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#ddj OR (data journalism) since:2022-01-03 until:2022-01-10 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
January 10, 2022
Short Description:
#ddj OR (data journalism) since:2022-01-03 until:2022-01-10 via NodeXL https://bit.ly/3neceGR
@sigmaawards
@datajournalism
@pulitzercenter
@comminternships
@artificialbra1n
@maryjowebster
@propublica
@umarhassan96
@margymaclibrary
@gijnfr

Top hashtags:
#ddj
#dataviz

Description:
Description
The graph represents a network of 1,995 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-01-03 until:2022-01-10", 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, 10 January 2022 at 11:12 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 39-minute period from Monday, 03 January 2022 at 00:18 UTC to Sunday, 09 January 2022 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 : 1995
Unique Edges : 2786
Edges With Duplicates : 334
Total Edges : 3120
Number of Edge Types : 5
Replies to : 228
Mentions : 514
Retweet : 1045
MentionsInRetweet : 1045
Tweet : 288
Self-Loops : 303
Reciprocated Vertex Pair Ratio : 0.0189178963299281
Reciprocated Edge Ratio : 0.0371333085777943
Connected Components : 410
Single-Vertex Connected Components : 112
Maximum Vertices in a Connected Component : 323
Maximum Edges in a Connected Component : 724
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.84195
Graph Density : 0.000676968248102704
Modularity : 0.837012
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,995 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-01-03 until:2022-01-10", 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, 10 January 2022 at 11:12 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 39-minute period from Monday, 03 January 2022 at 00:18 UTC to Sunday, 09 January 2022 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:2022-01-03 until:2022-01-10
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:
[55] https://recruiting2.ultipro.com/STA1013/JobBoard/94aec289-5757-a8f0-d3bb-77f9cd846172/OpportunityDetail?opportunityId=8f41c4ca-2430-46c6-b654-fe90a00ae59a
[49] https://sigmaawards.org/
[36] https://www.slowboring.com/p/student-loan-forgiveness
[34] https://bewerberportal.swr.de/karriere/main?fn=bm.jobs&refnr=540199410&cfg_kbez=(BE(SW50ZXJuZXQ(1&pd_id=PD_SFFEWVdaa3VvaVJOSlBQYnRQbU1Tdz09&__rdf=1&__nav=0
[25] https://twitter.com/jburnmurdoch/status/1478339769646166019
[22] https://internews.org/resource/data-journalism-assessment-malaysia/
[20] https://datajournalism.com/read/blog/best-data-journalism-projects-2021
[14] https://mediaalternativos.pt/2022/01/interruptor-rede-europeia-jornalismo-de-dados/
[14] https://interaktiv.rp-online.de/ig/19/dirk-nowitzki-career-shotchart/
[14] https://twitter.com/dallasmavs/status/1478953656233992193

Top URLs in Tweet in G2:
[4] https://jobs.pedestrian.tv/job/data-audience-development-graduate-business-commerce-journalism/?ref=quuu
[3] https://www.eventbrite.com/e/global-investigative-journalism-conference-gijc21-on-demand-tickets-208121435817
[2] https://twitter.com/jburnmurdoch/status/1478339769646166019
[2] https://jobs.smartrecruiters.com/DigitalDivideData/743999796233154-junior-linguist-yoruba-igbo-and-hausa
[2] https://gijn.org/2022/01/02/%E0%A7%A8%E0%A7%A6%E0%A7%A8%E0%A7%A7-%E0%A6%B8%E0%A7%87%E0%A6%B0%E0%A6%BE-%E0%A6%A1%E0%A7%87%E0%A6%9F%E0%A6%BE-%E0%A6%B8%E0%A6%BE%E0%A6%82%E0%A6%AC%E0%A6%BE%E0%A6%A6%E0%A6%BF%E0%A6%95%E0%A6%A4/
[2] https://www.ibanewsroom.org/tip-of-the-week/journalism/2022/01/tips-to-search-for-hard-to-find-information/
[2] https://twitter.com/natesilver538/status/1478925497786675206
[2] https://datajournalism.com/read/handbook/one/
[2] https://www.europeandatajournalism.eu/eng/Tools-for-journalists/Stats-Monitor
[2] https://twitter.com/FreedZach/status/1479132573578240001

