#ddj OR (data journalism), Twitter, 4/5/2021 7:16:09 PM, 252062


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#ddj OR (data journalism)_2021-04-05_06-51-15.xlsx
#ddj OR (data journalism)_2021-04-05_06-51-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 05, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3wwI0Sc
@peterjandringa
@gijn
@simon_huwiler
@philninh
@richielionell
@theeconomist
@okfn
@pgscully
@jwyg
@bb_liliana

Top hashtags:
#ddj
#covid19
#davaviz
#racereport
#dataviz
#journalism
#datajournalism
#lebanon

Description:
Description
The graph represents a network of 3,018 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, 05 April 2021 at 13:55 UTC.

The requested start date was Monday, 05 April 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, 16-hour, 22-minute period from Monday, 29 March 2021 at 00:11 UTC to Sunday, 04 April 2021 at 16:34 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 : 3018
Unique Edges : 1325
Edges With Duplicates : 4618
Total Edges : 5943
Number of Edge Types : 5
Retweet : 2163
MentionsInRetweet : 2673
Mentions : 630
Replies to : 131
Tweet : 346
Self-Loops : 363
Reciprocated Vertex Pair Ratio : 0.0174021131137352
Reciprocated Edge Ratio : 0.034208918753818
Connected Components : 386
Single-Vertex Connected Components : 138
Maximum Vertices in a Connected Component : 1498
Maximum Edges in a Connected Component : 3392
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 6.038087
Graph Density : 0.000359570562483018
Modularity : 0.54204
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 3,018 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, 05 April 2021 at 13:55 UTC.

The requested start date was Monday, 05 April 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, 16-hour, 22-minute period from Monday, 29 March 2021 at 00:11 UTC to Sunday, 04 April 2021 at 16:34 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:
[25] https://gijn.org/2021/04/02/data-journalism-top-10-beauty-biz-bias-suez-blockage-facebook-fail-migrants-at-the-border-europes-theaters/
[23] https://www.aup.nl/en/book/9789462989511/the-data-journalism-handbook
[14] https://gijn.org/2021/03/31/twitters-ddj-hashtag-and-the-evolution-of-the-data-journalism-community/
[12] https://www.rawstory.com/alex-azar-pressured-data-alterations/
[11] https://twentytendaily.com/orodata-science-micro-grants-for-data-driven-investigative-journalism-2021/
[10] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[9] http://www.verigazeteciligi.com/2-veri-gazeteciligi-el-kitabi/
[8] https://gijn.org/2021/03/26/data-journalism-top-10-march-madness-trafficking-tigers-and-fish-color-palettes-vaccine-inequality-domestic-work/
[8] https://gijn.org/2021/03/30/top-10-ddj-martovskoe-bezumie-torgovlya-tigram-i-ryiboy-tsvetovyie-palitryi-i-neravenstvo-v-dostupe-k-vaktsinam/
[8] https://blog.okfn.org/2021/03/26/new-edition-of-data-journalism-handbook-published-open-access/

Top URLs in Tweet in G1:
[1] https://twitter.com/sagafood/status/1376535559330525191

Top URLs in Tweet in G2:
[2] https://econ.trib.al/JWGZGeq
[2] https://www.economist.com/offthecharts/
[1] https://econ.trib.al/zlZTeL8
[1] https://econ.trib.al/k1eNpLA
[1] https://econ.trib.al/49waqnE
[1] https://econ.trib.al/0KwSGZE
[1] https://econ.trib.al/xnYGGQy
[1] https://econ.trib.al/0PPvYIz
[1] https://econ.trib.al/2cbtN4k
[1] https://econ.trib.al/1yWIl3Y

