#ddj OR (data journalism), Twitter, 2/21/2022 10:32:22 PM, 272115


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#ddj OR (data journalism)_2022-02-21_08-50-45.xlsx
#ddj OR (data journalism)_2022-02-21_08-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3I8CLgZ
@libsoftiktok
@mikaelthalen
@travlic
@elisethoma5
@leftylockdowns1
@nooneishere51
@vinkelitz
@phanekim
@deeperthrill
@stat4real

Top hashtags:
#ddj
#datajournalism
#data
#journalism
#dataviz
#datacenter
#foss

Description:
Description
The graph represents a network of 6,630 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, 21 February 2022 at 16:54 UTC.

The requested start date was Monday, 21 February 2022 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, 20-minute period from Monday, 14 February 2022 at 01:18 UTC to Monday, 21 February 2022 at 00:39 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 : 6630
Unique Edges : 1264
Edges With Duplicates : 11716
Total Edges : 12980
Number of Edge Types : 5
Retweet : 5766
MentionsInRetweet : 6150
Replies to : 156
Tweet : 298
Mentions : 610
Self-Loops : 308
Reciprocated Vertex Pair Ratio : 0.00932780574474385
Reciprocated Edge Ratio : 0.0184832037553176
Connected Components : 375
Single-Vertex Connected Components : 110
Maximum Vertices in a Connected Component : 3433
Maximum Edges in a Connected Component : 6928
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.922879
Graph Density : 0.000155107124484104
Modularity : 0.466752
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,630 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, 21 February 2022 at 16:54 UTC.

The requested start date was Monday, 21 February 2022 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, 20-minute period from Monday, 14 February 2022 at 01:18 UTC to Monday, 21 February 2022 at 00:39 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/2022/02/18/data-journalism-top-10-olympic-bias-electric-vehicles-redlinings-legacy-and-pandemic-violence/
[19] https://www.bloomberg.com/tosv2.html?vid=&uuid=404723cf-8bd9-11ec-8b0f-4664566e4d68&url=L29waW5pb24vYXJ0aWNsZXMvMjAyMi0wMi0xMS9kaWQtbWFzay1tYW5kYXRlcy13b3JrLXRoZS1kYXRhLWlzLWluLWFuZC10aGUtYW5zd2VyLWlzLW5v
[9] https://datajournalism.com/read/blog/data-journalism-survey-2021
[8] https://gijn.org/2022/02/11/data-journalism-top-10-women-making-headlines-vaccine-gaps-india-singer-history/
[8] https://www.poynter.org/fact-checking/2022/a-facebook-post-cries-foul-at-washington-post-headline-but-covid-19-data-supports-the-journalism/
[6] https://datacenterfrontier.com/apple-files-plans-for-long-delayed-data-center-campus-in-iowa/
[6] https://datajournalism.com/survey/2021/
[5] https://datacenterfrontier.com/mega-deals-by-meta-tiktok-boost-data-center-leasing-in-2021/
[5] https://gwilymlockwood.com/2017/10/24/alaska-fried-chicken-the-uks-curious-approach-to-naming-chicken-shops/
[4] https://www.giornaledibrescia.it/rubriche/scuola-e-universit%C3%A0/alternanza/data-journalism-e-social-media-la-sfida-a-fuoriclasse-1.3672838

Top URLs in Tweet in G3:
[1] https://www.theguardian.com/news/2022/feb/20/credit-suisse-secrets-leak-unmasks-criminals-fraudsters-corrupt-politicians
[1] https://twitter.com/NatSecGeek/status/1491912763223990273?s=20&t=17uFhtnPIMVRnrPitmb_EA
[1] https://twitter.com/TheBeaconIrl/status/1493651463243022337
[1] https://twitter.com/_wHyZgUy_/status/1493710670180855812?t=G9APptiWjQhQhnwU58ng5w&s=19
[1] https://t.co/oa6xoAAZi2

Top URLs in Tweet in G5:
[20] https://gijn.org/2022/02/18/data-journalism-top-10-olympic-bias-electric-vehicles-redlinings-legacy-and-pandemic-violence/
[6] https://www.poynter.org/fact-checking/2022/a-facebook-post-cries-foul-at-washington-post-headline-but-covid-19-data-supports-the-journalism/
[3] https://gijn.org/2022/02/11/data-journalism-top-10-women-making-headlines-vaccine-gaps-india-singer-history/
[3] https://datajournalism.com/read/blog/data-journalism-survey-2021
[2] http://www.thefunctionalart.com/2020/01/an-example-of-how-to-annotate.html
[2] https://twitter.com/gijn/status/1494609999087214616
[2] https://www.ire.org/training/conferences/nicar-2022/nicar22-registration/
[2] https://www.ire.org/training/conferences/nicar-2022/
[2] https://boards.eu.greenhouse.io/financialtimes33/jobs/4018476101?gh_src=db5f1902teu
[1] https://view.e.economist.com/?qs=1ec14ababa3933b67b6cb7792075e240bc13fe05cb2dd84699ab0f4664b3d5f9998399daf380027ae37aa505d0c766984ae80b35a4ec076fcf9a0b73cec88daeee2de958247d5d25edbfb18c4a687d7b

