#ddj OR (data journalism), Twitter, 7/20/2020 2:52:13 PM, 230852


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#ddj OR (data journalism)_2020-07-20_04-58-51.xlsx
#ddj OR (data journalism)_2020-07-20_04-58-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 20, 2020
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/2E23NKY
@adriawalkr
@gijn
@jornalismodados
@gijnru
@datasciencebot_
@pressfreedom
@gijnafrica
@datajournalism
@nytimes
@jasishana

Top hashtags:
#ddj
#dataviz
#covid19
#data
#journalism
#infographics
#e2d3
#excel

Description:
Description
The graph represents a network of 3,733 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, 20 July 2020 at 12:03 UTC.

The requested start date was Monday, 20 July 2020 at 00:01 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, 14-hour, 13-minute period from Monday, 13 July 2020 at 00:30 UTC to Sunday, 19 July 2020 at 14:44 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 : 3733
Unique Edges : 1750
Edges With Duplicates : 5648
Total Edges : 7398
Number of Edge Types : 5
Replies to : 199
Tweet : 284
Retweet : 2573
MentionsInRetweet : 3190
Mentions : 1152
Self-Loops : 302
Reciprocated Vertex Pair Ratio : 0.0221511198621708
Reciprocated Edge Ratio : 0.0433421622923188
Connected Components : 411
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 1475
Maximum Edges in a Connected Component : 2948
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 3.225485
Graph Density : 0.000298100226564786
Modularity : 0.512942
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 3,733 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, 20 July 2020 at 12:03 UTC.

The requested start date was Monday, 20 July 2020 at 00:01 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, 14-hour, 13-minute period from Monday, 13 July 2020 at 00:30 UTC to Sunday, 19 July 2020 at 14:44 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:
[16] http://TwoCircles.net
[13] https://gijn.org/2020/07/16/data-journalism-top-10-covid-19-racial-inequity-cash-for-the-connected-africas-silent-epidemic-amazon-safety/
[10] https://www.tijd.be/politiek-economie/belgie/algemeen/12-775-besmettingen-in-belgie-het-coronavirus-in-kaart/10217952.html
[8] https://gijn.org/2020/07/16/top-10-zhurnalistiki-dannyih-tihaya-epidemiya-koronavirusnaya-nalichka-i-retseptyi-vizualizatsii-covid-19/
[7] https://twitter.com/Fahrenthold/status/1284137377028542467
[7] https://www.aljazeera.net:443/nile
[7] http://www.verigazeteciligi.com/veri-okuryazarligi-egitimi-turkce/
[6] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[6] https://register.gotowebinar.com/register/7324243184717036811
[6] https://pulitzercenter.org/data-journalism-grants

Top URLs in Tweet in G2:
[11] https://gijn.org/2020/07/16/data-journalism-top-10-covid-19-racial-inequity-cash-for-the-connected-africas-silent-epidemic-amazon-safety/
[8] https://gijn.org/2020/07/16/top-10-zhurnalistiki-dannyih-tihaya-epidemiya-koronavirusnaya-nalichka-i-retseptyi-vizualizatsii-covid-19/
[7] http://www.verigazeteciligi.com/veri-okuryazarligi-egitimi-turkce/
[6] https://databae.substack.com/p/covid-and-cambium
[5] https://gijn.org/2020/07/10/top-10-zhurnalistiki-dannyih-komiksyi-o-pandemicheskih-data-proektah-vizualizatsiya-dlya-daltonikov-i-zakonotvorcheskiy-kopipast/@ReutersGraphics
[5] http://www.verigazeteciligi.com/veri-egitiminin-de-oldugu-seffaflikyazokulu-basvurusu-uzatildi/
[5] https://datosundav.com.ar/periodismo-de-datos-covid-19-martin-dure/
[4] https://www.washingtonpost.com/outlook/interruptions-parenting-pandemic-work-home/2020/07/09/599032e6-b4ca-11ea-aca5-ebb63d27e1ff_story.html
[4] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fan-exercise-in-open-data-mapping-istanbuls-health-services-df145375dc4e%3Fsource%3Dsocial.tw
[3] https://gijn.org/2020/07/09/data-journalism-top-10-pace-of-global-covid-19-deaths-who-can-work-from-home-visualizations-for-the-colorblind-skin-tone-and-sports/