Top URLs in Tweet in G3:
[18] https://gijn.org/2021/04/02/data-journalism-top-10-beauty-biz-bias-suez-blockage-facebook-fail-migrants-at-the-border-europes-theaters/
[12] https://gijn.org/2021/03/31/twitters-ddj-hashtag-and-the-evolution-of-the-data-journalism-community/
[8] https://gijn.org/2021/03/30/top-10-ddj-martovskoe-bezumie-torgovlya-tigram-i-ryiboy-tsvetovyie-palitryi-i-neravenstvo-v-dostupe-k-vaktsinam/
[7] https://gijn.org/2021/03/26/data-journalism-top-10-march-madness-trafficking-tigers-and-fish-color-palettes-vaccine-inequality-domestic-work/
[4] https://gijn.org/data-journalism-the-gijn-collection/
[2] https://www.aljazeera.com/news/2021/3/30/mapping-major-protests-around-the-world
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fthewholestory.solutionsjournalism.org%2Fapply-now-want-to-find-success-stories-through-data-solutions-journalism-network-can-help-4630358c43d8
[1] https://docs.google.com/forms/d/e/1FAIpQLSc-2T5j0Qz6v_dQBiCe1-26HWHCjGGu0QATY9Gq9Piy8Zy7OA/viewform
[1] https://dataconomy.com/2020/12/data-driven-journalism-ai-ethics-deep-fakes/
[1] https://docs.google.com/forms/d/e/1FAIpQLSc-2T5j0Qz6v_dQBiCe1-26HWHCjGGu0QATY9Gq9Piy8Zy7OA/viewform?usp=send_form

Top URLs in Tweet in G4:
[4] https://twitter.com/simon_huwiler/status/1376767427355275266
[1] https://www.youtube.com/watch?v=DqfrOPs2pKM&feature=youtu.be

[1] https://interaktiv.tagesanzeiger.ch/2021/zh-rechenzentren/

Top URLs in Tweet in G5:
[9] https://www.rawstory.com/alex-azar-pressured-data-alterations/
[6] https://twentytendaily.com/orodata-science-micro-grants-for-data-driven-investigative-journalism-2021/
[2] https://www.techdirt.com/articles/20210326/10043746497/journalism-forces-wireless-industry-to-belatedly-fix-text-message-flaw-that-let-hackers-access-your-data-16.shtml
[2] https://www.meetup.com/data-journalism/events/276416882/
[2] https://twitter.com/ASankin/status/1377646275143868416
[2] https://www.myschoolgist.com/ng/jolt-digital-data-journalism/
[2] https://www.opendemocracy.net/en/can-europe-make-it/data-journalism-tested-covid-19-pandemic-lessons-italy/?utm_source=tw
[2] https://www.opendemocracy.net/en/can-europe-make-it/data-journalism-tested-covid-19-pandemic-lessons-italy/
[1] https://www.rawstory.com/mass-shooting-reasons-data-guns/
[1] https://twitter.com/Anuragkukreti7/status/1376430090964373513

Top URLs in Tweet in G7:
[9] http://www.verigazeteciligi.com/2-veri-gazeteciligi-el-kitabi/
[7] https://blog.okfn.org/2021/03/26/new-edition-of-data-journalism-handbook-published-open-access/
[6] https://veribulteni.voyd.org.tr/e-book/
[5] https://www.aup.nl/en/book/9789462989511/the-data-journalism-handbook
[4] https://mailchi.mp/6c5d353c5ceb/veri-bulteni_125
[3] http://www.verigazeteciligi.com/csv-konferansina-davetlisiniz/
[2] https://rddj.info/
[2] http://www.verigazeteciligi.com/acik-veri-olarak-ab-kamuoyu-anket-verileri/
[2] http://www.verigazeteciligi.com/sivil-toplum-kuruluslari-icin-hak-temelli-gazetecilik-kilavuzu/
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni

Top URLs in Tweet in G9:
[1] https://twitter.com/TheBembridge/status/1377629966456741889

Top URLs in Tweet in G10:
[16] https://www.aup.nl/en/book/9789462989511/the-data-journalism-handbook
[2] https://twitter.com/stz_news/status/1378248779070111745
[1] https://www.stuttgarter-zeitung.de/inhalt.neue-landesregierung-baden-wuerttemberg-koalition-der-staedte-oder-des-laendlichen-raums.7d3a2d05-89a4-4a4f-818a-fe1d0b309c8e.html?reduced=true
[1] https://twitter.com/nrecherche/status/1377572333943193602
[1] https://twitter.com/v_matzek/status/1376959852367372288
[1] https://journocode.com/de/events/2021-04-28-2021-04-28-10-dinge-die-journalist*innen-uber-statistik-wissen-sollten
[1] https://journocode.com/de/tutorials/sechs-typische-fallstricke-bei-der-datenbereinigung-und-wie-du-sie-ohne-zu-programmieren-in-den-griff-bekommst
[1] https://journocode.com/de/events/2021-04-24-2021-04-24-infografiken-furs-superwahljahr-selber-machen
[1] https://twitter.com/journocode/status/1376428916290826240
[1] https://twitter.com/breitband/status/1375789052503453698

