#ddj OR (data journalism), Twitter, 11/8/2021 3:58:43 PM, 265848


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#ddj OR (data journalism)_2021-11-08_07-50-46.xlsx
#ddj OR (data journalism)_2021-11-08_07-50-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 08, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3mVVtjQ
@gijn
@ap
@gijnru
@nytimes
@paulbradshaw
@winnydejong
@l_a_kelly
@trumpysheadplug
@this0499154500
@pinardag

Top hashtags:
#ddj
#gijc21
#datajournalism
#dataviz
#journalism
#data
#pioneerdj
#ddj400
#rekordbox

Description:
Description
The graph represents a network of 2,254 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, 08 November 2021 at 15:52 UTC.

The requested start date was Monday, 08 November 2021 at 01:01 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, 23-hour, 53-minute period from Monday, 01 November 2021 at 01:05 UTC to Monday, 08 November 2021 at 00:59 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 : 2254
Unique Edges : 1854
Edges With Duplicates : 2734
Total Edges : 4588
Number of Edge Types : 5
Mentions : 662
Retweet : 1284
MentionsInRetweet : 2198
Tweet : 295
Replies to : 149
Self-Loops : 311
Reciprocated Vertex Pair Ratio : 0.0271700776287932
Reciprocated Edge Ratio : 0.0529027825489522
Connected Components : 406
Single-Vertex Connected Components : 141
Maximum Vertices in a Connected Component : 846
Maximum Edges in a Connected Component : 2257
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.220978
Graph Density : 0.00057322761212399
Modularity : 0.623361
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,254 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, 08 November 2021 at 15:52 UTC.

The requested start date was Monday, 08 November 2021 at 01:01 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, 23-hour, 53-minute period from Monday, 01 November 2021 at 01:05 UTC to Monday, 08 November 2021 at 00:59 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:
[10] https://gijn.org/gijc21-resources/
[8] https://ooir.org/trending.php?d=7&category=communication
[8] https://www.youtube.com/watch?v=jDpiYodNp5U

[7] https://www.journalism.co.uk/tip-of-the-day/tip-localise-climate-change-coverage-with-public-health-data/s419/a872924/
[6] https://www.propublica.org/article/how-propublica-used-genomic-sequencing-data-to-track-an-ongoing-salmonella-outbreak
[6] https://twitter.com/AvaKofman/status/1455489871724883970
[6] https://gijn.org/2021/10/29/data-journalism-top-10-disappearing-bumblebees-methane-leaks-tax-hot-siberia/
[5] https://datajournalism.com/read/longreads/the-power-of-data-storytelling-for-lifestyle-journalism
[5] https://digitaleditions.telegraph.co.uk/data/754/reader/reader.html?social
[5] https://projekte.sueddeutsche.de/artikel/politik/politik-auf-facebook-verzerrte-welt-e883580/?utm_source=twitter&utm_medium=twitterbot&utm_content=e883580&reduced=true

Top URLs in Tweet in G1:
[5] https://globalreportingcentre.org/news/tiny-foundation-fellowships-for-investigative-journalism/
[5] https://gijn.org/2021/10/29/data-journalism-top-10-disappearing-bumblebees-methane-leaks-tax-hot-siberia/
[4] https://gijn.org/2021/11/05/top-10-ddj-ischezayuschie-shmeli-utechka-metana-v-rossii-i-luchshie-teleshou/
[4] https://gijn.org/gijc21-resources/
[3] http://www.verigazeteciligi.com/gazeteciler-icin-r/
[2] https://gijn.org/2021/11/02/gijn-launches-journalism-security-assessment-tool/
[2] https://t.co/IZ9k3onbGO
[2] https://ico.org.uk/your-data-matters/data-protection-and-journalism/taking-your-case-to-court-and-claiming-compensation/#court1
[2] https://gijn.org/2021/11/04/lessons-from-the-pandora-papers-how-to-investigate-financial-crime-stories/
[2] http://www.verigazeteciligi.com/veri-gazeteciliginde-analiz-teknikleri-ve-gorsellestirmeler/

