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#ddj OR (data journalism) since:2020-09-28 until:2020-10-05 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
October 05, 2020
Short Description:
#ddj OR (data journalism) since:2020-09-28 until:2020-10-05 via NodeXL https://bit.ly/3ldJlHd
@channel4news
@gijn
@ecmclaughlin
@cijournalism
@der_bluthund
@biglocalnews
@gijnru
@lisawaananen
@tagesspiegel
@journtoolbox

Top hashtags:
#ddj
#fatfmustblacklistindia

Description:
Description
The graph represents a network of 3,854 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-09-28 until:2020-10-05", 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, 05 October 2020 at 08:53 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 45-minute period from Monday, 28 September 2020 at 00:00 UTC to Sunday, 04 October 2020 at 23:45 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 : 3854
Unique Edges : 5950
Edges With Duplicates : 1036
Total Edges : 6986
Number of Edge Types : 5
Retweet : 2831
MentionsInRetweet : 2516
Mentions : 992
Tweet : 374
Replies to : 273
Self-Loops : 400
Reciprocated Vertex Pair Ratio : 0.0292666326356985
Reciprocated Edge Ratio : 0.0568689039510663
Connected Components : 456
Single-Vertex Connected Components : 135
Maximum Vertices in a Connected Component : 1635
Maximum Edges in a Connected Component : 3686
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.354463
Graph Density : 0.000407354825380206
Modularity : 0.812945
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 3,854 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-09-28 until:2020-10-05", 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, 05 October 2020 at 08:53 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 45-minute period from Monday, 28 September 2020 at 00:00 UTC to Sunday, 04 October 2020 at 23:45 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:2020-09-28 until:2020-10-05
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:
[399] https://www.youtube.com/watch?v=KIf5ELaOjOk&feature=youtu.be

[286] https://www.channel4.com/news/revealed-trump-campaign-strategy-to-deter-millions-of-black-americans-from-voting-in-2016
[124] https://jsk.stanford.edu/news/2020/jsk-and-big-local-news-launch-new-data-journalism-grants/
[82] https://gijn.org/2020/10/01/data-journalism-top-10-death-and-wealth-internet-privacy-tool-covid-under-control-dataviz-colors/
[69] https://nytimes.wd5.myworkdayjobs.com/en-US/NYT/job/New-York-NY/Covid-19-Data-Acquisition-Developer_REQ-008304-1
[69] https://twitter.com/NYTInteractive/status/1271163006735417344
[33] https://www.businesspost.ie/health/genes-for-sale-the-harvesting-of-irish-genetic-data-7c72aabe
[31] https://twitter.com/kavehwaddell/status/1311762642399232000
[30] https://www.eventbrite.com.au/e/data-science-in-the-news-journalism-old-and-new-tickets-122919311971
[30] https://interaktiv.tagesspiegel.de/lab/innerdeutsche-risikogebiete-corona/

Top URLs in Tweet in G1:
[285] https://www.channel4.com/news/revealed-trump-campaign-strategy-to-deter-millions-of-black-americans-from-voting-in-2016
[31] https://twitter.com/kavehwaddell/status/1311762642399232000
[9] https://www.youtube.com/watch?v=5Swqc2NjEXM

[8] https://twitter.com/krishgm/status/1310662480478310400
[8] https://twitter.com/PaulBateman3/status/1310353706542456832
[3] https://twitter.com/krishgm/status/1310965315375960064
[2] https://www.youtube.com/watch?v=5Swqc2NjEXM&feature=youtu.be

[2] https://www.youtube.com/watch?v=KIf5ELaOjOk&feature=youtu.be

[1] https://digitalcontentnext.org/blog/2016/06/16/google-and-facebook-devour-the-ad-and-data-pie-scraps-for-everyone-else/
[1] https://twitter.com/JMPSimor/status/1311404130259402758

Top URLs in Tweet in G2:
[395] https://www.youtube.com/watch?v=KIf5ELaOjOk&feature=youtu.be


