686
@muradkhan0101
@bolnetwork
@babarkhan_225
@drmallickseeme1
@sadenwala
@sahmed06
@kianiced50

Top Tweeters in G7:
@folha
@ripplesng
@ugindependent
@lingdeeyoh
@ijnet
@mfbernier
@journoresource
@mashmmxiv
@gijnafrica
@miketunbosun

Top Tweeters in G8:
@globalbc
@cbcnewsbc
@pennypo54201061
@cbcwatcher8
@heatherdcoleman
@norm_farrell
@lithohedron
@sprkjoy4btrdays
@proletariantech
@pureshakti

Top Tweeters in G9:
@platinummind
@seotipsntricks
@louise_toal
@paulbradshaw
@jeffa92234
@trustthedocuk
@johnmichiemusic
@glenkcampbell
@davidottewell
@oldindiekid1

Top Tweeters in G10:
@_katiesaurus_
@sdkstl
@pewresearch
@raewitte
@appellatedaily
@weischoice
@czarbucks
@susanbordson
@maghielse
@kaitarford


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