#ddj OR (data journalism), Twitter, 2/15/2021 6:29:44 PM, 248808


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#ddj OR (data journalism)_2021-02-15_06-28-01.xlsx
#ddj OR (data journalism)_2021-02-15_06-28-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 15, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3qk9F5s
@gijn
@salhaj
@alexselbyb
@sigmaawards
@theeconomist
@paulbradshaw
@epuujee
@datajournalism
@risj_oxford
@journalismfest

Top hashtags:
#ddj
#journalism
#dataviz
#data
#datajournalism
#covid19
#opendata

Description:
Description
The graph represents a network of 2,637 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, 15 February 2021 at 14:33 UTC.

The requested start date was Monday, 15 February 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, 16-hour, 4-minute period from Monday, 08 February 2021 at 01:07 UTC to Sunday, 14 February 2021 at 17:11 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 : 2637
Unique Edges : 1853
Edges With Duplicates : 3791
Total Edges : 5644
Number of Edge Types : 5
Mentions : 805
Retweet : 1713
MentionsInRetweet : 2618
Tweet : 360
Replies to : 148
Self-Loops : 378
Reciprocated Vertex Pair Ratio : 0.027143738433066
Reciprocated Edge Ratio : 0.0528528528528528
Connected Components : 387
Single-Vertex Connected Components : 119
Maximum Vertices in a Connected Component : 720
Maximum Edges in a Connected Component : 2058
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.656183
Graph Density : 0.000479058662675374
Modularity : 0.57817
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 2,637 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, 15 February 2021 at 14:33 UTC.

The requested start date was Monday, 15 February 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, 16-hour, 4-minute period from Monday, 08 February 2021 at 01:07 UTC to Sunday, 14 February 2021 at 17:11 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:
[51] https://www.rue89strasbourg.com/covid19-grand-est-plateau-vague-morts-199941
[22] https://gijn.org/2021/02/12/data-journalism-top-10-biometric-ids-data-spaghetti-eviction-avalanche-remote-working/
[22] https://cj2021.northeastern.edu/
[21] https://www.dcthomson.co.uk/vacancies/data-content-specialist/
[16] https://www.rawstory.com/jen-psaki-peter-doocy/
[12] https://medium.com/bbc-visual-and-data-journalism/how-the-bbc-visual-and-data-journalism-team-works-with-graphics-in-r-ed0b35693535
[11] https://gijn.org/2021/02/05/data-journalism-top-10-polarized-america-australias-pandemic-polands-toxic-air-the-arab-spring-life-as-lego/
[11] https://econ.trib.al/eUHcvvB
[11] https://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0002w4
[11] https://jobup.ch/fr/emplois/detail/1842452/?source=company_detail

Top URLs in Tweet in G1:
[14] https://gijn.org/2021/02/12/data-journalism-top-10-biometric-ids-data-spaghetti-eviction-avalanche-remote-working/
[10] https://gijn.org/2021/02/05/top-10-ddj-arabskaya-vesna-sekrety-proizvodstva-vaktsinyi-i-zhizn-kak-konstruktor-lego/
[8] https://gijn.org/2021/02/05/data-journalism-top-10-polarized-america-australias-pandemic-polands-toxic-air-the-arab-spring-life-as-lego/
[8] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[6] https://gijn.org/jobs/
[4] https://voxeurop.eu/en/biometric-ids-and-health-passports-safety-at-the-expense-of-personal-freedom/
[4] https://mailchi.mp/7b27de7222fd/veri-bulteni_118
[4] https://veribulteni.voyd.org.tr/e-book/
[4] https://www.youtube.com/channel/UCJ8dXGYDJNCGfV-KjDstAlQ
[3] https://gijn.org/2021/01/14/data-journalism-top-10-national-geographic-maps-capitol-riots-flu-vs-coronavirus-happiness-index-black-market-data/

Top URLs in Tweet in G2:
[19] https://www.dcthomson.co.uk/vacancies/data-content-specialist/
[11] https://econ.trib.al/eUHcvvB
[10] https://econ.trib.al/PDx22I6
[4] https://www.economist.com/offthecharts/
[2] https://econ.trib.al/0PWEZ2B
[2] https://econ.trib.al/WCIqusr
[2] https://forms.office.com/Pages/ResponsePage.aspx?id=1CpVfdYvOU-yhbIcqcjMus_woGLhOUROt4Cvnp8vh8tUMDhWRU43TE05NzhCQ09MNlI0MDNZRFZQVC4u
[1] https://econ.trib.al/kgZ9xt1
[1] https://econ.trib.al/xFJDplw
[1] https://econ.trib.al/Qdg5oKy

