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#ddj OR (data journalism) since:2021-01-04 until:2021-01-11 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
January 11, 2021
Short Description:
#ddj OR (data journalism) since:2021-01-04 until:2021-01-11 via NodeXL https://bit.ly/38xHLww
@gijn
@nytimes
@naomirwolf
@digiphile
@epuujee
@sigmaawards
@smfrogers
@maartenzam
@pinardag
@sanghithebook

Top hashtags:
#ddj
#dataviz
#datajournalism
#data
#nodejs
#tech

Description:
Description
The graph represents a network of 2,249 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-01-04 until:2021-01-11", 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, 11 January 2021 at 09:16 UTC.

The tweets in the network were tweeted over the 6-day, 20-hour, 20-minute period from Monday, 04 January 2021 at 02:00 UTC to Sunday, 10 January 2021 at 22:20 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 : 2249
Unique Edges : 3075
Edges With Duplicates : 435
Total Edges : 3510
Number of Edge Types : 5
Retweet : 1199
Tweet : 289
Replies to : 279
MentionsInRetweet : 1003
Mentions : 740
Self-Loops : 304
Reciprocated Vertex Pair Ratio : 0.0179904955872369
Reciprocated Edge Ratio : 0.0353451150383461
Connected Components : 375
Single-Vertex Connected Components : 110
Maximum Vertices in a Connected Component : 781
Maximum Edges in a Connected Component : 1500
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.133678
Graph Density : 0.000593185741705685
Modularity : 0.83005
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 2,249 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-01-04 until:2021-01-11", 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, 11 January 2021 at 09:16 UTC.

The tweets in the network were tweeted over the 6-day, 20-hour, 20-minute period from Monday, 04 January 2021 at 02:00 UTC to Sunday, 10 January 2021 at 22:20 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:2021-01-04 until:2021-01-11
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:
[66] https://sigmaawards.org/
[58] https://www.psbdsb.in/
[30] https://twitter.com/jburnmurdoch/status/1347200811303055364
[28] https://www.journaliststoolbox.org/2020/12/16/find-scrape-and-clean-data/
[27] https://gijn.org/2021/01/08/data-journalism-top-10-hawaiis-disappearing-beaches-stolen-paintings-investigating-disappearances-herd-immunity-calculator/
[27] https://branded.substack.com/p/does-anyone-understand-these-fortune
[26] https://www.instagram.com/accounts/login/
[25] https://www.niemanlab.org/2020/12/canada-steps-up-for-journalism/
[19] https://twitter.com/chrisfluming/status/1346303670548217856
[18] https://www.journalism.co.uk/vocational-skills-study/data-journalism-masterclass/s43/a770212/

Top URLs in Tweet in G1:
[1] https://www.nytimes.com/interactive/2020/us/coronavirus-us-cases.html

Top URLs in Tweet in G2:
[26] https://gijn.org/2021/01/08/data-journalism-top-10-hawaiis-disappearing-beaches-stolen-paintings-investigating-disappearances-herd-immunity-calculator/
[16] https://careers.bloomberg.com/job/detail/87964?el=Internships&_
[11] https://gijn.org/2020/12/21/data-journalism-top-10-for-2020/
[10] https://sigmaawards.org/
[8] https://link.medium.com/HTE3F2TaRcb
[8] https://gijn.org/2020/12/21/data-journalism-top-10-for-2020/?utm_content=buffer3dc2d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] https://datajournalism.com/read/longreads/harnessing-wikipedias-superpowers-for-journalism?utm_content=buffer1bb8e&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[6] https://www.aup.nl/en/book/9789462989511/the-data-journalism-handbook
[5] https://veribulteni.voyd.org.tr/e-book/
[5] https://gijn.org/2021/01/05/how-to-use-satellite-imagery-in-your-next-investigation/