Top URLs in Tweet in G4:
[119] https://jsk.stanford.edu/news/2020/jsk-and-big-local-news-launch-new-data-journalism-grants/
[77] https://gijn.org/2020/10/01/data-journalism-top-10-death-and-wealth-internet-privacy-tool-covid-under-control-dataviz-colors/
[14] http://www.icij.org/investigations/fincen-files/confidential-clients/?utm_campaign=Sprout&utm_content=fincen+files&utm_medium=social&utm_source=twitter
[14] https://pudding.cool/2020/10/kpop/
[11] https://youtu.be/Q5nS-Rv1DT0
[11] https://gijn.org/2020/10/01/top-10-ddj-smert-i-bogatstvo-instrument-dlya-zaschityi-ot-slezhki-i-idealnyie-tsveta-vizualizatsii/
[10] https://gijn.org/2020/09/24/data-journalism-top-10-mapping-the-pandemic-shrinking-japan-data-recipes-extreme-temps-google-election-searches-fincen-files/
[10] https://www.ft.com/content/e18eabb5-6cb5-4790-824e-49562e310255?234
[8] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[7] https://twitter.com/matt_kiefer/status/1309570861511462913

Top URLs in Tweet in G5:
[4] https://twitter.com/Channel4News/status/1310643359220936705
[4] https://www.journalism.co.uk/news/-mass-customisation-of-neighbourhood-data-could-be-the-key-to-sustain-hyperlocal-news/s2/a761694/
[2] https://datajournalism.com/
[2] https://docs.google.com/forms/d/e/1FAIpQLSeUN2RcIyrn-jb7hVLmckfpkjqY-O0Up1M0qlDPPtKyaza2FQ/viewform?usp=send_form
[2] https://www.facebook.com/events/1083925078676880
[2] https://twitter.com/Redistrict/status/1311325692076929026
[2] https://www.journalism.co.uk/tip-of-the-day/tip-a-complete-guide-to-data-visualisation/s419/a761702/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.journalism.co.uk/news/-mass-customisation-of-neighbourhood-data-could-be-the-key-to-sustain-hyperlocal-news/s2/a761694/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.journalism.co.uk/tip-of-the-day/tip-a-complete-guide-to-data-visualisation/s419/a761702/
[2] https://ballastatussportswear.net/

Top URLs in Tweet in G6:
[16] https://twitter.com/Pak_soljer/status/1312016086938914817
[8] http://2017.Data

Top URLs in Tweet in G7:
[8] https://twitter.com/MattSingh_/status/1311932164318081025
[6] https://algoritmeregister.amsterdam.nl/en/ai-register/
[5] https://www.bbc.co.uk/news/uk-54363095
[5] https://onlinejournalismblog.com/2020/09/28/the-7-habits-of-successful-journalists-starting-with-curiosity/
[5] https://dataharvesteijc2020.sched.com/event/dklR/beyond-excel-why-you-should-learn-to-code-at-least-a-bit?iframe=no
[4] https://dataharvest.eu/program-2/
[3] http://lampa-accelerator.tilda.ws/
[2] https://miguelrocawrites.uk/2020/10/02/top-ten-pagan-towns-cities-in-england-wales/
[2] https://24.kg/obschestvo/166691_rassledovanie24kg_tri_proscheta_vlastey_kotoryie_priveli_kvspyishke_COVID-19/?fbclid=IwAR3IXJB6qigCUFVm5sbntIXs9dMsTT-ipLlq61ote5rBT16tomox5H4QN9w
[2] https://ibestuur.nl/podium/de-gaten-in-ons-digitale-geheugen

Top URLs in Tweet in G8:
[68] https://nytimes.wd5.myworkdayjobs.com/en-US/NYT/job/New-York-NY/Covid-19-Data-Acquisition-Developer_REQ-008304-1
[68] https://twitter.com/NYTInteractive/status/1271163006735417344
[2] https://mitpress.mit.edu/books/artificial-unintelligence
[1] https://jsk.stanford.edu/news/2020/jsk-and-big-local-news-launch-new-data-journalism-grants/
[1] https://twitter.com/MattSingh_/status/1311932164318081025