Top URLs in Tweet in G3:
[3] https://ponte.org/falta-de-dados-sobre-raca-impede-criacao-de-policias-contra-violencia/
[3] https://twitter.com/Fahrenthold/status/1284137377028542467
[1] https://twitter.com/i/web/status/1284831310670901248
[1] https://twitter.com/i/web/status/1282697611473047552
[1] https://twitter.com/i/web/status/1282714399149563906
[1] https://twitter.com/i/web/status/1282711066942812162
[1] https://twitter.com/i/web/status/1282716828381347841
[1] https://twitter.com/i/web/status/1282731945076686848
[1] https://www.cadaminuto.com.br/noticia/363262/2020/07/13/agencia-tatu-inova-com-jornalismo-de-dados-no-nordeste
[1] https://twitter.com/i/web/status/1282817518197805057

Top URLs in Tweet in G4:
[2] http://5w-consulting.com
[2] http://www.5wgraphics.com/
[2] http://efarmnewsar.com/2020-02-26/agtrace-the-software-that-helps-with-food-traceability.html?utm_source=NoticiasDeCampo&utm_medium=twitter
[1] https://twitter.com/vryeweekblad/status/1282534680525504514
[1] https://www.everviz.com/blog/visualize-election-data/
[1] https://www.rjionline.org/stories/rji-fellow-to-develop-data-journalism-unit-for-smaller-scale-nonprofit-news
[1] https://twitter.com/jrubinblogger/status/1282497128389062656
[1] https://medium.com/we-are-the-european-journalism-centre/starting-your-career-during-a-pandemic-40-young-journalists-enter-a-new-journalism-landscape-5ce92d0fa33f
[1] https://www.neolaia.gr/2020/07/06/pms-psifiaka-mesa-epikoinonias-ekpa/
[1] https://www.niemanlab.org/2020/07/this-project-will-help-local-newsrooms-get-the-covid-19-data-that-states-might-rather-keep-hidden/?utm_source=Daily+Lab+email+list&utm_campaign=0571c0bff0-dailylabemail3&utm_medium=email&utm_term=0_d68264fd5e-0571c0bff0-396590180

Top URLs in Tweet in G5:
[4] https://www.journaliststoolbox.org/2020/07/01/mapping-and-geocoding-tools/
[2] https://cpj.org/2020/07/data-journalists-describe-challenges-of-reporting-on-the-true-toll-of-covid-19/
[2] https://www.journaliststoolbox.org/category/data-visualization-and-online-tools/
[1] https://www.ire.org/events-and-training/event/4776
[1] https://www.cpr.org/job/data-reporter/
[1] https://www.dallasnews.com/offers/real-local-journalism/#utm_source=TOMH
[1] https://twitter.com/dallasnews/status/1282059593586298880
[1] https://www.journaliststoolbox.org/category/public-records/
[1] https://www.youtube.com/watch?v=yCSTqxcOrkU

