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#ddj OR (data journalism) since:2021-08-16 until:2021-08-23 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
August 23, 2021
Short Description:
#ddj OR (data journalism) since:2021-08-16 until:2021-08-23 via NodeXL https://bit.ly/3japCdf
@alexselbyb
@smfrogers
@datacolada
@proflisashu
@datajournalism
@journalismnews
@dianekemp1
@petesherlock79
@guardian
@gijn

Top hashtags:
#ddj
#dataviz
#covid19
#data

Description:
Description
The graph represents a network of 2,111 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-08-16 until:2021-08-23", 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, 23 August 2021 at 07:57 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 45-minute period from Monday, 16 August 2021 at 00:12 UTC to Sunday, 22 August 2021 at 23:57 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 : 2111
Unique Edges : 3318
Edges With Duplicates : 304
Total Edges : 3622
Number of Edge Types : 5
Tweet : 255
Replies to : 168
Retweet : 1389
MentionsInRetweet : 1360
Mentions : 450
Self-Loops : 284
Reciprocated Vertex Pair Ratio : 0.0195460277427491
Reciprocated Edge Ratio : 0.0383426097711812
Connected Components : 316
Single-Vertex Connected Components : 104
Maximum Vertices in a Connected Component : 874
Maximum Edges in a Connected Component : 1962
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.014751
Graph Density : 0.000726054676362363
Modularity : 0.816921
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,111 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-08-16 until:2021-08-23", 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, 23 August 2021 at 07:57 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 45-minute period from Monday, 16 August 2021 at 00:12 UTC to Sunday, 22 August 2021 at 23:57 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:2021-08-16 until:2021-08-23
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:
[440] https://twitter.com/DataColada/status/1427645912474587151
[79] https://careerssearch.bbc.co.uk/jobs/job/Journalist-Data-South-Asia-Visual-Journalism/55543
[50] https://centerforhealthjournalism.org/event/2021-data-fellowship-0
[39] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[30] https://gijn.org/2021/08/20/data-journalism-top-10-the-talibans-march-border-walls-quadruple-kenyan-corruption-white-men-like-the-office/
[29] https://www.ipsos.com/en-us/news-polls/axios-ipsos-coronavirus-index
[28] https://interaktiv.tagesspiegel.de/lab/so-macht-die-rechte-youtube-community-stimmung-gegen-baerbock/
[27] https://www.journalism.co.uk/news/data-journalism-five-ideas-for-more-effective-industry-academic-collaboration/s2/a850649/
[25] http://theoutlier.co.za/newsletter/
[22] https://indiancountrytoday.com/news/little-justice-for-child-sex-abuse-victims

Top URLs in Tweet in G1:
[439] https://twitter.com/DataColada/status/1427645912474587151

Top URLs in Tweet in G2:
[6] https://gijn.org/2021/08/20/data-journalism-top-10-the-talibans-march-border-walls-quadruple-kenyan-corruption-white-men-like-the-office/
[4] https://www.rawstory.com/mike-lindell-cyber-symposium-2654715427/
[4] https://www.journalism.co.uk/news/data-journalism-five-ideas-for-more-effective-industry-academic-collaboration/s2/a850649/
[3] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[2] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622
[2] https://www.enlighten.co.nz/Blog/2021/08/Bridging-the-Gap-with-Data-Journalism?utm_source=twitter&utm_medium=Enlighten%20Designs&sc_camp=7AC63FA9D7E94368907B9ED8769AADB3
[2] https://www.rawstory.com/biometric-data-collection-afghanistan/
[2] https://twitter.com/messages/compose?text=&recipient_id=1215639270041452544
[1] https://www.abc.net.au/news/2021-08-15/when-politicians-manipulated-employment-data/100368622?utm_campaign=news-article-share-2-mobile-2&utm_content=twitter&utm_medium=content_shared&utm_source=abc_news_web
[1] https://b.hatena.ne.jp/-/redirect?code=77502f725e506b557743773e77433f4a4d2139435e432f59&location_id=4706987849684935202&signature=6008072874bd5badcbd0843fe2ba6491ec89c7069b165e8cb727a86c208928b0

Top URLs in Tweet in G3:
[2] https://twitter.com/MrMcEnaney/status/1428700169449652229
[1] https://twitter.com/magnusllewellin/status/1427866739275141122