Top URLs in Tweet in G3:
[1] https://www.thetimes.co.uk/article/low-traffic-zones-force-cars-into-streets-where-poorer-people-live-6svsbck3k
[1] https://twitter.com/BoxbikeLondon/status/1360670194243411968

Top URLs in Tweet in G4:
[11] https://www.rawstory.com/jen-psaki-peter-doocy/
[2] https://ico.org.uk/about-the-ico/news-and-events/news-and-blogs/2019/04/helping-us-strike-the-right-balance-between-journalism-and-data-protection/
[2] https://humberstorylab.ca/events/data-driven-2021/
[2] https://twitter.com/L_A_Kelly/status/1359433130525024263
[2] https://blog.betway.com/
[1] https://twitter.com/balajis/status/1358597486345023488
[1] https://twitter.com/lanrehussain/status/1358622849041371136
[1] https://www.freshershome.com/jobs/detail/content-journalism/190233?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.nytimes.com/2021/02/05/opinion/capitol-attack-cellphone-data.html?action=click&module=Opinion&pgtype=Homepage
[1] https://www.capetalk.co.za/articles/408196/explainer-here-are-the-facts-the-good-and-bad-about-astrazeneca-vaccine

Top URLs in Tweet in G6:
[51] https://www.rue89strasbourg.com/covid19-grand-est-plateau-vague-morts-199941

Top URLs in Tweet in G7:
[3] https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions-2021
[1] https://twitter.com/AlexSelbyB/status/1359472689581330434
[1] https://jobs.reachplc.com/job-description/id/006707

Top URLs in Tweet in G8:
[3] https://twitter.com/caitoriordan/status/1357355888726654977
[1] https://twitter.com/OKFN/status/1360963013155708928
[1] https://twitter.com/neilcybart/status/1359385153450233856
[1] https://twitter.com/haewoon/status/1360061170661560320
[1] https://www.youtube.com/channel/UCWq7JfT4PJrCZLmxSOVJOww
[1] https://twitter.com/TheCosmicRey/status/1359320288106799104
[1] https://twitter.com/klarasoderberg/status/1358696313488093185
[1] https://csvconf.com/submit/

Top Domains
Top Domains in Tweet in Entire Graph:
[113] twitter.com
[58] gijn.org
[51] rue89strasbourg.com
[43] verigazeteciligi.com
[42] datacenterfrontier.com
[40] co.uk
[38] voxeurop.eu
[33] trib.al
[28] medium.com
[24] northeastern.edu

Top Domains in Tweet in G1:
[47] gijn.org
[43] verigazeteciligi.com
[38] voxeurop.eu
[8] journaliststoolbox.org
[6] youtube.com
[6] twitter.com
[5] mailchi.mp
[5] org.tr
[3] co.uk
[3] datajournalism.com

Top Domains in Tweet in G2:
[32] trib.al
[22] co.uk
[5] twitter.com
[4] economist.com
[2] office.com
[1] gijn.org
[1] easterneye.biz
[1] github.com
[1] tumblr.com

Top Domains in Tweet in G3:
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G4:
[30] twitter.com
[11] rawstory.com
[4] google.com
[4] ascuoladiopencoesione.it
[3] betway.com
[2] nytimes.com
[2] org.uk
[2] humberstorylab.ca
[2] nahjcareers.org
[1] freshershome.com

Top Domains in Tweet in G6:
[51] rue89strasbourg.com

Top Domains in Tweet in G7:
[3] ac.uk
[1] twitter.com
[1] reachplc.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] youtube.com
[1] csvconf.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[393] ddj
[82] journalism
[73] dataviz
[69] data
[59] datajournalism
[42] covid19
[33] opendata
[28] datacenter
[24] corona
[22] açıkveri



Top Hashtags in Tweet in G1:
[157] ddj
[30] datajournalism
[30] covid19
[22] açıkveri
[22] dataviz
[20] verigazeteciliği
[18] greeneuropeandeal
[15] climatecrisis
[14] opendata
[12] globalwarming

Top Hashtags in Tweet in G2:
[27] ddj
[3] dataviz
[3] data
[2] datajournalism
[2] bcujournos
[2] journalism
[1] badvis
[1] opengov
[1] foi
[1] womeninscience

Top Hashtags in Tweet in G3:
[1] railtonltn

Top Hashtags in Tweet in G4:
[15] ddj
[13] journalism
[5] data
[3] covid19
[3] datajournalism
[3] journalists
[2] nicar21
[2] savejournalism
[2] business
[2] news