Top URLs in Tweet in G2:
[1] https://careers.ap.org/go/View-All-Jobs/4304700/
[1] https://leads.ap.org/best-of-the-week/ap-reveals-police-use-force-against-children

Top URLs in Tweet in G3:
[5] https://twitter.com/AvaKofman/status/1455489871724883970
[5] https://digitaleditions.telegraph.co.uk/data/754/reader/reader.html?social
[2] https://www.journalism.co.uk/news/overcome-your-metrics-anxiety-how-to-develop-a-healthy-relationship-with-audience-data/s2/a870883/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://projects.propublica.org/toxmap/
[2] https://www.journalism.co.uk/tip-of-the-day/tip-localise-climate-change-coverage-with-public-health-data/s419/a872924/
[2] https://www.propublica.org/article/how-propublica-used-genomic-sequencing-data-to-track-an-ongoing-salmonella-outbreak
[2] https://crowdsourcingweek.com/blog/5-crowdsourced-news-platforms/
[1] https://homedjstudio.com/giveaway/?ksref=vkdrvoz
[1] https://homedjstudio.com/giveaway/?ksref=8njkp08&fbclid=IwAR39zm-fzkXYttZB18EKHBdAjkXiVk5QaiGV5P-qUFNKXN1ZIY5QkYjT8Tc
[1] https://twitter.com/kristincrowley1/status/1454991366426173444

Top URLs in Tweet in G4:
[1] https://www.youtube.com/watch?v=tS-ZgH_YykE&feature=youtu.be

[1] https://www.nytimes.com/2021/11/02/briefing/britain-covid-cases-restrictions.html?searchResultPosition=1
[1] https://twitter.com/patrickkingsley/status/1452716572309606411

Top URLs in Tweet in G5:
[3] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[2] https://tcij.org/summer-conference/
[2] https://twitter.com/DJNF/status/1436027951926157320
[2] https://dowjonesnewsfund.org/news/apply-now-for-a-2022-internship/
[1] http://play.inginf.units.it/#/
[1] https://regexcrossword.com/
[1] https://callumacrae.github.io/regex-tuesday/
[1] https://alf.nu/RegexGolf
[1] https://datajournalism.com/watch/python-for-journalists
[1] https://gijn.org/analyzing-data-python/

Top URLs in Tweet in G6:
[1] https://twitter.com/lukedepulford/status/1454750825990037504

Top URLs in Tweet in G7:
[3] https://partsofberlin.tagesspiegel.de/en
[1] https://interaktiv.tagesspiegel.de/lab/haengen-coronazahlen-und-afd-wahlergebnisse-zusammen/

Top URLs in Tweet in G8:
[2] https://warninggraphiccontent.tumblr.com/post/666998106735476736/5-november-2021
[2] https://twitter.com/i/lists/1174330731406999552
[1] https://www.ft.com/visual-and-data-journalism
[1] https://twitter.com/ftdata/status/1455821115658575874

Top URLs in Tweet in G10:
[2] https://www.thecourier.co.uk/fp/courier-investigations/2703714/dundee-ww1-victims/
[1] https://www.pressandjournal.co.uk/fp/pj-investigations/3598986/aberdeen-ww1-victims/
[1] https://www.thecourier.co.uk/fp/politics/scottish-politics/1877716/covid-vaccine-tracker/
[1] https://www.pressandjournal.co.uk/fp/pj-investigations/3598986/aberdeen-ww1-victims/?utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[109] twitter.com
[31] co.uk
[29] gijn.org
[19] homedjstudio.com
[16] datacenterfrontier.com
[13] youtube.com
[12] propublica.org
[9] datajournalism.com
[9] org.uk
[8] ooir.org

Top Domains in Tweet in G1:
[21] gijn.org
[11] twitter.com
[7] verigazeteciligi.com
[5] globalreportingcentre.org
[4] nodexlgraphgallery.org
[3] pathable.com
[2] themarkup.org
[2] t.co
[2] org.uk
[2] google.com