Top URLs in Tweet in G3:
[12] https://www.journalism.co.uk/vocational-skills-study/data-journalism-masterclass/s43/a770212/
[3] https://twitter.com/jburnmurdoch/status/1347200811303055364
[3] https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions-2021
[3] https://www.washingtonpost.com/lifestyle/media/bellingcat-navalny-russian-data-capitol-investigation/2021/01/08/e96ab9e8-449b-11eb-a277-49a6d1f9dff1_story.html
[2] https://www.lawsitesblog.com/2021/01/new-law360-pulse-from-lexisnexis-combines-legal-journalism-with-data-and-analytics.html
[2] https://www.icij.org/inside-icij/2020/12/us-poised-to-overhaul-the-countrys-anti-money-laundering-legislation/
[2] https://www.5points.in/data-journalism/virat-kohli-kane-williamson-cricket-test-shatak/
[2] https://www.aljazeera.com/program/whose-truth-is-it-anyway/2019/11/18/the-truth-in-numbers-redefining-data-journalism-through-art
[1] https://twitter.com/Datacritica/status/1343919704872804352
[1] https://twitter.com/TheQuint/status/1345590707986157569

Top URLs in Tweet in G4:
[54] https://sigmaawards.org/
[8] https://www.icfj.org/news/icfj-knight-fellows-share-advice-journalists-2021
[3] https://ijnet.org/en/opportunity/computation-journalism-conference-calls-proposals-worldwide
[3] https://gijn.org/membership-in-gijn/
[2] https://medium.com/sigma-awards/may-2021-be-the-year-you-win-a-data-journalism-award-f73f45393dc4
[2] https://datajournalism.com/read/handbook/two/situating-data-journalism/data-journalism-with-impact
[2] https://twitter.com/jazzmyth/status/1347565683320750082
[2] https://www.journalism.co.uk/vocational-skills-study/data-journalism-masterclass/s43/a770212/
[2] https://twitter.com/gazettextra/status/1346622520473083909
[1] https://twitter.com/IJNet/status/1346849070770499584

Top URLs in Tweet in G5:
[57] https://www.psbdsb.in/
[1] https://www.moneylife.in/article/exclusive-doorstep-banking-through-chinese-owned-firms-supported-by-public-sector-banks-mining-biometrics-and-financial-data-in-india/62573.html

Top URLs in Tweet in G6:
[1] https://twitter.com/mattgarrahan/status/1347523973978980354

Top URLs in Tweet in G7:
[25] https://www.niemanlab.org/2020/12/canada-steps-up-for-journalism/
[8] https://www.udemy.com/course/ciencia-de-datos-para-todos-los-publicos/?referralCode=C44714DB13C950271250
[1] https://www.psbdsb.in/

Top URLs in Tweet in G8:
[6] https://www.washingtonpost.com/technology/2020/12/31/hedonometer-twitter-happiness/
[6] https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions-2021
[3] https://www.washingtonpost.com/lifestyle/media/bellingcat-navalny-russian-data-capitol-investigation/2021/01/08/e96ab9e8-449b-11eb-a277-49a6d1f9dff1_story.html
[2] https://twitter.com/pegobry/status/1345085570259841026
[2] https://www.bellingcat.com/resources/2020/12/14/navalny-fsb-methodology/
[1] https://www.journalism.co.uk/news-commentary/what-is-the-place-of-journalism-in-an-ai-powered-news-ecosystem-/s6/a772314/
[1] https://twitter.com/bellingcat/status/1347908443735273472
[1] https://www.washingtonpost.com/graphics/2020/health/covid-vaccine-states-distribution-doses/

Top URLs in Tweet in G9:
[1] https://www.telegraph.co.uk/news/2020/11/03/data-used-justify-englands-second-national-lockdown-proven-false/amp/
[1] https://twitter.com/allisonpearson/status/1346085546100207616

Top Domains
Top Domains in Tweet in Entire Graph:
[208] twitter.com
[67] gijn.org
[66] sigmaawards.org
[58] psbdsb.in
[41] co.uk
[40] verigazeteciligi.com
[35] journaliststoolbox.org
[33] substack.com
[26] datajournalism.com
[26] instagram.com

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

Top Domains in Tweet in G2:
[53] gijn.org
[38] verigazeteciligi.com
[20] datajournalism.com
[16] bloomberg.com
[10] sigmaawards.org
[10] medium.com
[7] mailchi.mp
[6] twitter.com
[6] aup.nl
[5] google.com

