#ddj OR (data journalism), Twitter, 1/3/2022 7:13:14 PM, 269374


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#ddj OR (data journalism)_2022-01-03_08-50-45.xlsx
#ddj OR (data journalism)_2022-01-03_08-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3zmODZ9
@indumathi37
@datajournalism
@sigmaawards
@kuangkeng
@ire_nicar
@affendi_xiii
@gijnafrica
@sharon000
@journalismfest
@sosayslucia

Top hashtags:
#ddj
#rstats
#dataviz
#journalism
#datajournalism
#nicar22

Description:
Description
The graph represents a network of 1,705 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, 03 January 2022 at 16:51 UTC.

The requested start date was Monday, 03 January 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, 33-minute period from Monday, 27 December 2021 at 01:01 UTC to Monday, 03 January 2022 at 00:35 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 : 1705
Unique Edges : 969
Edges With Duplicates : 1962
Total Edges : 2931
Number of Edge Types : 5
Tweet : 188
Retweet : 936
MentionsInRetweet : 1254
Replies to : 163
Mentions : 390
Self-Loops : 206
Reciprocated Vertex Pair Ratio : 0.0185830429732869
Reciprocated Edge Ratio : 0.0364880273660205
Connected Components : 322
Single-Vertex Connected Components : 83
Maximum Vertices in a Connected Component : 257
Maximum Edges in a Connected Component : 554
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.2073
Graph Density : 0.000603720072143516
Modularity : 0.596318
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,705 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, 03 January 2022 at 16:51 UTC.

The requested start date was Monday, 03 January 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, 33-minute period from Monday, 27 December 2021 at 01:01 UTC to Monday, 03 January 2022 at 00:35 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:
[15] https://anchor.fm/ddjpodcast
[10] https://www.ft.com/content/18d50b48-f11d-49b2-9287-e5595b25f656
[8] https://datajournalism.com/read/blog/best-data-journalism-projects-2021
[7] https://gijn.org/2021/12/17/top-10-data-journalism-2021/
[5] https://jobs.pedestrian.tv/job/data-audience-development-graduate-business-commerce-journalism/?ref=quuu
[5] https://sigmaawards.org/
[5] https://www.journaliststoolbox.org/2020/12/16/find-scrape-and-clean-data/
[5] https://www.journalism.co.uk/news/a-decade-in-data-journalism-what-has-changed-/s2/a887244/
[5] https://datajournalism.com/survey
[4] http://www.verigazeteciligi.com/feminist-veri-analizi-sunumu/

Top URLs in Tweet in G2:
[2] https://www.manchesterworld.uk/news/air-pollution-levels-in-manchester-city-centre-regularly-breach-global-health-guidelines-shock-data-shows-3501369
[1] https://eyeonohio.com/how-do-public-officials-make-land-bank-decisions-artificial-intelligence-may-seek-patterns/
[1] https://github.com/eye-on-ohio/Housing_Equity
[1] https://twitter.com/SoSaysLucia/status/1475503373021597696
[1] https://www.economist.com/graphic-detail/coronavirus-excess-deaths-tracker
[1] https://github.com/TheEconomist/covid-19-excess-deaths-tracker
[1] https://twitter.com/la_data_cuenta/status/1473716234415919105

Top URLs in Tweet in G3:
[5] https://jobs.pedestrian.tv/job/data-audience-development-graduate-business-commerce-journalism/?ref=quuu
[4] https://datajournalism.com/read/blog/best-data-journalism-projects-2021
[3] https://www.instagram.com/accounts/login/
[3] https://crowdsourcingweek.com/blog/5-crowdsourced-news-platforms/
[2] https://sigmaawards.org/
[2] https://www.blueroofpolitics.com/p/online-bulletin-boards-as-journalism-beats-data/
[1] https://sigmaawards.website/rules/
[1] https://twitter.com/squawkcnbc/status/1475439240595005445
[1] https://rsf.org/en/2021-world-press-freedom-index-journalism-vaccine-against-disinformation-blocked-more-130-countries
[1] https://twitter.com/RWMaloneMD/status/1474710109574078469

Top URLs in Tweet in G4:
[15] https://anchor.fm/ddjpodcast
[5] https://datajournalism.com/survey
[3] https://datajournalism.com/read/blog/best-data-journalism-projects-2021
[2] https://twitter.com/sigmaawards/status/1475471092185767936
[1] https://interactive.aljazeera.com/aje/2021/afghanistan-visualising-impact-of-war/index.html
[1] https://graphics.reuters.com/OLYMPICS-2020/SUMMER-HEAT/bdwvkogrzvm/index.html
[1] https://datajournalism.com/watch?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://datajournalism.com/register
[1] https://datajournalism.com/read/handbook/one
[1] https://twitter.com/datajournalism/status/1476470016937709568

