#ddj OR (data journalism), Twitter, 7/6/2020 8:34:22 PM, 230280


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#ddj OR (data journalism)_2020-07-06_04-58-51.xlsx
#ddj OR (data journalism)_2020-07-06_04-58-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 06, 2020
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/2ZIbYmP
@stampwords
@gijn
@iankursingh
@ejcnet
@info_aus
@justbementalist
@arctictony
@raju
@palewire
@eads

Top hashtags:
#ddj
#dataviz
#datavisualization
#covid19
#journalism
#datajournalism
#data
#coronavirus

Description:
Description
The graph represents a network of 4,361 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, 06 July 2020 at 11:59 UTC.

The requested start date was Monday, 06 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, 0-minute period from Monday, 29 June 2020 at 00:41 UTC to Sunday, 05 July 2020 at 14:41 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 : 4361
Unique Edges : 2136
Edges With Duplicates : 6821
Total Edges : 8957
Number of Edge Types : 5
Mentions : 1244
Retweet : 3088
MentionsInRetweet : 4101
Replies to : 217
Tweet : 307
Self-Loops : 327
Reciprocated Vertex Pair Ratio : 0.0146708961141951
Reciprocated Edge Ratio : 0.0289175459163736
Connected Components : 397
Single-Vertex Connected Components : 114
Maximum Vertices in a Connected Component : 2855
Maximum Edges in a Connected Component : 6278
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.147016
Graph Density : 0.000269170651458192
Modularity : 0.546793
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 4,361 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, 06 July 2020 at 11:59 UTC.

The requested start date was Monday, 06 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, 0-minute period from Monday, 29 June 2020 at 00:41 UTC to Sunday, 05 July 2020 at 14:41 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:
[1203] https://data.boonmeelab.com/lottery/
[62] https://www.behance.net/gallery/99114047/Population-Density
[24] https://gijn.org/2020/07/02/data-journalism-top-10-how-us-infection-spread-data-hires-identity-theft-and-lightning-strikes-vs-lottery-wins/
[20] https://www.aljazeera.com/programmes/whose-truth-is-it-anyway/2019/11/truth-numbers-redefining-data-journalism-art-191114091038371.html
[16] https://www.youtube.com/watch?v=TqYs0QjY7Pw&t=1s

[16] https://link.springer.com/chapter/10.1007/978-3-030-36315-4_2
[11] https://www.linkedin.com/pulse/jornalismo-de-dados-com-python-an%25C3%25A1lise-r%25C3%25A1pida-e-juliana-servidoni/
[10] https://blog.datawrapper.de/colorblindness-part2/
[10] https://www.journaliststoolbox.org/2020/07/01/mapping-and-geocoding-tools/
[8] https://gijn.org/2020/07/02/top-10-zhurnalistiki-marshrutyi-covid-19-v-ssha-krazha-lichnosti-i-udar-molnii-protiv-vyiigryisha-v-lotereyu/

Top URLs in Tweet in G1:
[1202] https://data.boonmeelab.com/lottery/

Top URLs in Tweet in G3:
[16] https://gijn.org/2020/07/02/data-journalism-top-10-how-us-infection-spread-data-hires-identity-theft-and-lightning-strikes-vs-lottery-wins/
[8] https://gijn.org/2020/07/02/top-10-zhurnalistiki-marshrutyi-covid-19-v-ssha-krazha-lichnosti-i-udar-molnii-protiv-vyiigryisha-v-lotereyu/
[5] http://www.verigazeteciligi.com/veri-cekebileceginiz-api-kaynaklari/
[4] https://gijn.org/2020/06/25/top-10-zhurnalistiki-dannyih-protestyi-na-karte-usa-koronavirusnyie-shtrafyi-v-rossii-i-predvzyatost-politsii-v-anglii/
[4] http://www.verigazeteciligi.com/balikesir-buyuksehir-belediyesi-acik-veri-platformu-olusturdu/
[4] http://www.verigazeteciligi.com/12-kuresel-arastirmaci-gazetecilik-konferansi-gijc21-sydneyde-yapilacak/
[3] https://newsimpact.io/
[3] http://www.verigazeteciligi.com/globalhealth5050-tarafindan-covid-19-cinsiyete-gore-ayristirilmis-veri-toplaniyor/
[2] https://text.ru/
[2] https://pulitzercenter.org/blog/pulitzer-center-announces-new-data-journalism-opportunity?utm_medium=Social&utm_source=Twitter&utm_campaign=DataJournalismOpp