Top Domains in Tweet in G3:
[29] twitter.com
[13] co.uk
[5] ac.uk
[5] washingtonpost.com
[4] youtube.com
[3] lawsitesblog.com
[2] datajournalism.com
[2] icij.org
[2] 5points.in
[2] aljazeera.com

Top Domains in Tweet in G4:
[54] sigmaawards.org
[8] icfj.org
[6] gijn.org
[5] twitter.com
[4] ijnet.org
[4] datajournalism.com
[3] medium.com
[2] co.uk
[1] google.com

Top Domains in Tweet in G5:
[57] psbdsb.in
[1] moneylife.in

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

Top Domains in Tweet in G7:
[25] niemanlab.org
[8] udemy.com
[1] psbdsb.in

Top Domains in Tweet in G8:
[10] washingtonpost.com
[6] ac.uk
[3] twitter.com
[2] bellingcat.com
[1] co.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[521] ddj
[124] dataviz
[99] datajournalism
[76] data
[60] nodejs
[56] tech
[52] covid19
[49] journalism
[46] sigmas21
[43] datascience



Top Hashtags in Tweet in G2:
[138] ddj
[41] dataviz
[36] datajournalism
[23] covid19
[18] verigörselleştirme
[16] staj
[15] sigmas21
[12] açıkveri
[11] verigazeteciliği
[10] veribülteni

Top Hashtags in Tweet in G3:
[11] journalism
[9] ddj
[5] data
[3] dataviz
[2] datavisualization
[2] media
[1] invisibilizados
[1] investigacion
[1] sdgs
[1] fellowship

Top Hashtags in Tweet in G4:
[42] ddj
[30] sigmas21
[12] datajournalism
[3] covid19
[2] walworthcounty
[2] wisconsin
[1] dataviz
[1] satelliteimagery

Top Hashtags in Tweet in G7:
[60] nodejs
[55] data
[55] tech
[39] datascience
[38] ddj
[31] javascript
[30] e2d3
[30] excel
[30] dataviz
[30] d3js

Top Hashtags in Tweet in G8:
[7] ai
[7] journalism
[6] scicomm
[2] pressfreedom
[2] russia

Top Hashtags in Tweet in G9:
[1] scummedia

Top Words
Top Words in Tweet in Entire Graph:
[1676] data
[1344] journalism
[529] #ddj
[315] gt
[305] world
[273] open
[245] information
[242] scientific
[236] ন
[235] university

Top Words in Tweet in G1:
[228] journalism
[228] data
[227] scientific
[227] enquiry
[227] open
[227] debate
[227] closed
[227] forever
[227] beg
[227] unnamable

Top Words in Tweet in G2:
[147] #ddj
[45] #dataviz
[43] 10
[40] data
[39] #datajournalism
[37] year
[35] 2021
[34] 2020
[31] top
[28] veri

Top Words in Tweet in G3:
[122] data
[90] journalism
[13] media
[13] online
[12] story
[12] four
[12] week
[11] #journalism
[10] stories
[10] work

Top Words in Tweet in G4:
[108] data
[99] 2021
[80] journalism
[58] sigmaawards
[43] dataphyte
[43] #ddj
[43] world
[41] journalists
[41] more
[39] around

Top Words in Tweet in G5:
[57] another
[57] fraud
[57] iba
[57] door
[57] step
[57] banking
[57] started
[57] chairmaniba
[57] psbs
[57] owned

Top Words in Tweet in G6:
[8] data
[7] journalism
[5] jburnmurdoch
[2] phe_uk
[2] more
[2] thanks
[2] excellent
[2] crisis
[2] nhsengland

Top Words in Tweet in G7:
[63] #datascience
[60] #nodejs
[55] #data
[55] #javascript
[55] #tech
[38] #ddj
[33] #rstats
[30] #e2d3
[30] #excel
[30] add

Top Words in Tweet in G8:
[79] data
[56] gt
[53] journalism
[41] science
[20] climatecentral
[16] scientists
[16] pattern
[16] arrive
[16] conclusion
[16] publish

