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#ddj OR (data journalism) since:2022-01-010 until:2022-01-17 Twitter NodeXL SNA Map and Report for M (experimental version)
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From:
SMRFoundation
Uploaded on:
January 17, 2022
Short Description:
#ddj OR (data journalism) since:2022-01-010 until:2022-01-17 via NodeXL https://bit.ly/3GCdJGq
@datajournalism
@sigmaawards
@gijn
@mirkolorenz
@this0499154500
@aleszubajak
@h_i_g_s_c_h
@gijnafrica
@natpress
@affendi_xiii

Top hashtags:
#ddj
#dataviz
#datajournalism

Description:
Description
The graph represents a network of 2,103 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-01-010 until:2022-01-17", 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, 17 January 2022 at 09:20 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 7-minute period from Monday, 10 January 2022 at 01:24 UTC to Sunday, 16 January 2022 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 : 2103
Unique Edges : 3059
Edges With Duplicates : 384
Total Edges : 3443
Number of Edge Types : 5
Retweet : 1080
Replies to : 208
Tweet : 336
MentionsInRetweet : 1156
Mentions : 663
Self-Loops : 360
Reciprocated Vertex Pair Ratio : 0.0236357316649287
Reciprocated Edge Ratio : 0.0461799660441426
Connected Components : 386
Single-Vertex Connected Components : 143
Maximum Vertices in a Connected Component : 487
Maximum Edges in a Connected Component : 1246
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.059717
Graph Density : 0.00066621332489991
Modularity : 0.832191
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,103 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-01-010 until:2022-01-17", 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, 17 January 2022 at 09:20 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 7-minute period from Monday, 10 January 2022 at 01:24 UTC to Sunday, 16 January 2022 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 : TwitterSearch
Graph Term : #ddj OR (data journalism) since:2022-01-010 until:2022-01-17
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:
[119] https://bbc.github.io/rcookbook/
[67] https://gijn.org/2022/01/14/data-journalism-top-10-prenatal-testing-visualizing-death-threats-russian-military-bases/
[61] https://www.instagram.com/accounts/login/
[39] https://www.nytimes.com/interactive/2021/us/covid-cases.html
[32] https://twitter.com/ShaunLintern/status/1480463249577594880
[24] https://sigmaawards.org/
[24] https://fussballverletzungen.com/?p=2697
[18] https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions-2022
[18] https://twitter.com/KHNews/status/1482021378056503296
[17] https://careers.hrm.northeastern.edu/en-us/job/508568/open-rank-professor-information-justice

Top URLs in Tweet in G1:
[3] https://www.rawstory.com/trump-manipulation-of-science/
[2] https://journalism.co.uk/
[2] https://jobs.pedestrian.tv/job/data-audience-development-graduate-business-commerce-journalism/?ref=quuu
[2] https://datajournalism.com/read/longreads/the-history-of-data-journalism
[2] https://apnews.com/article/omicron-changing-news-outlets-covid-data-da9272f7c4c8a109c3bfb56bed9e9c76
[2] https://twitter.com/faizanlakhani/status/1481391152947466244
[2] https://hackernoon.com/data-journalism-101-stories-are-just-data-with-a-soul?source=rss
[2] https://gijn.org/2022/01/14/data-journalism-top-10-prenatal-testing-visualizing-death-threats-russian-military-bases/
[2] https://twitter.com/Cernovich/status/1482159038460686338
[2] https://twitter.com/ByLaraJackson/status/1482107203670749185

Top URLs in Tweet in G2:
[17] https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions-2022
[17] https://careers.hrm.northeastern.edu/en-us/job/508568/open-rank-professor-information-justice
[16] https://pulitzercenter.org/grants-fellowships/opportunities-journalists/data-journalism-grants
[15] https://datajournalism.com/read/blog/data-journalism-events-in-2022
[11] https://datajournalism.com/read/newsletters/the-history-of-data-journalism
[8] https://nationalpress.org/topic/connection-as-an-antidote-to-disinformation/
[7] https://www.ire.org/training/conferences/nicar-2022/nicar22-registration/
[7] https://nationalpress.org/topic/how-data-journalists-track-politics/
[5] https://us61e2.dayforcehcm.com/CandidatePortal/en-US/gannett/Posting/View/45703
[5] https://nationalpress.org/topic/data-journalism-that-engages-citizens/