Top URLs in Tweet in G3:
[42] https://sigmaawards.org/
[14] https://mediaalternativos.pt/2022/01/interruptor-rede-europeia-jornalismo-de-dados/
[7] https://sigmaawards.org/apply/
[5] https://ijnet.org/en/opportunity/data-journalism-contest-accepting-entries-worldwide-0?utm_source=twitter&utm_medium=social
[5] https://tcij.org/
[5] https://tcij.org/scheduled-training/deep-dive-into-data-journalism-online-am-2/
[4] https://www.youtube.com/watch?v=Flps-rznPE0&list=UUFfnk7pJI6gdgxTVpi6Lsmg

[2] http://www.verigazeteciligi.com/3-sigma-veri-gazeteciligi-odulleri-basvuruya-acildi/
[2] https://twitter.com/sigmaawards/status/1479094121105137665
[2] https://docs.google.com/document/d/1DtTAWGDYdpJzSowxO5sYeHAIoSf8bmdygAgU_srFcV0/

Top URLs in Tweet in G5:
[34] https://bewerberportal.swr.de/karriere/main?fn=bm.jobs&refnr=540199410&cfg_kbez=(BE(SW50ZXJuZXQ(1&pd_id=PD_SFFEWVdaa3VvaVJOSlBQYnRQbU1Tdz09&__rdf=1&__nav=0
[11] https://www.spiegel.de/auto/berlin-hamburg-muenchen-koeln-dresden-und-co-so-schnell-fahren-autos-in-ihrem-stadtteil-a-f0637f6b-e4d3-4a63-be66-56352735a7da
[6] https://twitter.com/schmdjhnnsn/status/1478039439171543043
[6] https://twitter.com/TextyOrgUa/status/1478272840231178241
[3] https://texty.org.ua/projects/105282/ukraine-there-are-about-20000-fires-arable-land-yearly/
[3] https://twitter.com/DWD_klima/status/1477940102672400385
[1] https://twitter.com/ndr/status/1479407386351878150
[1] https://twitter.com/ChristianHelms/status/1477918058429755398

Top URLs in Tweet in G6:
[17] https://datajournalism.com/read/blog/best-data-journalism-projects-2021
[9] https://ft.com/job
[8] https://www.journalism.co.uk/news/a-decade-in-data-journalism-what-has-changed-/s2/a887244/
[8] https://datajournalism.com/read/longreads/humanising-data-connecting-numbers-and-people
[8] https://pulitzercenter.org/grants-fellowships/opportunities-journalists/data-journalism-grants
[3] https://datajournalism.com/read/newsletters/exploring-data-journalism-in-brazil
[3] https://datajournalism.com/read/handbook/two
[3] https://sigmaawards.org/
[3] https://www.journalismjobs.com/job-listing/1671444
[3] http://compscjournalism.org/projects/journo_events/journo_events.html

Top URLs in Tweet in G7:
[52] https://recruiting2.ultipro.com/STA1013/JobBoard/94aec289-5757-a8f0-d3bb-77f9cd846172/OpportunityDetail?opportunityId=8f41c4ca-2430-46c6-b654-fe90a00ae59a
[3] https://inoldnews.substack.com/p/talking-data-journalism-and-upskilling
[3] https://www.wsj.com/articles/how-tiktok-inundates-teens-with-eating-disorder-videos-11639754848?mod=hp_lead_pos5&utm_source=pocket_mylist
[2] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[2] https://www.journaliststoolbox.org/2020/12/16/find-scrape-and-clean-data/

Top URLs in Tweet in G9:
[36] https://www.slowboring.com/p/student-loan-forgiveness

Top URLs in Tweet in G10:
[7] https://twitter.com/rachellavin/status/1478436831272345600
[6] https://www.pressandjournal.co.uk/fp/news/3820254/covid-in-your-area-case-rates-4/
[4] https://www.youtube.com/watch?t=620&v=caebgb1OC0E&feature=youtu.be
[2] https://www.thecourier.co.uk/fp/news/2885208/covid-in-your-area-what-are-the-case-rates-like-in-tayside-and-fife/
[1] https://umarthejourno.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[193] twitter.com
[56] sigmaawards.org
[55] ultipro.com
[41] datajournalism.com
[36] slowboring.com
[35] co.uk
[34] swr.de
[26] youtube.com
[22] internews.org
[18] datacenterfrontier.com