Top Hashtags in Tweet in G6:
[52] ddj

Top Hashtags in Tweet in G7:
[3] ddj
[1] datajournalism
[1] journojobs

Top Hashtags in Tweet in G9:
[2] newsclick
[2] journalism
[2] edraid

Top Words
Top Words in Tweet in Entire Graph:
[1391] data
[1282] journalism
[393] #ddj
[250] 19
[185] really
[164] article
[161] people
[161] push
[157] one
[154] years

Top Words in Tweet in G1:
[157] #ddj
[95] data
[88] gijn
[76] veri
[58] journalism
[44] 10
[43] edjnet
[33] many
[30] #datajournalism
[30] #covid19

Top Words in Tweet in G2:
[190] data
[181] journalism
[146] newsletter
[102] weekly
[79] sign
[77] launch
[75] 'off
[75] charts'
[75] dedicated
[72] theeconomist

Top Words in Tweet in G3:
[132] poor
[132] journalism
[132] thetimes
[132] ltns
[131] really
[131] article
[131] alleges
[131] push
[131] traffic
[131] onto

Top Words in Tweet in G4:
[105] data
[96] journalism
[15] #ddj
[15] news
[14] years
[13] media
[13] raw
[13] story
[13] independent
[13] #journalism

Top Words in Tweet in G5:
[118] newt
[118] years
[118] marriage
[117] people
[117] data
[117] journalism
[117] gingrich
[117] divorced
[117] wifes
[117] one

Top Words in Tweet in G6:
[59] grand
[55] raphipons
[52] #ddj
[51] covid
[50] morts
[49] 19
[47] plateau
[47] fait
[47] vague
[47] mais

Top Words in Tweet in G7:
[94] revenue
[50] important
[47] subscription
[47] considered
[47] stream
[47] ahead
[47] advertising
[47] sources
[47] become
[45] risj_oxford

Top Words in Tweet in G8:
[69] data
[35] science
[30] analysis
[29] journalism
[23] media
[17] dedicated
[17] created
[16] cool
[16] opinion
[16] ministry

Top Words in Tweet in G9:
[62] newsclickin
[61] hours
[61] raid
[61] office
[59] shahidtantray
[32] data
[31] 24
[31] passed
[31] still
[31] continues

Top Words in Tweet in G10:
[50] journalism
[50] job
[50] pays
[50] 16
[50] 20
[50] hr
[50] desired
[50] qualifications
[50] master's
[50] doctorate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[591] data,journalism
[132] poor,journalism
[131] really,poor
[131] journalism,thetimes
[131] thetimes,article
[131] article,alleges
[131] alleges,ltns
[131] ltns,push
[131] push,traffic
[131] traffic,onto

Top Word Pairs in Tweet in G1:
[32] data,journalism
[27] 10,#ddj
[25] covid,19
[24] top,10
[21] veri,gazeteciliği
[21] #ddj,#dataviz
[15] jobs,board
[15] well,done
[15] done,global
[15] global,#datajournalism

Top Word Pairs in Tweet in G2:
[178] data,journalism
[75] launch,'off
[75] 'off,charts'
[75] charts',weekly
[75] weekly,newsletter
[75] newsletter,dedicated
[75] dedicated,data
[72] thrilled,announce
[72] announce,launch
[71] alexselbyb,thrilled

Top Word Pairs in Tweet in G3:
[131] really,poor
[131] poor,journalism
[131] journalism,thetimes
[131] thetimes,article
[131] article,alleges
[131] alleges,ltns
[131] ltns,push
[131] push,traffic
[131] traffic,onto
[131] onto,roads

Top Word Pairs in Tweet in G4:
[31] data,journalism
[12] independent,journalism
[11] present,data'
[11] data',jen
[11] jen,psaki
[11] psaki,smacks
[11] smacks,down
[11] down,peter
[11] peter,doocy's
[11] doocy's,gotcha

Top Word Pairs in Tweet in G5:
[118] years,marriage
[117] people,data
[117] data,journalism
[117] journalism,newt
[117] newt,gingrich
[117] gingrich,divorced
[117] divorced,wifes
[117] wifes,one
[117] one,two
[117] two,19

Top Word Pairs in Tweet in G6:
[48] covid,19
[48] morts,#ddj
[47] 19,grand
[47] grand,plateau
[47] plateau,fait
[47] fait,vague
[47] vague,mais
[47] mais,autant
[47] autant,morts
[46] raphipons,covid

Top Word Pairs in Tweet in G7:
[47] subscription,considered
[47] considered,important
[47] important,revenue
[47] revenue,stream
[47] stream,ahead
[47] ahead,advertising
[47] advertising,revenue
[47] revenue,sources
[47] sources,become
[44] risj_oxford,subscription