[1] https://www.youtube.com/watch?v=z896oxmp5Qw


Top URLs in Tweet in G6:
[6] https://www.journalism.co.uk/media-reporter-jobs/s64/
[6] https://pulitzercenter.org/data-journalism-grants
[4] https://www.journalism.co.uk/jobs/758394
[4] https://www.journalism.co.uk/media-jobs/data-journalist/s75/a758394/
[3] https://pulitzercenter.org/blog/pulitzer-center-announces-new-data-journalism-opportunity?utm_medium=Social&utm_source=Twitter&utm_campaign=DataJournalismOpp
[2] https://www.journalism.co.uk/media-jobs/b2b-data-researcher-writer-apps-games-influencers/s75/a758034/
[1] https://gijn.org/2020/02/21/ou-trouver-des-donnees-en-suisse/
[1] https://www.jobs.ac.uk/job/CAD523/assistant-professor-or-lecturer-computational-journalism-and-data-journalism?uuid=d2ed3c77-ac58-11ea-8705-064da8edb92a&campaign=jbe20200612&source=jbe
[1] https://ijnet.org/en/opportunity/pulitzer-center-offers-data-journalism-grants-worldwide
[1] https://www.niemanlab.org/2020/07/this-project-will-help-local-newsrooms-get-the-covid-19-data-that-states-might-rather-keep-hidden/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[2] https://guce.huffingtonpost.co.uk/consent?brandType=EU&lang=en-gb&done=https%3A%2F%2Fwww%2Ehuffingtonpost%2Eco%2Euk%2Fentry%2Fnhs%2Dtest%2Dand%2Dtrace%2Dself%2Disolation%2Ddata%5Fuk%5F5f0d97e8c5b6df6cc0b12bbe&gcrumb=BsRVFr0=
[1] https://twitter.com/yougov/status/1284048094586384386
[1] https://www.bbc.co.uk/news/uk-england-53435016
[1] https://www.bbc.co.uk/news/uk-england-39102860
[1] https://twitter.com/vicderbyshire/status/1282943995392462848
[1] https://twitter.com/dataeditor/status/1282776665903464452
[1] https://twitter.com/WigToday/status/1283644403186315264
[1] https://www.wigantoday.net/business/millions-pounds-paid-covid-19-support-hundreds-wigan-businesses-still-missing-out-2913349
[1] https://www.civilservicejobs.service.gov.uk/csr/jobs.cgi?jcode=1678318
[1] https://twitter.com/FraserNelson/status/1281678216873291782

Top URLs in Tweet in G8:
[1] https://twitter.com/jslaternyc/status/1284477762753957888
[1] https://tweetedtimes.com/v/2857?s=tnp
[1] https://www.nytimes.com/interactive/2020/07/17/upshot/coronavirus-face-mask-map.html?action=click&module=Top%20Stories&pgtype=Homepage
[1] https://twitter.com/charlesornstein/status/1283754463086481410
[1] https://www.nytimes.com/2020/07/14/us/politics/trump-cdc-coronavirus.html
[1] https://www.politico.com/news/2020/07/14/new-york-times-bari-weiss-resigns-360730
[1] https://www.nytimes.com/interactive/2020/07/05/us/coronavirus-latinos-african-americans-cdc-data.html

Top URLs in Tweet in G9:
[2] https://warninggraphiccontent.tumblr.com/post/623832327540359170/17-july-2020
[2] https://www.opendemocracy.net/en/5050/womens-rights-during-childbirth-help-us-track-globally/
[1] https://deolhonosdados.substack.com/p/de-olho-nos-dados-1-osint-e-busca?r=7ei1g&utm_campaign=post&utm_medium=web&utm_source=twitter
[1] https://tumblr.us9.list-manage.com/subscribe?u=9fac8728699163e1b6adbdbeb&id=9557599f80#_=_
[1] https://medium.com/occrp-unreported/things-not-strings-knowledge-graphs-for-investigative-reporting-9d8a26913f65
[1] https://www.nesta.org.uk/report/mapping-news-media-and-journalism-landscape-research-report/

Top URLs in Tweet in G10:
[5] http://parlamentsspiegel.de
[4] https://www.journalist.de/startseite/meldungen/detail/article/die-neue-kerndisziplin.html
[2] https://twitter.com/journ_online/status/1282984062760767488
[1] https://github.com/cutterkom/parlamentsspiegel-scraper
[1] https://thenextweb.com/basics/2020/07/14/holy-sheet-how-to-embed-data-from-one-google-sheet-in-another/
[1] https://www.stuttgarter-zeitung.de/inhalt.debatte-um-stammbaumforschung-migrationshintergrund-ist-statistisch-nicht-relevant.2e60d5b5-c849-400c-8ab8-f71ecfcdfcc9.html
[1] https://www.stuttgarter-zeitung.de/inhalt.covid-19-demografie-in-deutschland-corona-infizierte-werden-juenger-und-maennlicher.f29db8ef-4761-42ae-9acd-350f594ff5dd.html
[1] https://twitter.com/HalukaMB/status/1283039926880272385
[1] https://interaktiv.morgenpost.de/corona-virus-karte-infektionen-deutschland-weltweit/