Top Domains
Top Domains in Tweet in Entire Graph:
[428] twitter.com
[426] youtube.com
[286] channel4.com
[124] stanford.edu
[115] gijn.org
[69] myworkdayjobs.com
[66] medium.com
[52] datacenterfrontier.com
[43] co.uk
[33] businesspost.ie

Top Domains in Tweet in G1:
[285] channel4.com
[55] twitter.com
[15] youtube.com
[1] digitalcontentnext.org

Top Domains in Tweet in G2:
[395] youtube.com

Top Domains in Tweet in G4:
[119] stanford.edu
[110] gijn.org
[21] icij.org
[21] twitter.com
[17] journaliststoolbox.org
[14] pudding.cool
[13] ft.com
[11] youtu.be
[5] datajournalism.com
[5] co.uk

Top Domains in Tweet in G5:
[39] twitter.com
[10] co.uk
[5] nytimes.com
[5] medium.com
[4] google.com
[3] datajournalism.com
[2] robotwritersai.com
[2] facebook.com
[2] linkedin.com
[2] ballastatussportswear.net

Top Domains in Tweet in G6:
[16] twitter.com
[8] 2017.data

Top Domains in Tweet in G7:
[12] twitter.com
[6] amsterdam.nl
[5] co.uk
[5] onlinejournalismblog.com
[5] sched.com
[4] dataharvest.eu
[3] tilda.ws
[2] miguelrocawrites.uk
[2] 24.kg
[2] ibestuur.nl

Top Domains in Tweet in G8:
[69] twitter.com
[68] myworkdayjobs.com
[2] mit.edu
[1] stanford.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[587] ddj
[210] fatfmustblacklistindia
[147] indiafinancesterrorists
[103] journalism
[99] covid19
[91] datajourno
[80] jskbln
[76] dataviz
[66] data
[47] datascience



Top Hashtags in Tweet in G1:
[9] deterringdemocracy
[9] cambridgeanaylitica
[7] thegreathack
[3] journalism
[3] brexit
[2] channl4news
[1] 2020jsp
[1] channel4news
[1] trumpcampaign
[1] facebook

Top Hashtags in Tweet in G4:
[253] ddj
[87] datajourno
[77] jskbln
[76] covid19
[31] data
[26] dataviz
[21] datajournalism
[20] fincenfiles
[10] journalism
[10] maps

Top Hashtags in Tweet in G5:
[18] ddj
[16] journalism
[7] data
[4] datajournalism
[3] periodismodedatos
[3] news
[3] newmusic
[3] explore
[3] explorepage
[2] ai

Top Hashtags in Tweet in G6:
[210] fatfmustblacklistindia

Top Hashtags in Tweet in G7:
[39] ddj
[17] dataharvest2020
[8] spanc20
[6] algorithm
[6] journalism
[6] eij2020
[6] ietsmetdata
[6] eijc20
[3] datasnapshots
[3] datajournalism

Top Hashtags in Tweet in G8:
[1] jskbln
[1] ddj
[1] datajourno

Top Hashtags in Tweet in G9:
[147] indiafinancesterrorists

Top Words
Top Words in Tweet in Entire Graph:
[3484] data
[2911] journalism
[1149] trump
[910] investigative
[828] campaign
[721] black
[674] news
[653] big
[603] great
[600] #ddj

Top Words in Tweet in G1:
[574] big
[525] data
[470] journalism
[360] channel4news
[300] trump
[297] black
[293] use
[291] democracy
[286] piece
[285] targeting

Top Words in Tweet in G2:
[790] trump
[790] campaign
[395] folks
[395] report
[395] mentioned
[395] yesterday
[395] channel
[395] news
[395] uk
[395] great

Top Words in Tweet in G3:
[311] data
[311] journalism
[311] biel
[311] já
[311] levou
[311] mais
[311] votos
[311] fazenda
[311] teve
[311] hits

Top Words in Tweet in G4:
[282] data
[254] #ddj
[109] reporting
[88] #datajourno
[86] grant
[84] journalism
[81] 10
[79] driven
[78] #jskbln
[77] jskstanford