Top Word Pairs in Tweet in G8:
[20] science,journalism
[16] opinion,dedicated
[16] dedicated,ministry
[16] ministry,external
[16] external,media
[16] media,analysis
[16] analysis,strategy
[16] strategy,created
[16] created,independent
[16] independent,budget

Top Word Pairs in Tweet in G9:
[31] 24,hours
[31] hours,passed
[31] passed,raid
[31] raid,still
[31] still,continues
[31] continues,newsclickin
[31] newsclickin,office
[31] office,data
[31] data,newsclickin
[31] newsclickin,server

Top Word Pairs in Tweet in G10:
[50] journalism,job
[50] job,pays
[50] pays,16
[50] 16,20
[50] 20,hr
[50] hr,desired
[50] desired,qualifications
[50] qualifications,master's
[50] master's,doctorate
[50] doctorate,candidate

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@thetimes
@boxbikelondon
@joshtpm
@gijn
@alexselbyb
@theeconomist
@theeconomis
@newsclickin
@shahidtantray
@raphipons

Top Mentioned in G1:
@gijn
@edjnet
@dagmedyaveri
@sigmaawards
@nytimes
@ornaldo_
@voxeurop
@andreasvou89
@voydorg

Top Mentioned in G2:
@theeconomist
@alexselbyb
@theeconomis
@l_a_kelly
@paulbradshaw
@realawim
@eco
@gelliottmorris
@econdailycharts
@bcujournalism

Top Mentioned in G3:
@thetimes
@boxbikelondon

Top Mentioned in G4:
@myunisr
@realcode

Top Mentioned in G5:
@joshtpm

Top Mentioned in G6:
@raphipons
@rue89strasbourg

Top Mentioned in G7:
@risj_oxford
@nicnewman
@clairemilleruk
@juliaangwin
@themarkup
@meeraselva1
@dubasfisher
@alexselbyb
@psychemedia
@sigmaawards

Top Mentioned in G8:
@vakibs
@jammastergirish
@csvconference
@ultrazool
@jorjorwell
@words_life
@charliebeckett
@galinash
@emwritesscience
@sanghithebook

Top Mentioned in G9:
@newsclickin
@shahidtantray
@pranjalrewa

Top Mentioned in G10:
@angelatcr

Top Tweeters
Top Tweeters in Entire Graph:
@cloudwanderer3
@sddphoto
@rachel_mcrea
@kokusizu2
@dgendvil
@httweets
@pairsonnalitesn
@world_news_eng
@1loriking
@shanmugam_18

Top Tweeters in G1:
@1loriking
@guardian
@pourqoispas
@publico
@bbcnews
@nytimes
@gadflyquebec
@washingtonpost
@usatoday
@cnn

Top Tweeters in G2:
@world_news_eng
@reneevoicebrand
@demfromct
@telegraph
@baixsegura_es
@sound_of_sirens
@theeconomist
@therealgloria
@cassielenelle
@thomasforth

Top Tweeters in G3:
@hackneywick
@timmorton2
@2_wheeled_wolf
@thetimes
@paulhutchinson
@tomdcoates
@rantyhighwayman
@spacepootler
@joel_ca_c
@janemccourt1

Top Tweeters in G4:
@sddphoto
@pairsonnalitesn
@mesmitch
@benavu54
@webnowcompany
@ifortknox
@jchernandezjazz
@suriyasubraman
@capetalk
@freshers_home

Top Tweeters in G5:
@cloudwanderer3
@rachel_mcrea
@tadrow
@miss_placed_
@alllwftopic
@jrbkjrbk
@roripierpont1
@morvjn
@deepvard
@donnadiane1970

Top Tweeters in G6:
@julllietteb
@temptoetiam
@thomas02q
@le___doc
@mimiryudo
@shinycolours33
@denisedetralala
@rodney78310
@rue89strasbourg
@cest__carre

Top Tweeters in G7:
@mashstartup
@thisiphone1
@marianocabano
@domingosmiguel
@psychemedia
@c_s_wallace
@meadea
@earleyedition
@jczamora
@savlocal

Top Tweeters in G8:
@wavehit
@epuujee
@marxculture
@aidanskinner
@codeforpdx
@beartrust
@sudeepj21
@thekinddoc
@charliebeckett
@youcantseecid

Top Tweeters in G9:
@shanmugam_18
@angryyoungman55
@almostinfamous
@mohanku37166575
@forgod_sake
@sartaj_idrisi
@salonimunot
@fundianabones
@karishmau
@mainkisanhu

Top Tweeters in G10:
@mmmexperimental
@andreww66619812
@da4pups
@thelowedown
@evanfmoore
@iowhawk
@whet
@kcmeadows1
@rscottschroeder
@caprjournalism


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