Top URLs in Tweet in G3:
[115] https://bbc.github.io/rcookbook/
[3] https://www.economist.com/graphic-detail/coronavirus-excess-deaths-tracker
[3] https://github.com/TheEconomist/covid-19-excess-deaths-tracker

Top URLs in Tweet in G4:
[14] https://eventmaker.at/austria_presse_agentur_eg/apa-news-talk_von_daten_zu_content__aber_wie_zu_den_daten/
[6] https://www.stuttgarter-zeitung.de/bw-von-oben
[5] https://www.sueddeutsche.de/projekte/artikel/wissen/omikron-wo-bleibt-corona-variante-in-deutschland-e420304/?reduced=true
[4] https://www.sueddeutsche.de/projekte/artikel/wissen/klimawandel-wie-war-das-wetter-2021-bei-ihnen-e269039/?reduced=true
[2] https://www.stuttgarter-zeitung.de/inhalt.finanzen-in-der-corona-pandemie-so-steht-der-vfb-stuttgart-im-bundesliga-vergleich-da.49e4e387-5996-4175-8aad-a0253d938997.html
[2] https://www.sueddeutsche.de/1.5494749

Top URLs in Tweet in G5:
[53] https://gijn.org/2022/01/14/data-journalism-top-10-prenatal-testing-visualizing-death-threats-russian-military-bases/
[9] https://twitter.com/reporters_gr/status/1481973546511446022
[3] 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
[2] https://www.nytimes.com/interactive/2022/01/11/climate/record-temperatures-map-2021.html?campaign_id=54&emc=edit_clim_20220112&instance_id=50145&nl=climate-fwd%3A®i_id=92986535&segment_id=79513&te=1&user_id=78cc5a048cfe02bfb8b444b6fb5df532
[1] https://twitter.com/gijn/status/1481937938984452101
[1] https://gijn.org/2021/12/17/top-10-data-journalism-2021/
[1] https://twitter.com/cliffordlevy/status/1482038525927243777
[1] https://earthjournalism.net/mekongdata
[1] https://twitter.com/nytimes/status/1481666642958594049
[1] https://www.nytimes.com/interactive/2022/01/07/us/covid-data-explained.html

Top URLs in Tweet in G6:
[13] https://www.ndr.de/fernsehen/sendungen/schleswig-holstein_magazin/Corona-in-Zahlen-Ein-Datenjournalist-ueber-seine-Arbeit,shmag89762.html
[5] https://datajournalism.com/
[5] https://www.republik.ch/2022/01/10/woran-wir-sterben
[3] https://twitter.com/Remrow/status/1481156249618157570
[2] https://bewerberportal.swr.de/karriere/main?fn=bm.jobs&refnr=540199410&cfg_kbez=(BE(SW50ZXJuZXQ(1&pd_id=PD_SFFEWVdaa3VvaVJOSlBQYnRQbU1Tdz09&__rdf=1&__nav=0
[1] https://datajournalism.com/read/newsletters/the-history-of-data-journalism
[1] https://twitter.com/juliustroeger/status/1481605098119835649

Top URLs in Tweet in G7:
[60] https://www.instagram.com/accounts/login/
[3] https://www.instagram.com/reel/CYoe5Rfq6Dy/?utm_medium=copy_link
[2] https://bbc.github.io/rcookbook/

Top URLs in Tweet in G8:
[23] https://sigmaawards.org/
[6] https://gijn.org/2022/01/14/data-journalism-top-10-prenatal-testing-visualizing-death-threats-russian-military-bases/
[4] https://www.icfj.org/news/top-ijnet-articles-2021
[4] https://ijnet.org/en/opportunity/data-journalism-contest-accepting-entries-worldwide-0?utm_source=twitter&utm_medium=social
[4] https://www.eventbrite.com/e/global-investigative-journalism-conference-gijc21-on-demand-tickets-208121435817
[4] https://newsletter.theoutlier.co.za
[4] http://theoutlier.co.za/newsletter/
[4] https://www.inma.org/blogs/main/post.cfm/democratising-access-to-data-is-crucial-to-media-transformation
[3] https://www.premiumtimesng.com/author/yusufakinpelu
[3] https://gijn.org/2021/12/13/top-12-guides-and-tipsheets-in-2021/