Top Domains
Top Domains in Tweet in Entire Graph:
[257] twitter.com
[35] gijn.org
[31] co.uk
[30] medium.com
[26] datacenterfrontier.com
[20] verigazeteciligi.com
[16] twocircles.net
[11] youtube.com
[11] pulitzercenter.org
[10] tijd.be

Top Domains in Tweet in G2:
[31] gijn.org
[20] verigazeteciligi.com
[13] twitter.com
[10] medium.com
[7] voxeurop.eu
[6] substack.com
[5] newsimpact.io
[5] com.ar
[4] washingtonpost.com
[3] behance.net

Top Domains in Tweet in G3:
[135] twitter.com
[3] ponte.org
[1] com.br
[1] t.co
[1] youtube.com
[1] tupi.fm
[1] ijnet.org

Top Domains in Tweet in G4:
[31] twitter.com
[5] efarmnewsar.com
[4] propublica.org
[3] theguardian.com
[3] instagram.com
[2] bizcommunity.com
[2] co.jp
[2] linkedin.com
[2] 5w-consulting.com
[2] 5wgraphics.com

Top Domains in Tweet in G5:
[7] journaliststoolbox.org
[2] cpj.org
[2] youtube.com
[1] ire.org
[1] cpr.org
[1] dallasnews.com
[1] twitter.com
[1] earthjournalism.net

Top Domains in Tweet in G6:
[16] co.uk
[9] pulitzercenter.org
[1] gijn.org
[1] ac.uk
[1] ijnet.org
[1] niemanlab.org
[1] j-source.ca
[1] digiday.com
[1] inma.org

Top Domains in Tweet in G7:
[5] co.uk
[5] twitter.com
[1] wigantoday.net
[1] gov.uk

Top Domains in Tweet in G8:
[3] nytimes.com
[2] twitter.com
[1] tweetedtimes.com
[1] politico.com

Top Domains in Tweet in G9:
[2] tumblr.com
[2] opendemocracy.net
[1] substack.com
[1] list-manage.com
[1] medium.com
[1] org.uk

Top Domains in Tweet in G10:
[5] parlamentsspiegel.de
[4] journalist.de
[3] twitter.com
[2] stuttgarter-zeitung.de
[1] github.com
[1] thenextweb.com
[1] morgenpost.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[624] ddj
[149] dataviz
[120] covid19
[96] data
[86] journalism
[66] infographics
[61] e2d3
[61] excel
[61] d3js
[61] github



Top Hashtags in Tweet in G2:
[104] ddj
[59] dataviz
[18] covid19
[17] ai
[16] datajournalism
[13] nisonline2020
[12] veriokuryazarlığı
[10] data
[9] journalism
[8] e2d3

Top Hashtags in Tweet in G3:
[338] ddj
[4] codabr
[2] todososolhosnaamazônia
[1] cadaminuto
[1] destaque

Top Hashtags in Tweet in G4:
[24] ddj
[12] journalism
[7] dj
[6] covid19
[5] dataviz
[5] pioneer
[5] news
[4] pioneerdj
[4] data
[3] datajournalism

Top Hashtags in Tweet in G5:
[46] covid19
[8] ddj
[6] scraping
[6] maps
[5] foia
[5] whistleblowers
[4] dataviz
[4] mapping
[3] journalism
[2] charts

Top Hashtags in Tweet in G6:
[13] journalism
[8] journojobs
[4] journalismjobs
[3] data
[2] grants
[1] osint
[1] ddj