Top URLs in Tweet in G6:
[1] https://twitter.com/leftylockdowns1/status/1495492807968108546
[1] https://www.nytimes.com/2022/02/20/health/covid-cdc-data.html?smid=tw-share

Top URLs in Tweet in G7:
[6] https://datajournalism.com/survey/2021/
[5] https://datajournalism.com/read/blog/data-journalism-survey-2021
[3] https://github.com/globeandmail/startr
[2] https://pulitzercenter.org/grants-fellowships/opportunities-journalists/data-journalism-grants
[2] https://grjenkin.com/articles/category/data-driven-journalism/622812/02/19/2022/ai-is-the-new-horizon-for-news-global-editors-network-medium
[2] https://onlinejournalismblog.com/2022/02/15/video-what-is-data-journalism-and-why-is-it-growing-so-much/
[2] http://theoutlier.co.za/newsletter/
[2] https://datajournalism.com/read/blog/data-journalism-survey-2021#quality
[1] https://datajournalism.com/read/longreads/the-history-of-data-journalism
[1] https://datajournalism.com/read/blog/best-data-journalism-projects-2021

Top URLs in Tweet in G8:
[4] https://www.blueroofpolitics.com/p/online-bulletin-boards-as-journalism-beats-data/
[4] https://www.giornaledibrescia.it/rubriche/scuola-e-universit%C3%A0/alternanza/data-journalism-e-social-media-la-sfida-a-fuoriclasse-1.3672838
[3] https://latamjournalismreview.org/articles/latin-american-journalism-turns-to-art-so-stories-using-data-make-a-greater-impact-on-audiences/
[3] https://www.eventbrite.com/e/global-investigative-journalism-conference-gijc21-on-demand-tickets-208121435817
[2] https://www.politico.eu/article/europes-growing-trail-of-lawsuits-threaten-to-stifle-journalism/
[2] https://whatsnewinpublishing.com/every-journalist-and-pr-should-take-googles-data-journalism-course-heres-why/
[2] https://gijn.org/2022/02/18/data-journalism-top-10-olympic-bias-electric-vehicles-redlinings-legacy-and-pandemic-violence/
[2] https://www.occrp.org/en/suisse-secrets/historic-leak-of-swiss-banking-records-reveals-unsavory-clients
[2] https://gijn.org/2022/02/11/data-journalism-top-10-women-making-headlines-vaccine-gaps-india-singer-history/
[1] https://twitter.com/worksfess/status/1492803278035615748

Top URLs in Tweet in G10:
[1] https://www.washingtonpost.com/politics/2021/01/24/trumps-false-or-misleading-claims-total-30573-over-four-years/

Top Domains
Top Domains in Tweet in Entire Graph:
[73] twitter.com
[39] datacenterfrontier.com
[38] gijn.org
[20] bloomberg.com
[19] datajournalism.com
[14] co.uk
[13] ladatacuenta.com
[9] onlinejournalismblog.com
[9] poynter.org
[8] substack.com

Top Domains in Tweet in G3:
[3] twitter.com
[1] theguardian.com
[1] t.co

Top Domains in Tweet in G5:
[25] gijn.org
[6] poynter.org
[4] ire.org
[4] greenhouse.io
[3] datajournalism.com
[2] thefunctionalart.com
[2] twitter.com
[2] google.com
[1] economist.com
[1] anchor.fm

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

Top Domains in Tweet in G7:
[15] datajournalism.com
[5] grjenkin.com
[4] github.com
[3] co.za
[3] onlinejournalismblog.com
[3] twitter.com
[2] pulitzercenter.org
[2] atlatszo.hu
[1] mindfintech.fr
[1] gijn.org

Top Domains in Tweet in G8:
[19] twitter.com
[5] co.uk
[5] gijn.org
[4] blueroofpolitics.com
[4] giornaledibrescia.it
[3] latamjournalismreview.org
[3] eventbrite.com
[2] politico.eu
[2] stadt-zuerich.ch
[2] whatsnewinpublishing.com

Top Domains in Tweet in G10:
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[152] ddj
[73] datajournalism
[55] data
[43] journalism
[39] dataviz
[20] datacenter
[20] foss
[17] hiringalert
[16] nicar22
[14] omikron