Top Domains in Tweet in G2:
[31] twitter.com
[6] co.uk
[5] datajournalism.com
[5] pedestrian.tv
[3] gijn.org
[3] eventbrite.com
[2] smartrecruiters.com
[2] ibanewsroom.org
[2] europeandatajournalism.eu
[2] bigthink.com

Top Domains in Tweet in G3:
[49] sigmaawards.org
[14] mediaalternativos.pt
[10] tcij.org
[5] ijnet.org
[4] youtube.com
[3] verigazeteciligi.com
[2] twitter.com
[2] google.com
[2] icfj.org
[2] co.za

Top Domains in Tweet in G5:
[34] swr.de
[17] twitter.com
[11] spiegel.de
[3] org.ua

Top Domains in Tweet in G6:
[32] datajournalism.com
[9] ft.com
[8] co.uk
[8] pulitzercenter.org
[4] github.com
[3] sigmaawards.org
[3] journalismjobs.com
[3] compscjournalism.org
[2] nytimes.com
[2] eyeonohio.com

Top Domains in Tweet in G7:
[52] ultipro.com
[4] journaliststoolbox.org
[3] substack.com
[3] wsj.com

Top Domains in Tweet in G9:
[36] slowboring.com

Top Domains in Tweet in G10:
[8] co.uk
[7] twitter.com
[4] youtube.com
[1] umarthejourno.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[372] ddj
[130] dataviz
[110] factsmatter
[110] covid19aus
[110] rats
[75] data
[74] datajournalism
[55] dataanalytics
[54] rstats
[51] maps



Top Hashtags in Tweet in G1:
[110] factsmatter
[110] covid19aus
[110] rats

Top Hashtags in Tweet in G2:
[16] ddj
[10] journalism
[3] dataviz
[3] datajournalism
[3] data
[3] gijc21
[2] cbc
[1] visualjournalism
[1] mafs
[1] jobsthatcount

Top Hashtags in Tweet in G3:
[38] ddj
[15] datajournalism
[8] sigmas22
[5] dataviz
[4] misinformation
[4] verigazeteciliği
[3] sigmass22
[2] journalism
[2] datavis
[2] dataliteracy

Top Hashtags in Tweet in G5:
[67] ddj
[34] datenjournalismus
[6] datalove
[6] journojobs
[6] osint
[3] sentinel2
[3] niam
[3] maps
[3] maplovers
[3] dataviz

Top Hashtags in Tweet in G6:
[28] datajournalism
[26] ddj
[9] data
[6] portuguese
[4] rstats
[2] dataviz
[2] kudos
[1] newsletters
[1] journalism
[1] nicar22

Top Hashtags in Tweet in G7:
[4] ddj
[2] data
[2] journalism
[2] dataviz

Top Hashtags in Tweet in G8:
[48] internet
[48] maps
[48] rstats
[48] dataanalytics
[48] dataviz
[48] data
[48] ddj

Top Hashtags in Tweet in G10:
[13] ddj
[12] dataviz
[8] datajournalism
[7] womeninmedia
[7] journalismmatters
[1] journalism

Top Words
Top Words in Tweet in Entire Graph:
[1759] data
[1305] journalism
[376] #ddj
[227] include
[219] very
[181] more
[180] covid
[167] journalists
[164] team
[147] point

Top Words in Tweet in G1:
[222] data
[220] include
[112] journalism
[110] abctv's
[110] breakfastnews
[110] both
[110] host
[110] johanna_nic
[110] reporter
[110] harriettatham

Top Words in Tweet in G2:
[136] data
[116] journalism
[79] pay
[78] paper
[44] science
[42] stats
[42] case
[40] book
[40] computer
[39] law

Top Words in Tweet in G3:
[100] data
[69] journalism
[52] jan
[48] 2022
[40] #ddj
[36] deadline
[35] sigmaawards
[31] best
[30] 14
[29] winners