Top Hashtags in Tweet in G7:
[11] ddj
[5] gambling
[2] nodata
[2] wigan
[1] ldreporter
[1] nodss
[1] covid19uk

Top Hashtags in Tweet in G8:
[15] journalism
[15] authoritarian
[7] covid19
[2] drfauci
[2] whistleblowers
[2] communistchina
[2] breaking
[2] usmediafails
[2] ddj

Top Hashtags in Tweet in G9:
[12] covid19
[12] childbirth
[11] womensrights
[10] ddj
[7] dataviz
[6] opendata
[2] osint
[1] womeninjournalism
[1] futurenewsfund

Top Hashtags in Tweet in G10:
[41] ddj
[9] corona
[3] ddjbw
[2] kfjontour
[2] covid19
[2] covid19de
[1] opendata
[1] analytics
[1] stammbaumforschung
[1] coronadeutschland

Top Words
Top Words in Tweet in Entire Graph:
[2639] data
[2386] journalism
[1629] investigative
[1504] today
[1481] ida
[1481] wells
[1475] foremother
[1475] sociologist
[1475] suffragist
[1475] born

Top Words in Tweet in G1:
[1475] ida
[1475] wells
[1475] foremother
[1475] data
[1475] investigative
[1475] journalism
[1475] sociologist
[1475] suffragist
[1475] born
[1475] today

Top Words in Tweet in G2:
[141] data
[104] #ddj
[91] googlenewsinit
[78] journalism
[59] #dataviz
[51] top
[46] 10
[45] online
[44] stories
[42] gijn

Top Words in Tweet in G3:
[362] em
[339] dou
[338] #ddj
[139] jornalismodados
[135] dados
[114] jornalismo
[30] ijnetportugues
[19] eu
[19] agencia_tatu
[15] uma

Top Words in Tweet in G4:
[90] data
[78] journalism
[24] #ddj
[12] #journalism
[10] research
[9] news
[8] covid
[8] more
[8] need
[8] 400

Top Words in Tweet in G5:
[92] data
[56] journalism
[47] journalists
[46] turning
[46] messy
[46] incomplete
[46] unreliable
[46] #covid19
[42] work
[36] credible

Top Words in Tweet in G6:
[48] data
[32] journalist
[25] pulitzercenter
[23] proposals
[15] editor
[15] digital
[13] #journalism
[12] still
[12] seeking
[12] featuring

Top Words in Tweet in G7:
[34] data
[32] story
[31] journalism
[31] team
[30] doing
[30] work
[29] ons
[29] astonishing
[29] lately
[29] telling

Top Words in Tweet in G8:
[21] data
[17] cdcgov
[15] journalism
[15] charlesornstein
[15] cdcdirector
[15] american
[15] #journalism
[15] draw
[15] comparison
[15] btwn

Top Words in Tweet in G9:
[16] opendemocracy's
[16] anihovh
[16] aryakarijo
[14] claireprovost
[12] help
[12] #covid19
[12] during
[12] #childbirth
[11] investigate
[11] affecting

Top Words in Tweet in G10:
[41] #ddj
[22] journ_online
[21] 16
[13] datenjournalismus
[13] hkornfeld
[12] neuen
[12] kerndisziplin
[12] analyse
[12] frei
[12] alle

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1555] investigative,journalism
[1481] ida,wells
[1477] data,investigative
[1475] wells,foremother
[1475] foremother,data
[1475] journalism,sociologist
[1475] sociologist,suffragist
[1475] suffragist,born
[1475] born,today
[1475] today,1862

Top Word Pairs in Tweet in G1:
[1475] ida,wells
[1475] wells,foremother
[1475] foremother,data
[1475] data,investigative
[1475] investigative,journalism
[1475] journalism,sociologist
[1475] sociologist,suffragist
[1475] suffragist,born
[1475] born,today
[1475] today,1862