Top Words in Tweet in G9:
[23] data
[22] journalism
[13] allisonpearson
[12] djbradshaw64
[11] truth
[11] journalist
[11] best
[10] caught
[10] misrepresented
[10] pointed

Top Words in Tweet in G10:
[245] gt
[105] data
[70] pattern
[70] arrive
[70] conclusion
[70] publish
[35] science
[35] observe
[35] collect
[35] analyse

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[323] data,journalism
[228] scientific,enquiry
[228] enquiry,journalism
[228] journalism,open
[228] open,debate
[228] debate,closed
[228] closed,forever
[228] forever,beg
[228] beg,unnamable
[228] unnamable,university

Top Word Pairs in Tweet in G1:
[227] scientific,enquiry
[227] enquiry,journalism
[227] journalism,open
[227] open,debate
[227] debate,closed
[227] closed,forever
[227] forever,beg
[227] beg,unnamable
[227] unnamable,university
[227] university,allow

Top Word Pairs in Tweet in G2:
[31] #ddj,#dataviz
[31] top,10
[20] 10,#ddj
[18] data,journalism
[16] bloomberg,istanbul
[16] istanbul,ofisinde
[16] ofisinde,12
[16] 12,haftalık
[16] haftalık,#staj
[16] #staj,imkanı

Top Word Pairs in Tweet in G3:
[33] data,journalism
[12] four,week
[7] journalism,data
[7] investigative,journalism
[7] week,online
[6] online,course
[5] data,driven
[5] driven,journalism
[5] data,analytics
[4] covid,19

Top Word Pairs in Tweet in G4:
[64] data,journalism
[38] around,world
[33] feb,2021
[27] 2021,training
[27] training,opportunities
[27] opportunities,newsroom
[27] newsroom,thinking
[27] thinking,incorporating
[27] incorporating,data
[27] journalism,operations

Top Word Pairs in Tweet in G5:
[57] another,fraud
[57] fraud,iba
[57] iba,door
[57] door,step
[57] step,banking
[57] banking,started
[57] started,chairmaniba
[57] chairmaniba,psbs
[57] psbs,owned
[57] owned,chinese

Top Word Pairs in Tweet in G6:
[5] data,journalism
[2] excellent,data

Top Word Pairs in Tweet in G7:
[30] #e2d3,#excel
[30] #excel,add
[30] add,#dataviz
[30] #dataviz,excel
[30] excel,#d3js
[30] #d3js,#github
[30] #github,#data
[30] #data,#datavizualization
[30] #datavizualization,#javascript
[30] #javascript,#json

Top Word Pairs in Tweet in G8:
[24] data,gt
[21] data,science
[16] pattern,gt
[16] gt,arrive
[16] arrive,conclusion
[16] conclusion,gt
[16] gt,publish
[10] happy,year
[10] year,scientists
[10] scientists,climatecentral

Top Word Pairs in Tweet in G9:
[10] pointed,previously
[10] act,journalist
[10] journalist,reporting
[10] reporting,truth
[10] shoddy,journalism
[10] journalism,best
[10] best,intentionally
[10] intentionally,misleading
[10] misleading,worst
[9] misrepresented,data

Top Word Pairs in Tweet in G10:
[105] data,gt
[70] pattern,gt
[70] gt,arrive
[70] arrive,conclusion
[70] conclusion,gt
[70] gt,publish
[35] science,observe
[35] observe,pattern
[35] gt,collect
[35] collect,data

Top Replied-To
Top Replied-To in Entire Graph:
@allisonpearson
@toadmeister
@shel_kariuki
@piersmorgan
@fordnation
@lincolnsbible
@staedtler
@jburnmurdoch
@fpmarconi
@nytimes

Top Replied-To in G2:
@rhetoricpj
@jtjohnson
@palewire
@icnnuk

Top Replied-To in G3:

Top Replied-To in G4:
@rhetoricpj
@jazzmyth
@databyler

Top Replied-To in G6:
@jburnmurdoch
@alexsarge2
@iromg

Top Replied-To in G8:
@cnn
@maitlis
@smerconish
@cnni

Top Replied-To in G9:
@allisonpearson
@toadmeister
@telegraph
@jkellylinden
@jengleruk