Top Hashtags in Tweet in G3:
[4] givesendgo

Top Hashtags in Tweet in G4:
[1] auspol

Top Hashtags in Tweet in G5:
[47] ddj
[15] nicar22
[11] covid19
[8] datajournalism
[6] data
[6] dataviz
[3] journalism
[3] datenjournalismus
[2] infographics
[1] açıkveri

Top Hashtags in Tweet in G7:
[51] datajournalism
[21] ddj
[12] data
[5] datadrivenjournalism
[3] rstats
[2] dataviz
[1] datajournalisme
[1] datapeople
[1] datavisualization
[1] election2022

Top Hashtags in Tweet in G8:
[15] ddj
[11] journalism
[4] tbr
[4] social
[3] data
[3] dataviz
[3] gijc21
[2] haber
[2] bigdata
[2] datajournalism

Top Words
Top Words in Tweet in Entire Graph:
[4578] data
[3150] givesendgo
[2763] 50
[2736] using
[2708] hacked
[2681] donors
[2680] gave
[2676] little
[2675] reach
[2674] tribune

Top Words in Tweet in G1:
[2652] using
[2652] hacked
[2652] data
[2651] exclusive
[2651] salt
[2651] lake
[2651] tribune
[2651] givesendgo
[2651] reach
[2651] donors

Top Words in Tweet in G2:
[1197] tip
[1197] younger
[1197] players
[1196] covid
[1195] 19
[1195] go
[1195] journalism
[1194] travlic
[1194] look
[1194] mortality

Top Words in Tweet in G3:
[456] givesendgo
[449] mikaelthalen
[358] ddosecrets
[354] data
[345] journalism
[338] collective
[336] given
[336] sensitive
[336] nature
[335] leaked

Top Words in Tweet in G4:
[430] one
[429] news
[429] surprise
[429] abs
[429] data
[429] literally
[429] opposite
[429] rita
[429] panahi
[429] written

Top Words in Tweet in G5:
[60] data
[47] #ddj
[42] journalism
[38] 10
[36] top
[33] gijn
[17] র
[16] zeitonline
[15] #nicar22
[13] ire_nicar

Top Words in Tweet in G6:
[112] data
[89] 50
[86] cdc
[85] withheld
[85] demonstrating
[85] boosters
[85] provide
[85] additional
[85] protection
[85] those

Top Words in Tweet in G7:
[85] datajournalism
[63] data
[52] survey
[51] #datajournalism
[51] 1500
[50] journalism
[40] results
[36] today
[35] day
[35] see

Top Words in Tweet in G8:
[113] data
[96] journalism
[18] research
[15] #ddj
[14] media
[14] lf
[13] analysis
[12] more
[11] #journalism
[10] case

Top Words in Tweet in G9:
[90] journalism
[90] data
[88] byrne
[85] see
[85] curatorial
[85] works
[85] networking
[85] three
[85] sets
[85] secretly

Top Words in Tweet in G10:
[2] lies
[2] data

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2701] hacked,data
[2674] using,givesendgo
[2674] givesendgo,hacked
[2674] data,reach
[2674] reach,donors
[2674] donors,gave
[2674] gave,little
[2674] little,50
[2673] salt,lake
[2673] lake,tribune

Top Word Pairs in Tweet in G1:
[2652] hacked,data
[2651] exclusive,salt
[2651] salt,lake
[2651] lake,tribune
[2651] tribune,using
[2651] using,givesendgo
[2651] givesendgo,hacked
[2651] data,reach
[2651] reach,donors
[2651] donors,gave

Top Word Pairs in Tweet in G2:
[1197] tip,younger
[1197] younger,players
[1195] covid,19
[1195] players,go
[1195] go,journalism
[1194] look,covid
[1194] 19,mortality
[1194] mortality,numbers
[1194] numbers,tip
[1194] journalism,read

Top Word Pairs in Tweet in G3:
[338] journalism,collective
[338] collective,ddosecrets
[336] given,sensitive
[336] sensitive,nature
[335] data,givesendgo
[334] ddosecrets,secured
[334] secured,copy
[334] copy,leaked
[334] leaked,donor
[334] donor,data

Top Word Pairs in Tweet in G4:
[429] news,surprise
[429] surprise,one
[429] one,abs
[429] abs,data
[429] data,literally
[429] literally,opposite
[429] opposite,rita
[429] rita,panahi
[429] panahi,written
[429] written,guess

Top Word Pairs in Tweet in G5:
[36] top,10
[32] data,journalism
[28] 10,#ddj
[12] zeitonline,documented
[11] gijn,top
[11] gijn's,top
[11] #ddj,week
[10] week,highlights
[10] highlights,#covid19's
[10] #covid19's,global

Top Word Pairs in Tweet in G6:
[85] cdc,withheld
[85] withheld,data
[85] data,demonstrating
[85] demonstrating,boosters
[85] boosters,provide
[85] provide,additional
[85] additional,protection
[85] protection,those
[85] those,under
[85] under,50