Top URLs in Tweet in G4:
[23] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[20] https://www.journalism.co.uk/news/data-journalism-five-ideas-for-more-effective-industry-academic-collaboration/s2/a850649/
[10] https://19thnews.org/19th-news-data-visuals-reporter-job-posting/
[10] https://19thnews.org/19th-news-editor-in-chief-job-posting/
[5] https://datajournalism.com/read/blog/data-journalism-good-reasons
[5] https://twitter.com/jayomiko/status/1427786876094541832
[3] https://datajournalism.com/read/longreads/hypothesis-data-journalism
[3] https://gijn.org/2021/08/16/guatemala-press-freedom/
[3] https://twitter.com/datajournalism/status/1427191860095823872
[2] https://discord.gg/8k6h3g97J7

Top URLs in Tweet in G5:
[75] https://careerssearch.bbc.co.uk/jobs/job/Journalist-Data-South-Asia-Visual-Journalism/55543
[4] http://poll-mbc.co.kr/index.html

Top URLs in Tweet in G6:
[18] https://gijn.org/2021/08/20/data-journalism-top-10-the-talibans-march-border-walls-quadruple-kenyan-corruption-white-men-like-the-office/
[15] https://gijn.org/2021/07/06/fellowships-to-attend-the-12th-global-investigative-journalism-conference-online/
[11] https://gijn.org/2021/07/19/consejos-para-crear-una-base-de-datos-efectiva-para-tus-investigaciones/
[7] http://www.datasketch.co/blog/data-journalism/5-must-read-books-on-data-visualization/
[4] https://gijn.org/2014/01/31/the-weeks-top-data-journalism-links/
[3] https://www.datasketch.co/newsletter/data-journalism/issue-2-sexual-rights-data-protection-and-sport/
[3] http://www.datasketch.co/newsletter/data-journalism/issue-2-sexual-rights-data-protection-and-sport/
[2] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures
[2] https://gijn.org/2021/08/02/the-global-investigative-journalism-conference-a-preview/
[2] https://www.datasketch.co/blog/data-journalism/how-to-do-fact-checking-journalism/

Top URLs in Tweet in G7:
[25] http://theoutlier.co.za/newsletter/
[22] http://theoutlier.co.za/
[10] https://opportunities.codeforafrica.org/2020/11/17/call-for-applications-investigative-fellowships-to-tackle-religious-intolerance/
[8] https://twitter.com/KeMohale/status/1428314821993373702
[7] https://meet.google.com/ihs-kiso-fxo?authuser=0
[5] https://docs.google.com/forms/d/e/1FAIpQLSelcexPAmyMbcjm3ZsmwYUP3oatdgjxFRnskp_-zF9rXn9jrg/viewform
[5] https://docs.google.com/forms/d/e/1FAIpQLSelcexPAmyMbcjm3ZsmwYUP3oatdgjxFRnskp_-zF9rXn9jrg/viewform?usp=sf_link
[3] https://gijn.org/2021/08/20/data-journalism-top-10-the-talibans-march-border-walls-quadruple-kenyan-corruption-white-men-like-the-office/
[3] https://www.theguardian.com/gnmeducationcentre/gallery/2021/aug/13/the-evolution-of-data-journalism-in-pictures?CMP=share_btn_tw
[2] https://advisory.gijn.org/

Top URLs in Tweet in G8:
[12] https://www.zdf.de/nachrichten/politik/landkreise-lockdown-zahlen-karte-100.html#xtor=CS5-62

Top URLs in Tweet in G9:
[8] https://careerssearch.bbc.co.uk/jobs/job/Data-Journalist-BBC-Englands-Central-News-Service/54859
[8] https://twitter.com/Patrick_E_Scott/status/1423671522766508033
[4] https://twitter.com/petesherlock79/status/1426163582266454024
[4] https://puntofisso.net/newsletter
[4] https://github.com/puntofisso/map-route-renderer
[4] https://twitter.com/puntofisso/status/1428376603436978181
[3] https://twitter.com/shadabnazmi/status/1428582247939018754
[2] https://careerssearch.bbc.co.uk/jobs/job/Journalist-Data-South-Asia-Visual-Journalism/55543
[1] https://twitter.com/puntofisso/status/1425541257011544067