Top URLs in Tweet in G9:
[3] https://journalism.columbia.edu/ms-data-journalism

Top Domains
Top Domains in Tweet in Entire Graph:
[164] twitter.com
[120] github.io
[74] gijn.org
[64] instagram.com
[43] nytimes.com
[42] datajournalism.com
[26] datacenterfrontier.com
[26] co.uk
[24] github.com
[24] sigmaawards.org

Top Domains in Tweet in G1:
[27] twitter.com
[15] grantwatch.com
[5] co.uk
[5] datajournalism.com
[3] rawstory.com
[3] pedestrian.tv
[3] bandlab.com
[2] washingtonpost.com
[2] apnews.com
[2] hackernoon.com

Top Domains in Tweet in G2:
[31] datajournalism.com
[20] nationalpress.org
[17] ac.uk
[17] northeastern.edu
[16] pulitzercenter.org
[12] ire.org
[5] journaliststoolbox.org
[5] dayforcehcm.com
[3] ddj.news
[3] editorandpublisher.com

Top Domains in Tweet in G3:
[115] github.io
[3] economist.com
[3] github.com

Top Domains in Tweet in G4:
[14] eventmaker.at
[11] sueddeutsche.de
[8] stuttgarter-zeitung.de

Top Domains in Tweet in G5:
[54] gijn.org
[12] twitter.com
[3] nytimes.com
[3] spiegel.de
[1] earthjournalism.net

Top Domains in Tweet in G6:
[13] ndr.de
[6] datajournalism.com
[5] republik.ch
[4] twitter.com
[2] swr.de

Top Domains in Tweet in G7:
[63] instagram.com
[2] github.io

Top Domains in Tweet in G8:
[23] sigmaawards.org
[12] gijn.org
[8] co.za
[6] inma.org
[5] verigazeteciligi.com
[4] icfj.org
[4] ijnet.org
[4] eventbrite.com
[3] premiumtimesng.com
[2] google.com

Top Domains in Tweet in G9:
[3] columbia.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[507] ddj
[178] dataviz
[74] datajournalism
[64] datavisualization
[63] infographic
[62] journalism
[51] omikron
[46] omikronwand
[40] bundesliga
[40] fcb



Top Hashtags in Tweet in G1:
[23] ddj
[12] journalism
[6] music
[5] data
[4] pioneer
[4] dj
[3] datajournalism
[3] house
[3] edm
[3] bandlab

Top Hashtags in Tweet in G2:
[52] datajournalism
[46] ddj
[22] journalism
[8] censorship
[7] nicar
[5] nicar22
[4] data
[3] fullcircle
[3] ai
[3] datadrivenjournalism

Top Hashtags in Tweet in G3:
[4] rstats
[3] ddj
[1] datascience

Top Hashtags in Tweet in G4:
[79] ddj
[51] omikron
[46] omikronwand
[14] apa
[6] bwvonoben
[6] ddjbw
[5] szplus
[4] klimakrise
[2] coronadaten
[1] careerjourney

Top Hashtags in Tweet in G5:
[48] ddj
[12] covid19
[9] crossborder
[9] cities4rent
[9] right2housing
[2] datajournalism

Top Hashtags in Tweet in G6:
[61] ddj
[35] dataviz
[22] datenjournalismus
[13] corona
[12] hospitalisierungsinzidenz

Top Hashtags in Tweet in G7:
[63] datavisualization
[63] dataviz
[63] infographic
[63] ddj
[36] illustration

Top Hashtags in Tweet in G8:
[33] ddj
[8] dataviz
[7] journalism
[7] datajournalism
[4] gijc21
[4] africa
[3] sigmas22
[2] datavis
[2] dataliteracy
[2] meta

Top Words
Top Words in Tweet in Entire Graph:
[1430] data
[1142] journalism
[513] #ddj
[251] bbc
[196] visual
[179] #dataviz
[165] die
[152] more
[150] open
[142] project

Top Words in Tweet in G1:
[153] data
[123] journalism
[71] pay
[66] paper
[50] due
[38] study
[36] science
[36] case
[36] assignment
[35] top

Top Words in Tweet in G2:
[117] data
[81] journalism
[53] #datajournalism
[48] #ddj
[35] 2022
[35] ire_nicar
[33] more
[30] make
[25] join
[23] year