Top Words in Tweet in G5:
[130] data
[105] journalism
[19] more
[18] #ddj
[17] news
[16] #journalism
[10] investigative
[9] help
[7] analysis
[7] used

Top Words in Tweet in G6:
[250] transactions
[210] international
[210] consortium
[210] investigative
[210] journalism
[210] #fatfmustblacklistindia
[202] data
[184] obtained
[154] icij
[134] banks

Top Words in Tweet in G7:
[113] data
[66] journalism
[40] #ddj
[26] journalists
[19] first
[17] #dataharvest2020
[14] nytimes
[14] week
[13] more
[13] naberacka

Top Words in Tweet in G8:
[72] data
[71] journalism
[70] time
[69] applications
[68] nytinteractive
[68] seeking
[68] full
[68] contractors
[68] help
[68] covid

Top Words in Tweet in G9:
[210] transactions
[193] consortium
[193] data
[147] #indiafinancesterrorists
[147] international
[147] journalism
[147] icij
[147] obtained
[135] traces
[135] global

Top Words in Tweet in G10:
[2] think
[2] propaganda

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[838] investigative,journalism
[817] trump,campaign
[763] data,journalism
[405] channel,news
[404] black,americans
[400] americans,voting
[399] campaign,strategy
[399] strategy,deter
[399] deter,millions
[399] millions,black

Top Word Pairs in Tweet in G1:
[322] journalism,channel4news
[288] big,data
[285] piece,journalism
[285] data,big
[284] stunning,piece
[284] channel4news,trump
[284] trump,campaign's
[284] campaign's,use
[284] use,micro
[284] micro,targeting

Top Word Pairs in Tweet in G2:
[790] trump,campaign
[395] folks,report
[395] report,mentioned
[395] mentioned,yesterday
[395] yesterday,channel
[395] channel,news
[395] news,uk
[395] uk,great
[395] great,investigative
[395] investigative,journalism

Top Word Pairs in Tweet in G3:
[311] data,journalism
[311] journalism,biel
[311] biel,já
[311] já,levou
[311] levou,mais
[311] mais,votos
[311] votos,fazenda
[311] fazenda,teve
[311] teve,hits
[311] hits,carreira

Top Word Pairs in Tweet in G4:
[85] #ddj,#datajourno
[75] data,reporting
[74] 10,#ddj
[65] local,news
[64] top,10
[61] news,data
[60] #jskbln,#ddj
[53] jskstanford,biglocalnews
[50] data,driven
[47] data,journalism

Top Word Pairs in Tweet in G5:
[45] data,journalism
[9] investigative,journalism
[9] journalism,data
[6] mass,customisation
[6] customisation,neighbourhood
[6] neighbourhood,data
[6] data,help
[6] help,hyperlocal
[6] hyperlocal,news
[6] news,become

Top Word Pairs in Tweet in G6:
[210] international,consortium
[210] consortium,investigative
[210] investigative,journalism
[154] journalism,icij
[127] obtained,data
[117] transactions,#fatfmustblacklistindia
[108] indian,banks
[89] icij,obtained
[73] data,transactions
[57] data,transfers

Top Word Pairs in Tweet in G7:
[41] data,journalism
[10] journalism,week
[9] shared,data
[9] data,unit
[9] received,copy
[9] copy,timharford
[9] timharford,book
[9] book,yesterday
[9] yesterday,timely
[9] timely,reminder

Top Word Pairs in Tweet in G8:
[68] nytinteractive,seeking
[68] seeking,full
[68] full,time
[68] time,contractors
[68] contractors,help
[68] help,covid
[68] covid,19
[68] 19,data
[68] data,acquisition
[68] acquisition,process

Top Word Pairs in Tweet in G9:
[147] international,consortium
[147] journalism,icij
[147] icij,obtained
[147] obtained,data
[135] data,traces
[135] traces,global
[126] consortium,investigative
[126] investigative,journalism
[121] global,transactions
[77] transactions,part

Top Replied-To
Top Replied-To in Entire Graph:
@kuangkeng
@indiatoday
@gdauwen
@krishgm
@channel4news
@sophiewarnes
@jasonoverstreet
@dontyna
@indiantweeter
@redistrict