Top URLs in Tweet in G10:
[2] https://www.nytimes.com/interactive/2021/08/22/upshot/hospital-prices.html
[1] https://twitter.com/farrm51/status/1429053160639713280
[1] https://twitter.com/apoorva_nyc/status/1428386308284616704
[1] https://twitter.com/RWMaloneMD/status/1427968587579416578
[1] https://twitter.com/girlsreallyrule/status/1427306808805412864

Top Domains
Top Domains in Tweet in Entire Graph:
[560] twitter.com
[120] co.uk
[72] gijn.org
[50] centerforhealthjournalism.org
[47] co.za
[46] theguardian.com
[33] verigazeteciligi.com
[29] ipsos.com
[28] tagesspiegel.de
[22] google.com

Top Domains in Tweet in G1:
[439] twitter.com

Top Domains in Tweet in G2:
[18] twitter.com
[9] rawstory.com
[8] gijn.org
[6] co.uk
[4] net.au
[4] theguardian.com
[3] europa.eu
[3] europeandatajournalism.eu
[3] datajournalism.com
[2] tweetedtimes.com

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[23] theguardian.com
[21] co.uk
[20] 19thnews.org
[12] twitter.com
[9] datajournalism.com
[5] gijn.org
[2] grjenkin.com
[2] discord.gg
[2] earthjournalism.net
[1] wcia.com

Top Domains in Tweet in G5:
[75] co.uk
[4] co.kr

Top Domains in Tweet in G6:
[51] gijn.org
[20] datasketch.co
[2] theguardian.com

Top Domains in Tweet in G7:
[47] co.za
[18] google.com
[10] codeforafrica.org
[8] twitter.com
[6] gijn.org
[3] theguardian.com
[1] ft.com
[1] co.uk
[1] ipsos.com

Top Domains in Tweet in G8:
[12] zdf.de

Top Domains in Tweet in G9:
[20] twitter.com
[10] co.uk
[4] puntofisso.net
[4] github.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[261] ddj
[81] dataviz
[57] covid19
[50] data
[45] datajournalism
[43] python
[43] codenewbies
[43] 100daysofcode
[30] enoughisenough
[28] bundestagswahl



Top Hashtags in Tweet in G1:
[4] openscience

Top Hashtags in Tweet in G2:
[13] ddj
[5] journalism
[3] dancedancejuniorseason2
[2] dj
[2] data
[2] dataviz
[2] ddj2
[1] メルカリ
[1] ddj
[1] グルミク

Top Hashtags in Tweet in G4:
[21] ddj
[18] datajournalism
[10] jobalert
[8] dataviz
[5] data_journalism
[5] journalism
[5] journalismjobs
[3] journalists
[3] medialiteracy
[3] data

Top Hashtags in Tweet in G6:
[25] ddj
[13] datajournalism
[3] newsletter
[2] gijc21
[1] journalism
[1] fakenews
[1] misinformation
[1] historiaspoderosas

Top Hashtags in Tweet in G7:
[8] ddj
[7] hackshackersdar
[6] datajournalism
[1] jurnalismedata

Top Hashtags in Tweet in G8:
[43] covid19
[30] enoughisenough
[13] ddj
[13] coronavirus

Top Hashtags in Tweet in G9:
[24] ddj
[15] journojobs
[5] opendata
[4] journalists
[1] data
[1] tableau
[1] dataviz

Top Hashtags in Tweet in G10:
[2] auspol
[2] covid19
[2] clown

Top Words
Top Words in Tweet in Entire Graph:
[2467] data
[1619] journalism
[534] team
[533] investigative
[531] published
[528] being
[466] famous
[466] piece
[449] evidence
[444] paper

Top Words in Tweet in G1:
[878] data
[439] evidence
[439] investigative
[439] journalism
[439] datacolada
[435] famous
[435] paper
[435] synonymous
[435] name
[435] shu

Top Words in Tweet in G2:
[122] data
[95] journalism
[17] more
[13] #ddj
[11] years
[10] news
[10] story
[9] raw
[9] celebrating
[9] 17

Top Words in Tweet in G3:
[170] bad
[93] data
[90] league
[90] tables
[90] journalism
[87] principle
[87] thread
[85] couple
[85] days
[85] ago

Top Words in Tweet in G4:
[96] data
[74] journalism
[38] more
[24] guardian
[22] industry
[21] #ddj
[21] driven
[20] expansion
[18] history
[18] #datajournalism

Top Words in Tweet in G5:
[146] opportunity
[85] data
[81] visual
[81] journalism
[77] job
[75] journalist
[75] south
[75] asia
[75] team
[73] hiring