Top Domains
Top Domains in Tweet in Entire Graph:
[90] twitter.com
[67] gijn.org
[24] aup.nl
[22] datacenterfrontier.com
[19] verigazeteciligi.com
[17] voxeurop.eu
[17] journaliststoolbox.org
[16] rawstory.com
[14] co.uk
[13] google.com

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

Top Domains in Tweet in G2:
[11] trib.al
[2] economist.com
[1] twitter.com

Top Domains in Tweet in G3:
[51] gijn.org
[5] twitter.com
[3] aljazeera.com
[3] medium.com
[2] google.com
[2] dataconomy.com
[2] ijnet.org
[1] jrnlst.ru
[1] firstdraftnews.org
[1] oxpeckers.org

Top Domains in Tweet in G4:
[4] twitter.com
[1] youtube.com
[1] tagesanzeiger.ch

Top Domains in Tweet in G5:
[28] twitter.com
[11] rawstory.com
[6] twentytendaily.com
[5] opendemocracy.net
[4] gijn.org
[3] techdirt.com
[3] google.com
[2] wordpress.com
[2] meetup.com
[2] myschoolgist.com

Top Domains in Tweet in G7:
[19] verigazeteciligi.com
[8] mailchi.mp
[7] okfn.org
[6] org.tr
[5] aup.nl
[3] medyascope.tv
[2] rddj.info
[2] apos.to
[1] udemy.com
[1] com.tr

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[16] aup.nl
[6] twitter.com
[3] journocode.com
[1] stuttgarter-zeitung.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[244] ddj
[144] covid19
[137] davaviz
[63] racereport
[55] dataviz
[50] journalism
[34] datajournalism
[33] lebanon
[33] india
[33] hongkong



Top Hashtags in Tweet in G2:
[1] offthecharts
[1] nerdout

Top Hashtags in Tweet in G3:
[74] ddj
[33] lebanon
[33] india
[33] hongkong
[21] dataviz
[18] datajournalism
[7] internet
[7] reporting
[5] suezcanel
[4] data

Top Hashtags in Tweet in G4:
[136] covid19
[136] davaviz
[7] ddj
[3] sonification
[2] dataviz
[1] switzerland
[1] visualization
[1] music
[1] data
[1] corona

Top Hashtags in Tweet in G5:
[15] ddj
[9] journalism
[6] journalists
[5] journalist
[5] stories
[4] story
[4] pitch
[3] data
[3] ddjbr
[2] dataviz

Top Hashtags in Tweet in G6:
[1] covid19

Top Hashtags in Tweet in G7:
[39] ddj
[24] openaccess
[22] dataviz
[12] ddjbook
[6] açıkveri
[6] datajournalism
[4] rstats
[4] opendata
[4] opensource
[3] verihaberleri

Top Hashtags in Tweet in G9:
[63] racereport

Top Hashtags in Tweet in G10:
[24] ddj
[5] ddjbw
[3] gruenschwarz
[3] crowdsourcing
[3] radfahren
[3] covid_19
[2] coronadaten
[1] regierung
[1] covid19
[1] davaviz

Top Words
Top Words in Tweet in Entire Graph:
[1870] data
[1706] journalism
[578] days
[574] tricky
[572] counting
[571] vol
[571] 243
[570] peterjandringa
[340] theeconomist
[244] #ddj

Top Words in Tweet in G1:
[568] data
[568] journalism
[567] tricky
[567] vol
[567] 243
[567] counting
[567] days
[566] peterjandringa

Top Words in Tweet in G2:
[338] theeconomist
[157] blossoms
[148] behind
[148] scenes
[148] look
[116] experts
[116] think
[116] climate
[116] change
[116] blame

Top Words in Tweet in G3:
[154] data
[99] gijn
[96] journalism
[74] #ddj
[47] র
[40] explain
[39] ट
[39] स
[36] 10
[36] rise