Top Replied-To in G1:
@gdauwen
@krishgm
@channel4news
@a__cubed
@ndimichino
@bendepear

Top Replied-To in G4:
@jskstanford
@theufotrail

Top Replied-To in G7:
@sophiewarnes
@nytimes
@adamzx
@timcast
@mountains_

Top Replied-To in G10:
@wotrwokr

Top Mentioned
Top Mentioned in Entire Graph:
@channel4news
@guardian
@jskstanford
@nytinteractive
@biglocalnews
@teampvfofficial
@africacenter1
@tgp_alpha
@fatfwatch
@tagesspiegel

Top Mentioned in G1:
@channel4news
@guardian
@profcarroll
@krishgm
@carolecadwalla
@thegreathackdoc
@europarl_en
@samharrisorg
@jonsnowc4
@bbcquestiontime

Top Mentioned in G4:
@jskstanford
@biglocalnews
@globespotlight
@puddingviz
@financialtimes
@gijn
@themarkup
@delunaelizabeth
@patcheez94
@ijnet

Top Mentioned in G6:
@tgp_alpha
@fatfwatch
@rashid2k19
@fatfnews

Top Mentioned in G7:
@naberacka
@nytimes
@paul_thechron
@timharford
@winnydejong
@dadalndll
@rui_barros17
@umarhassan96
@davidottewell
@gebeloffnyt

Top Mentioned in G8:
@nytinteractive
@merbroussard

Top Mentioned in G9:
@teampvfofficial
@araibasuhail

Top Mentioned in G10:
@bpeske
@monalisavito4
@navygritzngravy
@lou_bruette
@boodacat2020
@thumper18560818
@black_is_back5
@instinctnaturel
@deadpools_r_us
@jdd2169

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@s9tmt
@delta
@roblwilson
@debilu2
@lechatnoire4
@menabster
@thehill
@httweets
@indiatoday

Top Tweeters in G1:
@s9tmt
@roblwilson
@menabster
@allchanges
@gracemurphy2
@sandradunn1955
@fight4freedom72
@guardian
@thestephenralph
@didifrench

Top Tweeters in G2:
@debilu2
@lechatnoire4
@loulachat
@mlczone
@jameskthompson1
@artis_elemental
@iamforeverblue2
@shareitarie10
@blubdha
@digyoursoul

Top Tweeters in G3:
@amydunnei
@juboladex
@bielcavalari
@theus1908
@melbsnoist
@chicobarney
@maykarolline
@r4chtuita
@saopower
@beyagonce

Top Tweeters in G4:
@jornalistavitor
@b1e56df9ce6549f
@lizditz
@kinshasaweb
@lyndsayfarlow
@bostonglobe
@washingtonpost
@letsroc137
@gadflyquebec
@pameladrew

Top Tweeters in G5:
@fainfocronaca
@pvynckier
@hitlerbai
@goldenarcher
@kristian7ross
@wootube
@sianushka
@genepark
@aprensamadrid
@msbrumfield

Top Tweeters in G6:
@haidri17
@paki_foji
@majid_mehar
@jogi512
@maslam_k
@propakistani15
@sandhu_ivf
@h4hafizg
@haleemabe
@klairmudassar

Top Tweeters in G7:
@nytimes
@huffpostuk
@jotatx
@s_palm
@__nca
@paulhayesman
@agichana
@ibsenmartinez
@qtrresearch
@_24_kg

Top Tweeters in G8:
@celerycaraway
@jkohlmann
@paprikapink
@chronotope
@pmphillips
@jenmacramos
@cczona
@evaholland
@jeremybowers
@tanvim

Top Tweeters in G9:
@m_ajazmalik24
@humayoun503
@adv__riaz
@sai_f007
@mkt_70
@atta_natt
@coolminded_
@noorf__
@jsher_khan
@ashersial

Top Tweeters in G10:
@vickie627
@capt17bjk
@instinctnaturel
@mrfly187
@usmc_army
@downrangechaos
@nobodyinco
@shrekthepunk
@kingcujo
@dogsbcool


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