Top URLs in Tweet in G5:
[1] https://twitter.com/JoyAnnReid/status/1475884491306590213

Top URLs in Tweet in G6:
[1] https://eevd.fa.us6.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1/job/2014690/?utm_medium=jobshare
[1] https://www.sfchronicle.com/bayarea/article/Eight-charts-that-explain-2021-from-the-S-F-16738652.php
[1] https://www.linkedin.com/jobs/view/2855312763/?eBP=JOB_SEARCH_ORGANIC&recommendedFlavor=IN_NETWORK&refId=z4blxFsxgg6frA8YQPY%2FqQ%3D%3D&trackingId=fQdaRI4GFWnw9lKgE%2FqyoQ%3D%3D&trk=flagship3_search_srp_jobs

Top URLs in Tweet in G7:
[1] https://www.miamiherald.com/news/special-reports/surfside-investigation/article256633336.html
[1] https://www.nahjcareers.org/
[1] https://www.nahjcareers.org/display-job/6990/Assistant-or-Associate-Professor-%E2%80%93-Big-Data-and-Artificial-Intelligence.html?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/natesilver538/status/1476332200236929028

Top URLs in Tweet in G8:
[2] https://www.journalismfestival.com/news/journalism-is-a-public-good-so-let-the-public-make-it-12-brilliant-data-journalism-projects-of-2021-and-disinformation-is-not-the-problem/
[1] https://www.wsj.com/articles/how-tiktok-inundates-teens-with-eating-disorder-videos-11639754848?mod=hp_lead_pos5&utm_source=pocket_mylist
[1] https://www.journalismjobs.com/job-listing/1671444
[1] https://www.ire.org/training/fellowships-and-scholarships/educator-of-color-scholarships/
[1] https://www.ire.org/training/conferences/nicar-2022/nicar22-fellowships/

Top URLs in Tweet in G9:
[1] https://www.premiumtimesng.com/author/yusufakinpelu

Top URLs in Tweet in G10:
[2] https://www.occrp.org/en/occrp-jobs/
[1] https://sigmaawards.org/
[1] https://gijn.org/2021/11/05/data-journalists-future-tools/
[1] https://gijn.org/gijc21-resources/
[1] https://gijn.org/2021/12/17/top-10-data-journalism-2021/
[1] https://www.occrp.org/en/occrp-jobs/data-journalist-for-africa
[1] https://infonile.org/en/wildlife-conservation/

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[19] datajournalism.com
[15] anchor.fm
[15] ft.com
[12] co.uk
[11] gijn.org
[11] verigazeteciligi.com
[9] sigmaawards.org
[7] youtube.com
[7] google.com

Top Domains in Tweet in G2:
[2] github.com
[2] twitter.com
[2] manchesterworld.uk
[1] eyeonohio.com
[1] economist.com

Top Domains in Tweet in G3:
[15] twitter.com
[6] grjenkin.com
[5] pedestrian.tv
[5] datajournalism.com
[4] sigmaawards.org
[4] smartocto.com
[3] instagram.com
[3] crowdsourcingweek.com
[2] google.com
[2] co.uk

Top Domains in Tweet in G4:
[15] anchor.fm
[11] datajournalism.com
[3] twitter.com
[1] aljazeera.com
[1] reuters.com
[1] google.com

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[1] oraclecloud.com
[1] sfchronicle.com
[1] linkedin.com

Top Domains in Tweet in G7:
[2] nahjcareers.org
[1] miamiherald.com
[1] twitter.com

Top Domains in Tweet in G8:
[2] ire.org
[2] journalismfestival.com
[1] wsj.com
[1] journalismjobs.com

Top Domains in Tweet in G9:
[1] premiumtimesng.com

Top Domains in Tweet in G10:
[3] occrp.org
[3] gijn.org
[1] sigmaawards.org
[1] infonile.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[205] ddj
[91] rstats
[42] dataviz
[32] journalism
[29] datajournalism
[22] nicar22
[21] data
[10] africa
[7] development
[7] media



Top Hashtags in Tweet in G2:
[95] ddj
[91] rstats
[2] periodismodatos
[1] manchester
[1] airpollution

Top Hashtags in Tweet in G3:
[8] ddj
[6] datadrivenjournalism
[3] journalism
[3] news
[2] dj
[2] data
[2] analytics
[2] tbr
[1] shiftingnarratives
[1] alternativeafrica

Top Hashtags in Tweet in G4:
[27] ddj
[14] datajournalism
[7] datajournalists
[7] data
[5] journalism
[3] datavisualization
[2] sudan
[2] journalist
[1] yearender2021
[1] d3js