Top Word Pairs in Tweet in G7:
[47] data,journalism
[44] #datajournalism,survey
[34] essential,insights
[33] today,day
[33] day,see
[33] see,results
[33] results,#datajournalism
[33] survey,essential
[33] insights,gathered
[33] gathered,1500

Top Word Pairs in Tweet in G8:
[37] data,journalism
[9] case,study
[7] still,accepting
[7] accepting,acad
[7] acad,commission
[7] commission,tags
[7] tags,lf
[7] lf,commissioner
[7] commissioner,lf
[7] lf,clients

Top Word Pairs in Tweet in G9:
[85] see,curatorial
[85] curatorial,journalism
[85] journalism,works
[85] works,networking
[85] networking,three
[85] three,data
[85] data,sets
[85] sets,secretly
[85] secretly,recorded
[85] recorded,byrne

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@libsoftiktok
@travlic
@mikaelthalen
@elisethoma5
@datajournalism
@leftylockdowns1
@sethabramson
@gijn
@dcfrontier
@myaspirants

Top Mentioned in G1:
@libsoftiktok

Top Mentioned in G2:
@travlic
@carmilla5

Top Mentioned in G3:
@mikaelthalen
@defnotbeka
@libsoftiktok
@bbhorne
@doomscrollpro

Top Mentioned in G4:
@elisethoma5
@travlic

Top Mentioned in G5:
@gijn
@zeitonline
@ire_nicar
@theeconomist
@aleszubajak
@columbiajourn
@fivethirtyeight
@vocesa
@ftdata
@publico

Top Mentioned in G6:
@leftylockdowns1
@anish_koka
@nytimes
@meredith_levien
@sarafischer
@libsoftiktok
@apoorva_nyc

Top Mentioned in G7:
@datajournalism
@aymericmlo
@f_l_o_u_r_i_s_h
@audefredouelle
@outlierafrica
@rightrelevance
@gracermainwari1
@victoriaertelth
@luisqueba
@albacordoba

Top Mentioned in G8:
@brilliant_1990
@visionwriters2

Top Mentioned in G9:
@sethabramson
@mikaelthalen

Top Mentioned in G10:
@thepoorman95
@trumplost5
@theresamtequil1
@prm13001813
@weaponsofmassd
@lizstl13
@amarispixie
@tragicera
@michellmybell1
@soyboyroy1

Top Tweeters
Top Tweeters in Entire Graph:
@souljahsingh
@rk70534
@littlebytesnews
@nobby15
@_redfrog
@billm9
@lucioquincioc
@mackaysuzie
@inquirerdotnet
@discovertech3

Top Tweeters in G1:
@souljahsingh
@lucioquincioc
@magicdmw
@oldsalz
@joec1776
@madrynha2012
@bolderthanmost
@schwingcat
@mtrushmore2016
@hellokarma2021

Top Tweeters in G2:
@nobby15
@mackaysuzie
@3wombats
@ketaminh
@darylgibson
@redboybroken
@daveyk317
@fedupofpollys
@jrweaver55
@opa1420

Top Tweeters in G3:
@rk70534
@littlebytesnews
@billm9
@jamestoupin
@wally_wests
@wildwalkerwoman
@saaadmalikk
@estarianne
@manchuriandevil
@deepvard

Top Tweeters in G4:
@msmwatchdog2013
@cunningham_cch
@morpheusbeing
@raywilton4
@wittatwitta
@paulwiggins
@lizdolphinfluff
@tttezzz
@frygerard
@msronnyb

Top Tweeters in G5:
@httweets
@reuters
@el_pais
@publico
@latimes
@euwatchers
@elconfidencial
@theeconomist
@jwarrenstokes
@risinggalaxy

Top Tweeters in G6:
@metz_chance
@nytimes
@starfortress
@missvalca
@misterchambo
@irenewa45168212
@americanvictory
@adriennem5
@jcperales
@davidclinchnews

Top Tweeters in G7:
@margymaclibrary
@grjenkin
@bbbcccnnn
@zotowitch
@skatiq3
@prajnamu
@rstats_tweets
@trf
@paulbradshaw
@dr_mana

Top Tweeters in G8:
@jchapman1729
@stop1984
@blackamazon
@suriyasubraman
@bizcommunityit
@kuriharan
@andhravilasnews
@alan_nishihara
@avalon709
@amyresnick

Top Tweeters in G9:
@jjj5819
@79topper
@teram323tere
@njdoc
@penneyewart
@budgothmog44
@howyofwi
@upchuck66
@urocklive1
@debbiesva

Top Tweeters in G10:
@michellmybell1
@ladyoftheocean1
@sumatrasue
@lizstl13
@paulconfer
@flattielover
@yesisworld
@shellyrkirchoff
@danitrump2020
@tomdoubting


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