Top Mentioned
Top Mentioned in Entire Graph:
@sigmaawards
@chairmaniba
@moneylifeindia
@suchetadalal
@momimonami
@gijn
@linda_solomon
@edjnet
@bbcwales
@africaniij

Top Mentioned in G1:
@nytimes

Top Mentioned in G2:
@gijn
@sigmaawards
@smfrogers
@datajournalism
@fedfragapane
@wikipedia
@pilhofer
@ginaskchua
@kuangkeng
@monikajones

Top Mentioned in G4:
@sigmaawards
@africaniij
@dataphyte
@odipodev
@jamlabafrica
@iwatchafrica
@icfjknight
@saludconlupa
@fabiolatorres
@smfrogers

Top Mentioned in G5:
@chairmaniba
@moneylifeindia
@suchetadalal

Top Mentioned in G6:
@phe_uk
@nhsengland
@littleninjauk
@jksmith34
@chrisfrancis1
@thefox89688362
@oneoval_
@dclarkuk1
@evandriscoll10
@simonjcalvert

Top Mentioned in G7:
@linda_solomon
@chairmaniba
@moneylifeindia
@suchetadalal

Top Mentioned in G8:
@climatecentral
@washingtonpost
@bellingcat
@travismandrews
@twitter
@scheufele
@mbrossard
@risj_oxford
@elaheizadi
@journalismnews

Top Mentioned in G9:
@djbradshaw64
@tomchivers
@neildotobrien
@clarecraigpath
@jengleruk
@realjoelsmalley
@gsk
@telegraph
@ioananthony

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@chidambara09
@aaroncuddeback
@russelltim151
@httweets
@indiatoday
@xaelbot
@1loriking
@rjstrikers
@kinshasaweb

Top Tweeters in G1:
@makedni
@sandoly
@superebza
@disparatepost
@petermcc66
@johndmtb
@sophieblack2016
@shaistasalam1
@juankmorasan
@ungovernabl3

Top Tweeters in G2:
@business
@dwatchnews
@latimes
@fagankara
@pmihail1
@staradvertiser
@grjenkin
@nycjim
@propublica
@alexisolivo

Top Tweeters in G3:
@cas_2050001283
@theoldpeeps
@lamarshall
@geraldr416
@casa_gabby
@nuckles87
@miriamkp
@tvpauld
@journalism
@thedailynumbers

Top Tweeters in G4:
@kingbiodun_
@ovigho
@atsen_
@margymaclibrary
@jadwong
@seunonigbinde
@kompastv_mks
@hamzycode
@tijuanapress
@mikey_fam

Top Tweeters in G5:
@suchetadalal
@monubhumihaar
@sarvajeetkumar2
@prithvirajans
@moneylifeindia
@idesibanda
@yadavcaasm
@nsaharan7
@harjinder1120
@bankers_we

Top Tweeters in G6:
@iromg
@passwort12345
@jburnmurdoch
@nhsengland
@sianberry
@seasonalight
@sadiqkhan
@visitcamberwell
@wfcouncil
@wandbc

Top Tweeters in G7:
@chidambara09
@aaroncuddeback
@xaelbot
@codegnuts
@llnuxbot
@thedeveloperbot
@friday_js_bot
@women_who_code
@trendsinai
@fabriciosx

Top Tweeters in G8:
@washingtonpost
@cnn
@epuujee
@cnni
@mediagazerchat
@ishirew
@climatecentral
@fluxcapdoodah
@malibutoday
@steveahorn

Top Tweeters in G9:
@telegraph
@moocowe
@allisonpearson
@wingloss
@tomchivers
@taznogaming
@johnklocal
@bbc
@danbeale1
@ioananthony

Top Tweeters in G10:
@aparichit_2oo2
@sinkingechoes
@drsjp1982
@18joker81
@raushank265
@kiranp4912
@buoyant_indian
@oxyjoxy
@cloudfringed
@chicha_420


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