Top Words in Tweet in G3:
[230] bbc
[118] data
[118] open
[118] #rstats
[115] visual
[115] journalism
[115] cookbook
[115] graphics
[115] source
[115] bbcopensource

Top Words in Tweet in G4:
[115] die
[79] #ddj
[58] sz
[51] #omikron
[51] weiter
[51] wachsen
[51] wand
[51] maßnahmen
[46] rekordinzidenz
[46] #omikronwand

Top Words in Tweet in G5:
[52] data
[48] #ddj
[38] 10
[35] top
[27] journalism
[21] র
[19] present
[19] gijn
[17] year
[16] য

Top Words in Tweet in G6:
[117] innen
[61] #ddj
[39] suchen
[37] team
[35] visual
[35] journalists
[35] neues
[35] digitales
[35] storytellingdesk
[35] srfnews

Top Words in Tweet in G7:
[63] designed
[63] #datavisualization
[63] #dataviz
[63] #infographic
[63] #ddj
[36] details
[36] interactive
[36] projects
[36] collaboration
[36] piaaaac

Top Words in Tweet in G8:
[74] data
[44] journalism
[34] #ddj
[30] sigmaawards
[26] deadline
[24] submit
[21] year
[21] day
[21] best
[19] 2021

Top Words in Tweet in G9:
[82] management
[82] studies
[68] journalism
[63] data
[46] media
[42] need
[41] sometimes
[41] tweak
[41] research
[41] interest

Top Words in Tweet in G10:
[2] stick

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[560] data,journalism
[159] visual,data
[120] open,source
[119] bbc,visual
[119] journalism,cookbook
[118] cookbook,graphics
[117] graphics,bbc
[117] bbc,open
[117] source,bbcopensource
[117] bbcopensource,#rstats

Top Word Pairs in Tweet in G1:
[35] pay,essays
[35] essays,due
[35] due,coursework
[35] coursework,case
[35] case,study
[35] study,philosophy
[35] philosophy,assignment
[35] paper,pay
[35] data,base
[35] base,thesis

Top Word Pairs in Tweet in G2:
[38] data,journalism
[17] investigative,data
[17] data,journalists
[17] journalists,academics
[17] academics,studying
[17] studying,justice
[17] justice,journalism
[17] journalism,looking
[17] looking,faculty
[17] faculty,member

Top Word Pairs in Tweet in G3:
[115] bbc,visual
[115] visual,data
[115] data,journalism
[115] journalism,cookbook
[115] cookbook,graphics
[115] graphics,bbc
[115] bbc,open
[115] open,source
[115] source,bbcopensource
[115] bbcopensource,#rstats

Top Word Pairs in Tweet in G4:
[51] wachsen,die
[46] rekordinzidenz,#omikron
[46] #omikron,die
[46] die,#omikronwand
[46] #omikronwand,deutlich
[46] deutlich,sehen
[46] sehen,hoher
[46] hoher,wahrscheinlichkeit
[46] wahrscheinlichkeit,weiter
[46] weiter,wachsen

Top Word Pairs in Tweet in G5:
[34] top,10
[30] 10,#ddj
[23] data,journalism
[12] gijn's,weekly
[11] roll,3rd
[11] 3rd,calendar
[11] calendar,year
[11] year,pandemic
[11] pandemic,debate
[11] debate,journalists

Top Word Pairs in Tweet in G6:
[35] suchen,visual
[35] visual,journalists
[35] journalists,neues
[35] neues,digitales
[35] digitales,storytellingdesk
[35] storytellingdesk,srfnews
[35] srfnews,team
[35] team,besteht
[35] besteht,entwickler
[35] entwickler,innen

Top Word Pairs in Tweet in G7:
[63] #datavisualization,#dataviz
[63] #dataviz,#infographic
[36] details,interactive
[36] interactive,projects
[36] projects,designed
[36] designed,collaboration
[36] collaboration,piaaaac
[36] piaaaac,paolocorti_
[36] paolocorti_,co
[36] co,cbwyjri1yv

Top Word Pairs in Tweet in G8:
[31] data,journalism
[17] jan,14
[13] work,sigmaawards
[12] sigmaawards,2022
[11] past,year
[10] around,world
[10] deadline,jan
[10] left,submit
[9] day,data
[8] best,#ddj