Top Hashtags in Tweet in G6:
[1] bayarea

Top Hashtags in Tweet in G7:
[1] morelatinxinnews
[1] morelatinosinnews

Top Hashtags in Tweet in G8:
[21] nicar22
[2] ijf22

Top Hashtags in Tweet in G10:
[2] gijc21
[1] datajournalism
[1] pandorapapers
[1] jobs
[1] southsudan
[1] ddj

Top Words
Top Words in Tweet in Entire Graph:
[856] data
[633] journalism
[265] writing
[259] hours
[259] tweet
[259] order
[258] intentionally
[258] few
[257] yikes
[257] unprotected

Top Words in Tweet in G1:
[257] yikes
[257] intentionally
[257] unprotected
[257] few
[257] hours
[257] writing
[257] provocative
[257] tweet
[257] order
[256] indumathi37

Top Words in Tweet in G2:
[95] #ddj
[93] sharon000
[93] data
[92] code
[91] #rstats
[90] economist
[90] open
[90] sourced
[90] cleaning
[90] analyzing

Top Words in Tweet in G3:
[95] data
[69] journalism
[18] more
[10] media
[9] news
[8] journalists
[8] #ddj
[8] year
[8] big
[7] research

Top Words in Tweet in G4:
[38] data
[30] journalism
[29] datajournalism
[27] #ddj
[16] albertocairo
[15] started
[15] podcast
[15] subscribe
[14] smfrogers
[14] #datajournalism

Top Words in Tweet in G5:
[57] data
[55] re
[54] journalist
[54] talking
[54] positive
[54] thinking
[54] access
[54] actual
[54] research
[54] team

Top Words in Tweet in G6:
[29] journalism
[28] data
[27] chronicle
[27] investing
[27] digital
[27] visual
[27] two
[27] openings
[27] creative
[27] ambitious

Top Words in Tweet in G7:
[37] journalism
[27] local
[27] miami
[27] herald
[27] provide
[27] take
[27] time
[27] today
[27] result
[27] amazing

Top Words in Tweet in G8:
[42] journalists
[28] ire_nicar
[25] data
[21] apply
[21] #nicar22
[20] two
[20] weeks
[20] left
[20] fellowship
[20] fellowships

Top Words in Tweet in G9:
[52] year
[27] data
[26] far
[26] outstanding
[26] journalism
[26] heading
[26] premiumtimesng's
[26] desk
[26] humanise
[25] akinpeluyusuph

Top Words in Tweet in G10:
[33] africa
[30] journalism
[23] investigative
[23] occrp
[22] gijnafrica
[22] doing
[22] hire
[22] regional
[21] 2022
[19] start

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[257] yikes,intentionally
[257] intentionally,unprotected
[257] unprotected,few
[257] few,hours
[257] hours,writing
[257] writing,provocative
[257] provocative,tweet
[257] tweet,order
[256] indumathi37,yikes
[197] data,journalism

Top Word Pairs in Tweet in G1:
[257] yikes,intentionally
[257] intentionally,unprotected
[257] unprotected,few
[257] few,hours
[257] hours,writing
[257] writing,provocative
[257] provocative,tweet
[257] tweet,order
[256] indumathi37,yikes

Top Word Pairs in Tweet in G2:
[91] #rstats,code
[90] economist,open
[90] open,sourced
[90] sourced,#rstats
[90] code,cleaning
[90] cleaning,analyzing
[90] analyzing,visualizing
[90] visualizing,excess
[90] excess,deaths
[90] deaths,data

Top Word Pairs in Tweet in G3:
[28] data,journalism
[7] big,data
[6] more,data
[5] social,media
[5] media,audience
[5] audience,data
[5] data,analyst
[5] analyst,graduate
[3] guarantee,top
[3] top,grades

Top Word Pairs in Tweet in G4:
[27] data,journalism
[15] albertocairo,started
[15] started,data
[15] journalism,podcast
[15] podcast,subscribe
[14] smfrogers,albertocairo
[11] periodista,datos
[11] datos,recuerda
[11] recuerda,tienes
[11] tienes,31

Top Word Pairs in Tweet in G5:
[54] re,journalist
[54] journalist,talking
[54] talking,positive
[54] positive,thinking
[54] thinking,access
[54] access,actual
[54] actual,data
[54] data,research
[54] research,team
[53] the_acumen,re

Top Word Pairs in Tweet in G6:
[27] chronicle,investing
[27] investing,digital
[27] digital,visual
[27] visual,journalism
[27] journalism,two
[27] two,openings
[27] openings,creative
[27] creative,ambitious
[27] ambitious,journalists
[26] daniellemparks,chronicle

Top Word Pairs in Tweet in G7:
[27] local,journalism
[27] journalism,miami
[27] miami,herald
[27] herald,provide
[27] provide,take
[27] take,time
[27] time,today
[27] today,result
[27] result,amazing
[27] amazing,work