Top URLs in Tweet in G4:
[1] https://publicintegrity.org/?p=90269
[1] https://www.washingtonpost.com/lifestyle/media/the-data-is-in-fox-news-may-have-kept-millions-from-taking-the-coronavirus-threat-seriously/2020/06/26/60d88aa2-b7c3-11ea-a8da-693df3d7674a_story.html

Top URLs in Tweet in G5:
[11] https://www.linkedin.com/pulse/jornalismo-de-dados-com-python-an%25C3%25A1lise-r%25C3%25A1pida-e-juliana-servidoni/
[3] https://www.sbt.com.br/jornalismo/sbt-brasil/noticia/144202-lava-jato-corregedoria-vai-investigar-copia-de-dados-sigilosos
[3] https://twitter.com/Dadoscope1/status/1278413336074424320
[3] https://globoplay.globo.com/v/8664169/
[3] https://twitter.com/Cecillia/status/1279026014593703937
[2] https://escoladedados.org/tutoriais/primeiros-passos-no-jornalismo-de-dados/
[2] https://twitter.com/observatorio/status/1278814959548485632
[2] https://twitter.com/c_aguilargarcia/status/1278947670414032896
[1] https://twitter.com/i/web/status/1279775028251410433
[1] https://twitter.com/i/web/status/1278435568775503873

Top URLs in Tweet in G6:
[2] https://twitter.com/redsteeze/status/1276544534348890113

Top URLs in Tweet in G7:
[3] https://www.washingtonpost.com/lifestyle/media/the-data-is-in-fox-news-may-have-kept-millions-from-taking-the-coronavirus-threat-seriously/2020/06/26/60d88aa2-b7c3-11ea-a8da-693df3d7674a_story.html
[2] http://www.fas.nus.edu.sg/cnm/about-cnm/job-openings
[2] https://opportunite.africa/the-pulitzer-center-on-crisis-reporting-data-journalism-grants-2020-for-innovative-data-driven-journalism-projects/
[2] https://twitter.com/jburnmurdoch/status/1277960112691273728
[2] http://efarmnewsar.com/2020-02-26/agtrace-the-software-that-helps-with-food-traceability.html?utm_source=NoticiasDeCampo&utm_medium=twitter
[2] https://gijn.org/2020/07/02/data-journalism-top-10-how-us-infection-spread-data-hires-identity-theft-and-lightning-strikes-vs-lottery-wins/
[1] https://www.reddit.com/r/Journalism/comments/hhhkwq/the_data_is_in_fox_news_may_have_kept_millions/
[1] https://twitter.com/rafahohr/status/1277506110983933952
[1] https://twitter.com/nytimes/status/1276199749872484352
[1] https://www.research-toolbox.de/

Top URLs in Tweet in G8:
[10] https://blog.datawrapper.de/colorblindness-part2/
[3] https://blog.datawrapper.de/home-office-during-the-coronavirus-pandemic/
[1] https://twitter.com/boissereec/status/1278392151894822919
[1] https://zdfheute-stories-scroll.zdf.de/corona-ruhepuls/index.html#xtor=CS5-62
[1] https://twitter.com/paulbradshaw/status/1277970266824388610
[1] https://twitter.com/datajournalism/status/1278208925360406529
[1] http://blogs.lse.ac.uk/impactofsocialsciences/2020/06/28/book-review-the-infographic-a-history-of-data-graphics-in-news-and-communications-by-murray-dick/
[1] https://twitter.com/Datawrapper/status/1278307444276551682
[1] https://www.ndr.de/nachrichten/info/Corona-Informationen-des-RKI-Das-ueberforderte-Institut,rki124.html
[1] https://www.ndr.de/nachrichten/info/Arbeitsmarkt-Juni-Pandemie-sorgt-weiter-fuer-viele-Arbeitslose,arbeitsmarktjuni126.html

Top URLs in Tweet in G9:
[1] https://www.infoplease.com/culture-entertainment/journalism-literature/top-ten-best-selling-childrens-books-all-time

Top URLs in Tweet in G10:
[62] https://www.behance.net/gallery/99114047/Population-Density
[2] https://www.nytimes.com/interactive/2020/us/coronavirus-spread.html
[1] https://www.youtube.com/watch?v=TqYs0QjY7Pw&t=1s