Top Word Pairs in Tweet in G2:
[60] data,journalism
[36] 10,#ddj
[32] journalists,join
[32] join,googlenewsinit
[32] googlenewsinit,free
[32] free,online
[32] online,training
[32] training,help
[32] help,tell
[32] tell,data

Top Word Pairs in Tweet in G3:
[337] dou,em
[337] em,#ddj
[139] jornalismodados,dou
[123] #ddj,jornalismodados
[69] jornalismo,dados
[13] ijnetportugues,jornalismo
[12] falta,dados
[12] dados,raça
[11] jornalismo,utilidade
[11] #ddj,morenocris

Top Word Pairs in Tweet in G4:
[24] data,journalism
[8] #ddj,400
[5] covid,19
[5] 5時間,今日やったこと
[4] #ddj,#dj
[3] #ddj,#dataviz
[3] citizen,journalism
[3] ethics,data
[3] research,data
[3] morning,#news

Top Word Pairs in Tweet in G5:
[46] turning,messy
[46] messy,incomplete
[46] incomplete,unreliable
[36] data,credible
[36] credible,journalism
[36] journalism,grueling
[35] unreliable,#covid19
[35] #covid19,data
[35] grueling,work
[35] work,journalists

Top Word Pairs in Tweet in G6:
[17] data,journalist
[12] still,seeking
[12] seeking,proposals
[12] proposals,featuring
[12] featuring,original
[12] original,data
[12] data,collection
[12] collection,analysis
[12] analysis,strong
[12] strong,visuals

Top Word Pairs in Tweet in G7:
[31] data,journalism
[30] team,doing
[29] ons,data
[29] journalism,team
[29] doing,astonishing
[29] astonishing,work
[29] work,lately
[29] lately,telling
[29] telling,story
[29] story,impact

Top Word Pairs in Tweet in G8:
[15] american,#journalism
[15] #journalism,draw
[15] draw,comparison
[15] comparison,btwn
[15] btwn,#authoritarian
[15] #authoritarian,trumpregime
[15] trumpregime,hiding
[14] charlesornstein,cdcgov
[14] cdcgov,cdcdirector
[14] cdcdirector,american

Top Word Pairs in Tweet in G9:
[16] anihovh,aryakarijo
[11] help,investigate
[11] investigate,#covid19
[11] #covid19,affecting
[11] affecting,#womensrights
[11] #womensrights,during
[11] during,#childbirth
[11] #childbirth,opendemocracy's
[11] opendemocracy's,anihovh
[10] claireprovost,help

Top Word Pairs in Tweet in G10:
[12] datenjournalismus,neuen
[12] neuen,kerndisziplin
[12] kerndisziplin,#ddj
[12] #ddj,analyse
[12] analyse,hkornfeld
[12] hkornfeld,frei
[12] frei,alle
[11] journ_online,datenjournalismus
[7] 16,bundesländer
[7] bundesländer,16

Top Replied-To
Top Replied-To in Entire Graph:
@andishehnouraee
@emeraldrobinson
@zackbeauchamp
@cnn
@carolecadwalla
@torontostar
@jburnmurdoch
@shekhargupta
@profgalloway
@theage

Top Replied-To in G2:
@jburnmurdoch
@business
@joshwcomeau
@jbuch57
@datajournalism
@reuters
@labourgay

Top Replied-To in G7:
@anowellwig

Top Replied-To in G8:
@charlesornstein
@vprasadmdmph
@mikejohansenmd
@binghamtonnow
@onlysams69
@andrewyang
@preising

Top Mentioned
Top Mentioned in Entire Graph:
@adriawalkr
@jornalismodados
@e2d3org
@googlenewsinit
@gijn
@datajournalism
@ppmonitorng
@pressfreedom
@dataphyte
@ejcnet

Top Mentioned in G1:
@adriawalkr

Top Mentioned in G2:
@googlenewsinit
@gijn
@datajournalism
@ejcnet
@visualisingdata
@dagmedyaveri
@washingtonpost
@edjnet
@maggiemulvihill
@reuters