Top Words in Tweet in G4:
[67] journalism
[67] data
[57] once
[57] again
[57] instead
[57] doing
[57] kind
[57] dunno
[57] western
[57] reporters

Top Words in Tweet in G5:
[67] #ddj
[38] die
[35] team
[34] suchen
[34] swrdata
[34] neue
[34] stelle
[34] datenjournalist
[34] besetzen
[34] geht

Top Words in Tweet in G6:
[40] data
[31] journalism
[28] #datajournalism
[28] #ddj
[19] datajournalism
[16] journalists
[13] analysis
[13] صحافة
[13] البيانات
[13] هنا

Top Words in Tweet in G7:
[169] data
[58] journalism
[55] team
[54] more
[52] friends
[52] help
[52] share
[52] star
[52] tribune's
[52] looking

Top Words in Tweet in G8:
[48] map
[48] people
[48] never
[48] accessed
[48] internet
[48] #internet
[48] #maps
[48] #rstats
[48] #dataanalytics
[48] #dataviz

Top Words in Tweet in G9:
[72] data
[72] market
[72] journalists
[36] til
[36] columbia
[36] university
[36] charges
[36] 105
[36] 510
[36] tuition

Top Words in Tweet in G10:
[36] data
[29] journalism
[13] #ddj
[12] #dataviz
[12] open
[11] happy
[10] nollaig
[10] mban
[10] young
[10] women

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[566] data,journalism
[115] quality,journalism
[111] made,point
[111] point,very
[111] very,clearly
[111] clearly,nsw
[111] nsw,daily
[111] daily,covid
[111] covid,figures
[111] figures,include

Top Word Pairs in Tweet in G1:
[110] abctv's,breakfastnews
[110] breakfastnews,both
[110] both,host
[110] host,johanna_nic
[110] johanna_nic,reporter
[110] reporter,harriettatham
[110] harriettatham,made
[110] made,point
[110] point,very
[110] very,clearly

Top Word Pairs in Tweet in G2:
[40] data,journalism
[40] computer,science
[39] pay,essays
[39] essays,due
[39] due,coursework
[39] coursework,case
[39] case,study
[39] study,philosophy
[39] philosophy,assignment
[39] paper,pay

Top Word Pairs in Tweet in G3:
[53] data,journalism
[29] jan,2022
[17] data,driven
[17] best,data
[16] submit,best
[16] 000,cash
[16] cash,prize
[14] alright,#datajournalism
[14] #datajournalism,folks
[14] folks,we've

Top Word Pairs in Tweet in G4:
[57] once,again
[57] again,instead
[57] instead,doing
[57] doing,kind
[57] kind,dunno
[57] dunno,journalism
[57] journalism,western
[57] western,reporters
[57] reporters,feed
[57] feed,data

Top Word Pairs in Tweet in G5:
[34] suchen,swrdata
[34] swrdata,team
[34] team,neue
[34] neue,stelle
[34] stelle,datenjournalist
[34] datenjournalist,besetzen
[34] besetzen,geht
[34] geht,die
[34] die,ausschreibung
[34] ausschreibung,#ddj

Top Word Pairs in Tweet in G6:
[14] data,journalism
[13] صحافة,البيانات
[13] البيانات,هنا
[13] هنا,موقع
[13] موقع,datajournalism
[13] datajournalism,اختار
[13] اختار,أفضل
[13] أفضل,القصص
[13] القصص,الصحفية
[13] الصحفية,المميزة

Top Word Pairs in Tweet in G7:
[58] data,journalism
[52] data,friends
[52] friends,help
[52] help,share
[52] share,star
[52] star,tribune's
[52] tribune's,data
[52] data,team
[52] team,looking
[52] looking,news

Top Word Pairs in Tweet in G8:
[48] map,people
[48] people,never
[48] never,accessed
[48] accessed,internet
[48] internet,#internet
[48] #internet,#maps
[48] #maps,#rstats
[48] #rstats,#dataanalytics
[48] #dataanalytics,#dataviz
[48] #dataviz,#data