Top Words in Tweet in G4:
[144] simon_huwiler
[141] long
[136] made
[136] #covid19
[136] #davaviz
[136] using
[136] music
[136] box
[136] four
[136] meter

Top Words in Tweet in G5:
[140] data
[121] journalism
[24] gt
[16] story
[15] 16
[15] #ddj
[14] covid
[14] more
[14] april
[13] 19

Top Words in Tweet in G6:
[103] turns
[103] bbc
[103] useful
[103] journalism
[103] confirmed
[103] already
[103] knew
[103] cases
[103] data
[103] government

Top Words in Tweet in G7:
[114] data
[57] journalism
[44] handbook
[39] #ddj
[36] bb_liliana
[35] critical
[33] veri
[32] towards
[32] practice
[26] jwyg

Top Words in Tweet in G8:
[71] today
[71] basically
[71] happens
[71] take
[71] science
[71] subtract
[71] training
[71] scholarship
[71] theory
[70] primalpoly

Top Words in Tweet in G9:
[63] difference
[63] between
[63] cheap
[63] polemicist
[63] journalism
[63] study
[63] reactions
[63] #racereport
[63] three
[63] consulted

Top Words in Tweet in G10:
[33] die
[24] #ddj
[19] data
[16] journalism
[16] handbook
[15] übrigens
[15] info_activism
[13] jangeorgplavec
[13] chelm
[13] macht

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1098] data,journalism
[571] journalism,tricky
[571] tricky,vol
[571] vol,243
[571] 243,counting
[571] counting,days
[570] peterjandringa,data
[151] behind,scenes
[139] scenes,look
[139] look,theeconomist

Top Word Pairs in Tweet in G1:
[568] data,journalism
[567] journalism,tricky
[567] tricky,vol
[567] vol,243
[567] 243,counting
[567] counting,days
[566] peterjandringa,data

Top Word Pairs in Tweet in G2:
[148] behind,scenes
[138] scenes,look
[138] look,theeconomist
[116] experts,think
[116] think,climate
[116] climate,change
[116] change,blame
[88] kyoto's,cherry
[88] cherry,blossoms
[88] blossoms,reached

Top Word Pairs in Tweet in G3:
[80] data,journalism
[33] protest,movements
[33] movements,rise
[33] rise,worldwide
[33] worldwide,#lebanon
[33] #lebanon,#india
[33] #india,#hongkong
[33] #hongkong,explain
[33] explain,biggest
[33] biggest,protests

Top Word Pairs in Tweet in G4:
[136] made,#covid19
[136] #covid19,#davaviz
[136] #davaviz,using
[136] using,music
[136] music,box
[136] box,four
[136] four,meter
[136] meter,long
[136] long,punch
[136] punch,card

Top Word Pairs in Tweet in G5:
[48] data,journalism
[18] gt,gt
[13] covid,19
[12] raw,story
[12] story,celebrating
[12] celebrating,16
[11] 16,years
[11] years,independent
[11] independent,journalism
[10] former,cdc

Top Word Pairs in Tweet in G6:
[103] turns,bbc
[103] bbc,useful
[103] useful,journalism
[103] journalism,confirmed
[103] confirmed,already
[103] already,knew
[103] knew,cases
[103] cases,data
[103] data,government
[102] newtonclarkeuk,turns

Top Word Pairs in Tweet in G7:
[57] data,journalism
[44] journalism,handbook
[32] handbook,towards
[32] towards,critical
[32] critical,data
[32] data,practice
[25] excited,announce
[20] icymi,data
[20] practice,edited
[20] edited,bb_liliana

Top Word Pairs in Tweet in G8:
[71] today,basically
[71] basically,happens
[71] happens,take
[71] take,science
[71] science,subtract
[71] subtract,training
[71] training,scholarship
[71] scholarship,theory
[70] primalpoly,'journalism'
[70] 'journalism',today

Top Word Pairs in Tweet in G9:
[63] difference,between
[63] between,cheap
[63] cheap,polemicist
[63] polemicist,journalism
[63] journalism,study
[63] study,reactions
[63] reactions,#racereport
[63] #racereport,three
[63] three,consulted
[62] peterjukes,difference