Top Domains in Tweet in G2:
[2] ap.org

Top Domains in Tweet in G3:
[34] twitter.com
[16] homedjstudio.com
[12] co.uk
[4] propublica.org
[3] kingsumo.com
[2] datajournalism.com
[2] washingtonpost.com
[2] theguardian.com
[2] crowdsourcingweek.com
[1] net.au

Top Domains in Tweet in G4:
[1] youtube.com
[1] nytimes.com
[1] twitter.com

Top Domains in Tweet in G5:
[6] journaliststoolbox.org
[3] tcij.org
[3] twitter.com
[3] dowjonesnewsfund.org
[1] units.it
[1] regexcrossword.com
[1] github.io
[1] alf.nu
[1] datajournalism.com
[1] gijn.org

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

Top Domains in Tweet in G7:
[4] tagesspiegel.de

Top Domains in Tweet in G8:
[3] twitter.com
[2] tumblr.com
[1] ft.com

Top Domains in Tweet in G10:
[5] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[194] ddj
[59] gijc21
[58] datajournalism
[48] dataviz
[37] journalism
[32] data
[28] pioneerdj
[23] ddj400
[23] rekordbox
[17] anambradecides2021



Top Hashtags in Tweet in G1:
[40] ddj
[24] gijc21
[9] dataviz
[8] data
[8] journalism
[6] investigative
[5] crossborder
[5] ggplot2
[4] datajournalism
[4] cumexfiles

Top Hashtags in Tweet in G2:
[1] journalism
[1] gop
[1] usa

Top Hashtags in Tweet in G3:
[31] ddj
[19] pioneerdj
[19] ddj400
[19] rekordbox
[7] data
[6] journalism
[2] cop26
[2] datajournalism
[2] facebook
[2] dataviz

Top Hashtags in Tweet in G5:
[17] gijc21
[15] ddj
[9] internships
[3] datajournalism
[3] investigative
[2] python
[1] learnregex
[1] regex
[1] lifeasajstudent
[1] media

Top Hashtags in Tweet in G7:
[3] berlin
[2] ddj
[1] noafd
[1] covid_19
[1] dataviz
[1] cities

Top Hashtags in Tweet in G8:
[8] ddj
[6] dataviz
[4] data
[4] ftfreetoday
[3] datajournalism
[1] ftfreetoread
[1] gijc21

Top Hashtags in Tweet in G10:
[4] ddj
[3] ww1
[3] datajournalism
[3] aberdeen
[1] datavisualization
[1] dataviz
[1] datavis
[1] datavisualisation
[1] forsubscribers

Top Words
Top Words in Tweet in Entire Graph:
[1238] journalism
[1175] data
[302] great
[227] looking
[194] job
[193] many
[192] #ddj
[186] open
[174] right
[174] we've

Top Words in Tweet in G1:
[119] data
[78] journalism
[49] gijn
[40] #ddj
[25] professor
[24] really
[23] columbiajourn
[23] #gijc21
[22] paulbradshaw
[19] journalists

Top Words in Tweet in G2:
[329] journalism
[166] ap
[164] looking
[164] job
[164] we've
[164] jobs
[164] many
[164] great
[164] opportunities
[164] open

Top Words in Tweet in G3:
[107] data
[106] journalism
[84] î
[31] #ddj
[19] win
[19] pioneer
[19] ddj
[19] 400
[19] dj
[19] controller

Top Words in Tweet in G4:
[96] time
[85] nytimes
[74] bad
[60] data
[48] mlevitt_np2013
[48] things
[48] badly
[48] wrong
[48] great
[48] writers

Top Words in Tweet in G5:
[57] data
[44] journalism
[37] djnf
[32] python
[29] dataphyte
[23] resources
[23] deadline
[23] 11
[21] great
[20] winnydejong

Top Words in Tweet in G6:
[54] truly
[54] donâ
[54] believe
[54] china
[54] repeatedly
[54] violating
[54] multiple
[54] international
[54] treaties
[54] promises