Top Word Pairs in Tweet in G9:
[36] til,columbia
[36] columbia,university
[36] university,charges
[36] charges,105
[36] 105,510
[36] 510,tuition
[36] tuition,one
[36] one,year
[36] year,master's
[36] master's,degree

Top Word Pairs in Tweet in G10:
[25] data,journalism
[10] happy,nollaig
[10] nollaig,mban
[10] mban,young
[10] young,women
[10] women,ask
[10] ask,anything
[10] anything,getting
[10] getting,data
[10] journalism,visualisation

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@abctv
@breakfastnews
@johanna_nic
@harriettatham
@sigmaawards
@swrdata
@jburnmurdoch
@edjnet
@datajournalism
@euinmalaysia

Top Mentioned in G1:
@abctv
@breakfastnews
@johanna_nic
@harriettatham
@vicgovdh

Top Mentioned in G2:
@brilliant_1990
@_topquality1
@pistakkiomktg
@a_writers2
@custompapers13

Top Mentioned in G3:
@sigmaawards
@edjnet
@interruptorpt
@publico
@cijournalism
@justinarenstein
@code4africa
@jplusplus_
@idj_network
@premiumtimesng

Top Mentioned in G5:
@swrdata
@hdambeck
@ndr
@annabehrend
@ulrichkelber
@hkuechenhoff

Top Mentioned in G6:
@datajournalism
@ftdata
@jwyg
@bb_liliana
@sricchia
@nataliamazotte
@puddingviz
@propublica
@buzzfeednews
@reutersgraphics

Top Mentioned in G7:
@gurmanbhatia
@tawnell
@rob_barry

Top Mentioned in G10:
@rachellavin
@joelysantacruz
@joshi
@bureaulocal
@propublica

Top Tweeters
Top Tweeters in Entire Graph:
@algonfdez
@gojira007x
@evankirstel
@viralvideovlogs
@bunrxm
@thehill
@artificialbra1n
@discovertech3
@dailymirror
@betterw05759703

Top Tweeters in G1:
@northway_debbie
@alanjmitchell_
@neric16
@kerryannsmith1
@bobduff1
@jboyded
@eve5810
@iireckon
@1958_bestyear
@royanwg

Top Tweeters in G2:
@jchapman1729
@sophiatseliem
@dirk2112
@klassalle
@mazza6069
@hangingnoodles
@brilliant_1990
@journalism
@johnrayhan
@marilink

Top Tweeters in G3:
@publico
@mobilepunch
@premiumtimesng
@paravertudo
@tujadili
@thecableng
@qz
@bbbcccnnn
@shizamura
@fluxcapdoodah

Top Tweeters in G4:
@akshaychandorka
@panjanya3
@gladiatorhindu
@restlesspundit
@luckyfresh
@spirit_etrnl10
@hichmalumnist
@saintorsinner30
@autovega
@gbd1971

Top Tweeters in G5:
@ludmila1348
@joanbleicher
@tre_bol
@alcebaid
@kts1swxaz4drxiw
@schaarsen
@ndr
@raadarde
@rukku
@miskaknapek

Top Tweeters in G6:
@artificialbra1n
@mrkalman
@yvesmulkers
@mojamesapted
@margymaclibrary
@buzzfeednews
@anaelisafoto
@awelder
@san_12314
@propublica

Top Tweeters in G7:
@avonan
@conjja
@clancynewyork
@copcrime
@dhmontgomery
@molly1jo
@_cingraham
@lby3
@journtoolbox
@dwallbank

Top Tweeters in G8:
@1atsuhimerose2
@zgur_
@rstatstweet
@vparrillaaixela
@gevoel
@lisefalardeau
@walther_1989
@7poko_
@viksaaskool
@dervereinfacher

Top Tweeters in G9:
@bunrxm
@bolderthanmost
@mazedamouth
@ryanforsmyrna
@stephano_n
@colorblindk1d
@orzelc
@asafsaj
@smchatter1
@brian_carnell

Top Tweeters in G10:
@smudge1
@mattlaschneider
@astaines
@aoifemcl
@corknutrition
@billylinehan
@wasteofgoodskin
@statsepi
@dearbhaildibs
@mcniffecent


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