Top Words in Tweet in G6:
[62] data
[49] journalism
[38] gijn
[32] investigative
[25] #ddj
[24] online
[17] global
[17] conference
[16] more
[16] 10

Top Words in Tweet in G7:
[124] data
[61] journalism
[30] apply
[25] outlier
[25] outlierafrica
[25] project
[25] look
[25] issues
[25] day
[25] lens

Top Words in Tweet in G8:
[90] data
[43] #covid19
[30] explaining
[30] famous
[30] usa
[30] non
[30] vaccinated
[30] pandemic
[30] cdc
[30] admits

Top Words in Tweet in G9:
[54] data
[34] journalism
[24] #ddj
[24] news
[16] teaching
[16] wonderful
[16] break
[16] covering
[16] ready
[16] build

Top Words in Tweet in G10:
[24] data
[19] journalism
[7] cnn
[6] nytimes
[4] business
[4] reuters
[4] abc
[4] more
[4] same
[4] access

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[862] data,journalism
[460] investigative,data
[437] fraudulent,data
[436] famous,paper
[436] paper,synonymous
[436] synonymous,name
[436] name,shu
[436] shu,2012
[436] 2012,published
[436] published,pnas

Top Word Pairs in Tweet in G1:
[439] investigative,data
[439] data,journalism
[435] famous,paper
[435] paper,synonymous
[435] synonymous,name
[435] name,shu
[435] shu,2012
[435] 2012,published
[435] published,pnas
[435] pnas,being

Top Word Pairs in Tweet in G2:
[42] data,journalism
[9] raw,story
[9] story,celebrating
[9] celebrating,17
[9] 17,years
[9] years,independent
[9] independent,journalism
[6] data,raw
[6] data,journalisme
[5] mike,lindell

Top Word Pairs in Tweet in G3:
[90] league,tables
[85] couple,days
[85] days,ago
[85] ago,times
[85] times,published
[85] published,described
[85] described,primary
[85] primary,league
[85] tables,scotland
[85] scotland,rightly

Top Word Pairs in Tweet in G4:
[46] data,journalism
[14] ideas,more
[14] more,effective
[14] effective,industry
[14] industry,academic
[14] academic,collaboration
[11] looks,history
[11] data,driven
[10] florence,nightingale
[10] nightingale,smfrogers

Top Word Pairs in Tweet in G5:
[75] data,journalist
[75] journalist,south
[75] south,asia
[75] asia,visual
[75] visual,journalism
[75] journalism,team
[73] job,opportunity
[73] opportunity,hiring
[73] hiring,data
[73] team,fantastic

Top Word Pairs in Tweet in G6:
[28] data,journalism
[17] global,investigative
[17] investigative,journalism
[17] journalism,conference
[15] journalist,developing
[15] developing,transitioning
[15] transitioning,country
[15] country,looking
[15] looking,improve
[15] improve,investigative

Top Word Pairs in Tweet in G7:
[48] data,journalism
[25] outlier,outlierafrica
[25] journalism,project
[25] project,look
[25] look,issues
[25] issues,day
[25] day,data
[25] data,lens
[25] lens,read
[25] read,recent

Top Word Pairs in Tweet in G8:
[30] explaining,famous
[30] famous,usa
[30] usa,non
[30] non,vaccinated
[30] vaccinated,pandemic
[30] pandemic,cdc
[30] cdc,admits
[30] admits,data
[30] data,updated
[30] updated,reflect

Top Word Pairs in Tweet in G9:
[16] data,journalism
[16] teaching,wonderful
[16] wonderful,break
[16] break,covering
[16] covering,news
[16] news,ready
[16] ready,build
[16] build,create
[16] create,report
[16] report,again

Top Word Pairs in Tweet in G10:
[4] data,journalism
[2] great,data
[2] journalism,nytimes
[2] nytimes,critically
[2] critically,important
[2] important,topic
[2] topic,hospitals
[2] hospitals,insurers
[2] insurers,didn
[2] didn,see

Top Replied-To
Top Replied-To in Entire Graph:
@cbsdenver
@reachdata
@steven_swinford
@nrg_wonk
@blueglasstulips
@upine
@business
@controversy911
@mark_mclaughlin
@xbids

Top Replied-To in G2:

Top Replied-To in G3:
@mark_mclaughlin
@mrs_leitch

Top Replied-To in G6:
@poderosaschicas

Top Replied-To in G7:
@code4africa

Top Replied-To in G8:
@zdfheute

Top Replied-To in G10:
@business
@controversy911
@sjua08
@hirokotabuchi
@farrm51
@astoraaron
@cdcdirector
@msnbc
@cnn

Top Mentioned
Top Mentioned in Entire Graph:
@datacolada
@foxnews
@ingrahamangle
@edsoncguido
@outlierafrica
@howardcenterasu
@macarangatweets
@gijn
@guardian
@paulbradshaw

Top Mentioned in G1:
@datacolada

Top Mentioned in G2:
@skillslash

Top Mentioned in G3:
@s_a_somerville
@ammacj
@douggay
@mrmcenaney
@magnusllewellin
@katejohnston3
@ajcorrigan
@mrs_leitch
@thesnp
@thetimesscot

Top Mentioned in G4:
@guardian
@19thnews
@datajournalism
@journalismnews
@smfrogers
@sethclewis
@damianradcliffe
@monachalabi
@journoscholar
@nikkiusher

Top Mentioned in G5:
@mbcnews

Top Mentioned in G6:
@gijn
@castillejoditta
@saratrejos
@tatta25
@alexmarin55
@cbarraganf
@kevinalexisgar4
@cesar_molinares
@georgievpeter
@drjdrooghaag

Top Mentioned in G7:
@outlierafrica
@code4africa
@mediahackza
@bhekisisa_mg
@pulitzercenter
@eromoselejohna
@aku_gsmc
@kfw_int
@ft

Top Mentioned in G8:
@ingrahamangle
@foxnews

Top Mentioned in G9:
@england_rob_
@globaldataplc
@cguibourg
@jplusplus_
@theneilrichards

Top Mentioned in G10:
@nytimes
@cnn
@reuters
@abc
@business
@mikelytw
@fnn1usa
@j_abbot
@kweriousgeorge
@fred_guttenberg

Top Tweeters
Top Tweeters in Entire Graph:
@xaelbot
@indiatoday
@abscbnnews
@thedeveloperbot
@viralvideovlogs
@msmwatchdog2013
@cotey_mary
@wally_wests
@reuters
@business

Top Tweeters in G1:
@estarianne
@friedrichhayek
@tjmlab
@tristramwyatt
@pash22
@tucan
@liorfink
@asarin
@wikisteff
@tesshou

Top Tweeters in G2:
@linda_wed1
@ranumpowerplay
@bestdrwho
@mtneedle
@dazmsmith
@djp1974
@jeffjarvis
@classlicity
@etimestv
@syntaxaero

Top Tweeters in G3:
@ferguson2811
@shirleyyoung2
@rhuadh56
@andymccrimmon
@bobbinsleak
@mrmcenaney
@istimrar
@wiznyme1
@lwhitson16
@dmckatana

Top Tweeters in G4:
@guardian
@discord
@nlygo
@margymaclibrary
@grjenkin
@c_heldenstein
@whet
@adriana_lacy
@inafried
@ny_indivisible

Top Tweeters in G5:
@abbakkahypatia
@dyingregime
@mbcnews
@pramitheus
@texhewson
@silverlightgal
@rohanv
@thebokettogirl
@anujalankar9
@adityanag2002

Top Tweeters in G6:
@nicochan33
@shi4tech
@kuriharan
@mdrechsler
@lin_nah
@ernestoa17
@drjdrooghaag
@fabriziobustama
@billmew
@tiagoooliveira

Top Tweeters in G7:
@ft
@bhekisisa_mg
@najjatomar
@robynporteous
@sydenhamstekkie
@ferialhaffajee
@skatiq3
@shapshak
@simoneatlarge
@pulitzercenter

Top Tweeters in G8:
@viralvideovlogs
@foxnews
@matthiasfranck
@timmynolie
@sferriam
@zdfheute
@massimosab
@karm3nb
@ingrahamangle
@desisage

Top Tweeters in G9:
@puntofisso
@pradx
@michaelwhudson
@mikewhills
@siddharthmukund
@glynmottershead
@nickmhalliday
@rukmini
@kath_torney
@theneilrichards

Top Tweeters in G10:
@reuters
@business
@nytimes
@washingtonpost
@abc
@cnn
@cbsnews
@msnbc
@kweriousgeorge
@pyrmontvillage


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