Top Word Pairs in Tweet in G9:
[58] data,journalism
[46] media,data
[41] sometimes,need
[41] need,tweak
[41] tweak,research
[41] research,interest
[41] interest,order
[41] order,funding
[41] funding,management
[41] management,product

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@bbcopensource
@sz
@ire_nicar
@piaaaac
@paolocorti_
@srfnews
@sigmaawards
@la_lettura
@fin
@natpress

Top Mentioned in G1:
@accuratewriter7
@brilliant_1990
@authenticonl2
@legitwriters21
@denicejean8
@writingpro950
@egradners

Top Mentioned in G2:
@ire_nicar
@natpress
@risj_oxford
@mattcdata
@aleszubajak
@ndiakopoulos
@albertocairo
@maggiemulvihill
@taliastroud
@dfreelon

Top Mentioned in G3:
@bbcopensource

Top Mentioned in G4:
@sz
@fin
@metropop_eu
@ljaegerin
@astridkuffner
@felix_huetten
@sphmnr
@munichrocker
@c_drosten
@lukas_warode

Top Mentioned in G5:
@gijn
@nodexl
@reporters_gr
@athenslivegr
@journalismarena
@arenahousing
@textyorgua
@dvrnd
@nytimes
@sam_learner

Top Mentioned in G6:
@srfnews
@ndrsh
@swrdata
@republikmagazin

Top Mentioned in G7:
@piaaaac
@paolocorti_
@la_lettura
@bbcopensource

Top Mentioned in G8:
@sigmaawards
@g_piechota
@ijnet
@datavizsociety
@outlierafrica
@meta
@icfj
@premiumtimesng
@gijnturkish
@pagina12

Top Mentioned in G10:
@marisya100
@galoftomo
@malchandler
@michael80789776
@iancrichton4
@sacro
@petraspics66
@fibbymcfibface
@jennifercoogan1
@rupert_lescott

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@chidambara09
@world_news_eng
@roblwilson
@evankirstel
@animatorspal
@artificialbra1n
@velocity2121
@rapplerdotcom
@indianexpress

Top Tweeters in G1:
@knittingknots
@suriyasubraman
@armandondk
@zacrulzok
@matthewbennett
@estherschindler
@abuutza
@klassalle
@marginoferror
@clifsoulo

Top Tweeters in G2:
@artificialbra1n
@harmonyis1
@azcentral
@margymaclibrary
@riotta
@grjenkin
@timethief
@anaiduza
@albertocairo
@willowgreen1

Top Tweeters in G3:
@rstatstweet
@syawal
@charlyaztec
@alternative200
@rstats4ds
@rstats_tweets
@anglehernandez
@dgermain21
@elcerebrohabla
@lamataquemata

Top Tweeters in G4:
@michael_kunz
@sz
@donaupiratin
@ichbinschoener
@aborifi
@0711jmo2
@mertinsk
@robert_we
@the4thpip
@wernerbrover

Top Tweeters in G5:
@velocity2121
@reuters
@genghisgalahad2
@telegraph
@nytimes
@komiska
@derspiegel
@nytopinion
@gontsa
@akhetaton11

Top Tweeters in G6:
@srfnews
@zeisbaerger
@gabyrudolf
@benny_de
@danieldrepper
@victorlasetzki
@michelino_1978
@konradweber
@the_claus
@matthiashalbeis

Top Tweeters in G7:
@fabriciosx
@unicornfantasy5
@ayirpelle
@southstep
@junjudapi
@briantrice
@ceobillionaire
@bbbcccnnn
@hernangraffe
@hampshire67

Top Tweeters in G8:
@baluch_h1
@premiumtimesng
@losandesdiario
@pagina12
@jadwong
@skatiq3
@kikollan
@inmaorg
@ijnet
@icfj

Top Tweeters in G9:
@elprincetee
@bukola_beckley
@olumuyiwaayo
@ajnadabo
@gwahanny
@rhidwhane
@thepropagator96
@otogee_1
@obivegas
@drweyoms

Top Tweeters in G10:
@carogersno1
@andrewknight226
@rec777777
@iaincolledge
@robertsessford1
@roarbro
@bellagio_bound
@michael80789776
@galoftomo
@joelbaccas


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