Top Word Pairs in Tweet in G10:
[16] data,journalism
[16] journalism,handbook
[15] info_activism,data
[12] neues,projekt
[12] projekt,gemeinsam
[12] gemeinsam,dhbw_stgt
[12] dhbw_stgt,openbikesensor
[12] openbikesensor,vermessen
[12] vermessen,die
[12] die,sicherheit

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@peterjandringa
@theeconomist
@simon_huwiler
@newtonclarkeuk
@gijn
@primalpoly
@peterjukes
@bb_liliana
@diego_rojo_
@haddadme

Top Mentioned in G1:
@peterjandringa

Top Mentioned in G2:
@theeconomist
@econdailycharts
@fraguarascio
@newsguardrating

Top Mentioned in G3:
@gijn
@haddadme
@datajournalism
@discord
@oxciej
@gijnru
@wildeye_news
@gijnafrica
@euniceau
@jacopoottaviani

Top Mentioned in G4:
@simon_huwiler
@a_tack
@julianschmidli
@__seebaa
@tagesanzeiger
@datentaeterin
@gijn
@peterjandringa

Top Mentioned in G5:
@ann_neels
@perfectwriters6
@porcaofeliz

Top Mentioned in G6:
@newtonclarkeuk
@bbcpanorama
@borisjohnson
@matthancock

Top Mentioned in G7:
@bb_liliana
@jwyg
@dagmedyaveri
@bahareh360
@am
@voydorg
@okfn
@milos_agathon
@datascout2
@gijn

Top Mentioned in G8:
@primalpoly

Top Mentioned in G9:
@peterjukes
@hopenothate

Top Mentioned in G10:
@info_activism
@jangeorgplavec
@chelm
@dhbw_stgt
@openbikesensor
@journocode
@graph_zahl
@ij_online
@sz
@datawrapper

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@s9tmt
@cybersec_feeds
@cloudwanderer3
@roblwilson
@independent
@serendipitysays
@indiatoday
@sandradunn1955
@johnjoechad

Top Tweeters in G1:
@serendipitysays
@geeoharee
@anthropic
@northwind1ndn
@johnjonny1
@superretroid
@paul_trembath
@brightsuzaku
@yourpetcat
@captain_bionic

Top Tweeters in G2:
@jornalistavitor
@manchuriandevil
@henrymp_
@joolsmagools
@mvdsister
@haolethai
@giuliog
@theeconomist
@penttivuorinen
@britpop86

Top Tweeters in G3:
@nihaustin
@glynmoody
@discord
@terpsichore_los
@washingtonpost
@bquest_shipsco_
@neli_ngqulana
@latimes
@scmpnews
@ajenglish

Top Tweeters in G4:
@tinygashad0kur0
@stephaniekays
@688i
@neuromusic
@muehlenwind
@borisbastide
@hlinke
@martinlindner
@tagesanzeiger
@artologica

Top Tweeters in G5:
@jcmarbury
@knittingknots
@lellingw
@exbulletinuk
@whileasunkissed
@danwibg
@wavesofeuphoria
@warriors_mom
@jeannefisher17
@mtneedle

Top Tweeters in G6:
@heidiec5
@wealdengirl
@2020smiles
@davej0hnson0k
@track7778
@okeykokey
@elms_je
@aerialbolero
@wyrdgrl
@littledene39

Top Tweeters in G7:
@rstatstweet
@gazeteduvar
@info_aus
@fibo
@davidunderdown9
@medyascopetv
@blackstembot
@infomgmtexec
@thartman2u
@rstats4ds

Top Tweeters in G8:
@rell_lauren
@chasrmartin
@digino69
@damnoldguy
@justjoeaz1
@aclassicliberal
@thinkingintime
@amrch1
@galvezprimo
@penguinsfan62

Top Tweeters in G9:
@s9tmt
@roblwilson
@sandradunn1955
@londonyc
@miftyjackson
@peterjukes
@amandajs11
@andreww66619812
@saffiya_khan1
@realbristolnews

Top Tweeters in G10:
@carimachet
@zdf
@sz
@pia_purzella
@cyberjuan
@mfouquenet
@info_activism
@bbhorne
@antifascistf12
@danieldrepper