Top Mentioned in G3:
@jornalismodados
@ijnetportugues
@agencia_tatu
@qdoisdata
@lucas_thaynan
@edusilvafogo
@redetv
@cledivania
@missmaura
@morenocris

Top Mentioned in G4:
@aecnewstoday
@_agrimm

Top Mentioned in G5:
@pressfreedom
@journtoolbox
@ire_nicar
@courtneyr
@sarhutch
@earthjournalism
@gijn
@disolis
@akuchment
@hollyhacker

Top Mentioned in G6:
@pulitzercenter
@ladbible
@viceuk
@labourlist
@worldresources
@pharmafield
@royalnavy
@premiernewsdesk
@printingcharity
@resourcedesk

Top Mentioned in G7:
@ons
@2lsnop
@petesherlock79
@alexhomer
@aimeestanton4
@anowellwig
@paulbradshaw
@spectator
@frasernelson
@england_rob_

Top Mentioned in G8:
@cdcgov
@cdcdirector
@charlesornstein
@brvhrt09
@nytimes
@bariweiss
@vprasadmdmph
@gijn
@courtneyr
@djc795

Top Mentioned in G9:
@opendemocracy
@anihovh
@aryakarijo
@claireprovost
@gavinfreeguard
@google
@warninggraphicc
@nytgraphics
@reutersgraphics
@helenbranswell

Top Mentioned in G10:
@journ_online
@hkornfeld
@jangeorgplavec
@datentaeterin
@lorz
@cutterkom
@halukamb
@alexapavlo
@barjack
@funkeinteraktiv

Top Tweeters
Top Tweeters in Entire Graph:
@odio_nao
@independent
@carmillalusta
@ary_antipt
@thehill
@ndtv
@rapplerdotcom
@g1
@firefire100
@lizditz

Top Tweeters in G1:
@carmillalusta
@firefire100
@wlldirishrose
@ogbeardedbandit
@aquafare
@krysilove
@deathtocrazy
@hoop65_thegreat
@jlesag
@_reddddddd

Top Tweeters in G2:
@independent
@business
@reuters
@folha
@anydel
@bostonglobe
@washingtonpost
@vedatsamur
@calbrownbear
@yvesmulkers

Top Tweeters in G3:
@odio_nao
@ary_antipt
@g1
@redetv
@jornaloglobo
@uol
@dcsbeledaniele
@rosana
@httpames
@danestacom

Top Tweeters in G4:
@dwatchnews
@1147_001
@havenaar64
@rogowskibubba
@kahluaandrum
@journalismjobs
@aecnewstoday
@pressgyal
@morewhit
@cigelske

Top Tweeters in G5:
@lizditz
@bluebirdtrini
@miss_placed_
@genghisgalahad2
@unathi_kwaza
@beccanalia
@flightbomb
@carstarr6
@konstantinabel3
@dialogician

Top Tweeters in G6:
@dropoutnation
@lissnup
@viceuk
@themediamentor
@honeysblood
@ladbible
@journalism
@journalismnews
@inmaorg
@labourlist

Top Tweeters in G7:
@bcomininvisible
@drdaveobrien
@jukesie
@spectator
@marcwebber
@gersonlmartins
@paulbradshaw
@psychingitout
@dochawking
@dianecoyle1859

Top Tweeters in G8:
@nytimes
@cabird6
@matange2
@naattuvarthakal
@eleanddon
@mary_mcdermid
@charlesornstein
@sandra_montisci
@eyesonfoxorg
@barttels2

Top Tweeters in G9:
@websecurityit
@google
@fivethirtyeight
@reportbywilson
@opendemocracy
@helenbranswell
@claresambrook
@charlottejee
@publictech
@clindsaystrath

Top Tweeters in G10:
@nicebastard
@robert_we
@kuedder
@verabunse
@m_c_b
@nick_luethi
@saimalkan
@bjvde
@lorz
@barjack