Top Word Pairs in Tweet in G8:
[20] two,weeks
[20] weeks,left
[20] left,apply
[20] apply,#nicar22
[20] #nicar22,fellowship
[20] fellowship,fellowships
[20] fellowships,available
[20] available,journalists
[20] journalists,journalists
[19] ire_nicar,two

Top Word Pairs in Tweet in G9:
[26] far,year
[26] year,outstanding
[26] outstanding,journalism
[26] journalism,year
[26] year,heading
[26] heading,premiumtimesng's
[26] premiumtimesng's,data
[26] data,desk
[26] desk,humanise
[25] akinpeluyusuph,far

Top Word Pairs in Tweet in G10:
[22] doing,investigative
[22] investigative,journalism
[22] journalism,occrp
[22] hire,regional
[19] start,2022
[19] 2022,doing
[19] occrp,expanding
[19] expanding,africa
[19] africa,seek
[19] seek,hire

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@indumathi37
@sharon000
@the_acumen
@datajournalism
@ire_nicar
@daniellemparks
@premiumtimesng
@mrich1970
@akinpeluyusuph
@neuwirthe

Top Mentioned in G1:
@indumathi37

Top Mentioned in G2:
@sharon000
@pulitzercenter
@andrewnowell_
@rstatstweet
@petesherlock79
@annaekhoo
@clairejwilde
@foemcr
@asthmauk
@cleanairgm

Top Mentioned in G3:
@brilliant_1990
@mattround

Top Mentioned in G4:
@datajournalism
@albertocairo
@smfrogers
@abellan_andrea
@bisianisimona
@arancruzmar
@datajou
@gurmanbhatia
@journalismfest
@marilia_gehrke

Top Mentioned in G5:
@the_acumen
@scotthech

Top Mentioned in G6:
@daniellemparks
@sfchronicle
@yoohyun_jung
@hil_fung

Top Mentioned in G7:
@mrich1970
@coral_negron
@m_joel17
@miamiherald
@mcclatchy
@daniellemparks

Top Mentioned in G8:
@ire_nicar
@rob_barry
@tawnell
@journalismfest
@anfuller
@sosayslucia

Top Mentioned in G9:
@premiumtimesng
@akinpeluyusuph

Top Mentioned in G10:
@occrp
@gijnafrica
@radiooness
@sigmaawards
@infonile
@code4africa

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@artificialbra1n
@ndtv
@dailymirror
@betterw05759703
@moreandagain
@business
@timesofindia
@manilabulletin
@guardian

Top Tweeters in G1:
@panjanya3
@pradzworld
@kalisbrood
@kalki_108
@deepaksnarky
@rajreddynyc
@dhriyamana
@against_odds_
@saintorsinner30
@srisriyash1

Top Tweeters in G2:
@utzaake
@rstatstweet
@juanseapi
@ayirpelle
@pythonroboto
@skatiq3
@rstats_tweets
@anbusch
@pulitzercenter
@cortina_borja

Top Tweeters in G3:
@eraser
@armandondk
@grjenkin
@fadastra
@klassalle
@mattround
@judiadg
@gazhay
@fibci2
@brilliant_1990

Top Tweeters in G4:
@margymaclibrary
@gilbertoleon
@arc_atlantique
@albertocairo
@brendannyhan
@alexisolivo
@rrichard09
@fundaciongabo
@profkakie
@la_desdemona

Top Tweeters in G5:
@moreandagain
@mastaofmp3s
@blike_dante
@the3jsmom
@ruckcohlchez
@goddesscru
@randyresist
@pinky_or_brain
@tylasade
@landorcan

Top Tweeters in G6:
@artallks
@sfchronicle
@azi
@copcrime
@lenadreamsingld
@soos808
@king_kaufman
@megwingerter
@michaelbolden
@davidkli

Top Tweeters in G7:
@laurahennesse11
@miamiherald
@swmstn2
@ninetyniners
@watchdogdiva
@davidjneal
@krisketzkmbc
@lisalivesloves
@nixonron
@nahj

Top Tweeters in G8:
@caitlinkellynyc
@jeremybowers
@lauramcshanecle
@weischoice
@grammarpurist
@mikestucka
@apantazi
@vjeanneperrier
@comminternships
@journalismfest

Top Tweeters in G9:
@premiumtimesng
@theayoadams
@thehassanian
@gboyega_adeoya
@fotonugget
@aro_tm
@cletusukpong
@iam_alfred1
@tittyfady
@ojooluwaibiloye

Top Tweeters in G10:
@tujadili
@kkzahu
@brodiegal
@anaabot
@junub_bot
@angelaquintal
@voidcryptoid
@occrp
@nublaccsoul
@gijnafrica


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