Top Words in Tweet in G7:
[49] plateauton
[48] deutschlandkarte
[48] afd
[48] wahlergebnisse
[48] neben
[48] karte
[48] aller
[48] stark
[48] zusammenhang
[28] coronafälle

Top Words in Tweet in G8:
[35] today
[35] data
[33] journalism
[28] read
[27] free
[26] ftdata
[25] ft
[24] visual
[18] more
[18] work

Top Words in Tweet in G9:
[88] same
[88] dossier
[44] jonathanvswan
[44] originally
[44] funded
[44] republicans
[44] trump
[44] campaign
[44] mgr
[43] michell17512161

Top Words in Tweet in G10:
[47] data
[45] l_a_kelly
[41] ww1
[39] day
[38] run
[38] remembrance
[38] analysed
[38] around
[38] 11
[38] 000

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] data,journalism
[167] looking,journalism
[167] journalism,job
[167] job,we've
[167] we've,journalism
[167] journalism,jobs
[167] jobs,many
[167] many,great
[167] great,opportunities
[167] opportunities,open

Top Word Pairs in Tweet in G1:
[55] data,journalism
[15] columbiajourn,looking
[15] looking,data
[15] journalism,professor
[14] sheilacoronel,columbiajourn
[12] assessment,tool
[12] interested,stories
[12] stories,big
[12] data,privacy
[11] tried,journalism

Top Word Pairs in Tweet in G2:
[164] looking,journalism
[164] journalism,job
[164] job,we've
[164] we've,journalism
[164] journalism,jobs
[164] jobs,many
[164] many,great
[164] great,opportunities
[164] opportunities,open
[164] open,ap

Top Word Pairs in Tweet in G3:
[69] î,î
[45] data,journalism
[19] pioneer,ddj
[19] ddj,400
[19] 400,dj
[19] dj,controller
[19] controller,worth
[19] worth,299
[19] 299,#pioneerdj
[19] #pioneerdj,#ddj400

Top Word Pairs in Tweet in G4:
[48] mlevitt_np2013,nytimes
[48] nytimes,things
[48] things,badly
[48] badly,wrong
[48] wrong,time
[48] time,time
[48] time,great
[48] great,writers
[48] writers,bad
[48] bad,data

Top Word Pairs in Tweet in G5:
[34] data,journalism
[18] learn,python
[15] hello,mighty
[15] mighty,fine
[15] fine,people
[15] people,#gijc21
[15] #gijc21,promised
[15] promised,share
[15] share,resources
[15] those,learn

Top Word Pairs in Tweet in G6:
[54] truly,donâ
[54] donâ,believe
[54] believe,china
[54] china,repeatedly
[54] repeatedly,violating
[54] violating,multiple
[54] multiple,international
[54] international,treaties
[54] treaties,promises
[53] nathanlawkc,truly

Top Word Pairs in Tweet in G7:
[48] deutschlandkarte,afd
[48] afd,wahlergebnisse
[48] wahlergebnisse,neben
[48] neben,karte
[48] karte,aller
[48] stark,zusammenhang
[47] plateauton,deutschlandkarte
[28] aller,coronafälle
[28] coronafälle,stark
[20] aller,coronafã

Top Word Pairs in Tweet in G8:
[33] data,journalism
[26] free,read
[26] read,today
[25] ft,free
[24] visual,data
[22] ftdata,ft
[17] journalism,work
[16] tweeting,best
[16] best,recent
[16] recent,visual

Top Word Pairs in Tweet in G9:
[88] same,dossier
[44] jonathanvswan,same
[44] dossier,originally
[44] originally,funded
[44] funded,republicans
[44] republicans,same
[44] dossier,trump
[44] trump,campaign
[44] campaign,mgr
[43] michell17512161,jonathanvswan

Top Word Pairs in Tweet in G10:
[38] run,remembrance
[38] remembrance,day
[38] day,analysed
[38] analysed,around
[38] around,11
[38] 11,000
[38] 000,ww1
[38] ww1,roll
[38] roll,honour
[38] honour,records

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ap
@juliepace
@nytimes
@gijn
@nathanlawkc
@plateauton
@l_a_kelly
@mlevitt_np2013
@michell17512161
@jonathanvswan

Top Mentioned in G1:
@gijn
@columbiajourn
@paulbradshaw
@sheilacoronel
@globalrepcentre
@allthecitizens
@themarkup
@gijnru
@kuangkeng
@rainforest_rin

Top Mentioned in G2:
@ap
@juliepace
@foxnews

Top Mentioned in G3:
@brilliant_1990
@selfcircled

Top Mentioned in G4:
@nytimes
@mlevitt_np2013
@maureendowd
@marcshaw16
@bhrenton
@michell17512161
@jonathanvswan
@patrickkingsley

Top Mentioned in G5:
@djnf
@winnydejong
@charlesminshew
@dataphyte
@davidherzog
@ire_nicar
@sarhutch
@bmpeak
@cijournalism
@palewire

Top Mentioned in G6:
@nathanlawkc
@gretathunberg

Top Mentioned in G7:
@plateauton
@nicobuettner
@ninabcdefghi
@pltcldvlpr

Top Mentioned in G8:
@ftdata
@ft
@theboysmithy
@warninggraphicc
@toby_n
@ons
@alex_jay_clark
@yougov
@postgraphics
@defilippovale

Top Mentioned in G9:
@michell17512161
@jonathanvswan

Top Mentioned in G10:
@l_a_kelly
@clivingstone_pj
@carolprest
@poppyscotland
@tarakelly
@pressjournal
@dct_media

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@debilu2
@rouslan5
@viralvideovlogs
@dailymirror
@ipythonistabot
@discovertech3
@reuters
@business
@mojos55

Top Tweeters in G1:
@rouslan5
@reuters
@ml_tweet_bot
@botcybersec
@skynews
@jjdebenedictis
@susanamnk
@damienmulley
@usatoday
@wsj

Top Tweeters in G2:
@jorge_c_ny
@rodneyclaeys
@samlitzinger
@foxnews
@chickilopiccolo
@mimzv
@ap
@nlygo
@joshmankiewicz
@zaleskiluke

Top Tweeters in G3:
@biconnections
@mperkins37
@drjulie_b
@laboescapes
@gotdem
@hamjenny
@halmarshall2309
@susan1215
@ifex
@mbalter

Top Tweeters in G4:
@nytimes
@mampdx
@justiceputnam
@mel75801
@trumpysheadplug
@fatemperor
@denisebossert3
@discgolf19th
@karlerbach
@jrzgrlz

Top Tweeters in G5:
@ipythonistabot
@djangobot_
@pythonexpertbot
@codewithtwitchi
@rajidraj
@vtuss
@palewire
@grammarpurist
@zyahh___
@journtoolbox

Top Tweeters in G6:
@xzxzanalazy
@slowslowfood
@tvidjka
@davy_ninja
@martinrichardl3
@lawyer_a_ho
@alvinlibra2018
@june_yu2020
@yodasmith42
@bellebellehk

Top Tweeters in G7:
@tagesspiegel
@segeltexter
@ruckzenknupp
@masterotenko
@helloeuromat
@ftrc
@mginpl
@hasesaki
@matthiasmeisner
@bularator

Top Tweeters in G8:
@ft
@rdgresident
@harryscoffin
@code644
@anvolea4
@glynmottershead
@lyse_e
@ons
@toby_n
@yougov

Top Tweeters in G9:
@debilu2
@castonchris
@edgeoforever
@garden4u_wa
@littlered623
@james_savage15
@cliveboyce77
@abigaila1972
@viphires
@the_og_g_ma

Top Tweeters in G10:
@thomasforth
@pressjournal
@eveningexpress
@brackens1
@pegdeg
@dr_fionac
@srtristan
@perth_mcneill
@juliabryce92
@kath_torney


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