[1] https://t.ly/Y31r
[1] https://data.boonmeelab.com/lottery/

Top Domains
Top Domains in Tweet in Entire Graph:
[1203] boonmeelab.com
[252] twitter.com
[62] behance.net
[41] gijn.org
[24] youtube.com
[24] datacenterfrontier.com
[23] aljazeera.com
[23] verigazeteciligi.com
[17] medium.com
[16] springer.com

Top Domains in Tweet in G1:
[1202] boonmeelab.com

Top Domains in Tweet in G3:
[31] gijn.org
[23] verigazeteciligi.com
[13] twitter.com
[4] newsimpact.io
[4] pulitzercenter.org
[4] nytimes.com
[3] datajournalism.com
[2] text.ru
[2] google.com
[2] medium.com

Top Domains in Tweet in G4:
[1] publicintegrity.org
[1] washingtonpost.com

Top Domains in Tweet in G5:
[153] twitter.com
[11] linkedin.com
[3] com.br
[3] globo.com
[2] escoladedados.org
[1] uc.pt
[1] github.com

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

Top Domains in Tweet in G7:
[33] twitter.com
[5] co.jp
[5] efarmnewsar.com
[4] instagram.com
[3] washingtonpost.com
[3] co.uk
[3] opportunite.africa
[2] edu.sg
[2] chartbeat.com
[2] gijn.org

Top Domains in Tweet in G8:
[13] datawrapper.de
[5] twitter.com
[2] ndr.de
[1] zdf.de
[1] ac.uk

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

Top Domains in Tweet in G10:
[62] behance.net
[2] nytimes.com
[1] youtube.com
[1] t.ly
[1] boonmeelab.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[683] ddj
[132] dataviz
[64] datavisualization
[58] covid19
[52] journalism
[41] datajournalism
[40] data
[28] coronavirus
[26] datacenter
[21] opendata



Top Hashtags in Tweet in G3:
[89] ddj
[29] covid19
[22] dataviz
[18] datajournalism
[14] nisonline2020
[13] verigazeteciliği
[11] açıkveri
[8] datajournalists
[8] annotation
[7] opendata

Top Hashtags in Tweet in G4:
[3] coronavirus
[1] covid19
[1] journalism
[1] pandemicjournalism

Top Hashtags in Tweet in G5:
[416] ddj
[11] rstats
[5] codabr19
[4] dataviz
[3] covid19
[2] opendata
[1] fsradiobrasil
[1] brequedosapps
[1] datascience

Top Hashtags in Tweet in G7:
[28] ddj
[20] journalism
[13] data
[7] pioneer
[7] dj
[4] media
[4] rekordbox
[3] coronavirus
[3] news
[3] press

Top Hashtags in Tweet in G8:
[32] ddj
[14] dataviz
[9] corona
[2] hamburg
[2] mecklenburg
[2] covid19
[1] datawrapper
[1] transparenz
[1] reproduktionszahl
[1] covid2019

Top Hashtags in Tweet in G10:
[72] dataviz
[63] datavisualization
[4] ddj
[2] datajournalism
[2] visualjournalism
[2] infographic
[1] election
[1] datajournalists
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[1993] data
[1204] ว
[1203] stampwords
[1203] ชวนให
[1203] ไปซ
[1203] อหวยเล
[1203] นในน
[1203] ม
[1203] นจะม
[1203] แผงหวยให

Top Words in Tweet in G1:
[1203] ว
[1202] ชวนให
[1202] ไปซ
[1202] อหวยเล
[1202] นในน
[1202] ม
[1202] นจะม
[1202] แผงหวยให
[1202] เราเล
[1202] อกแล

Top Words in Tweet in G2:
[612] data
[610] bjp
[307] science
[305] prejudice
[305] against
[305] important
[305] trust
[305] tall
[305] taller
[305] tallest

Top Words in Tweet in G3:
[100] data
[89] #ddj
[56] journalism
[50] 10
[40] news
[39] gijn
[37] top
[34] datajournalism
[31] veri
[29] #covid19

Top Words in Tweet in G4:
[384] re
[192] teaming
[192] voxdotcom
[192] series
[192] trump
[192] administration
[192] deregulatory
[192] efforts
[192] excited
[191] publicintegrity

Top Words in Tweet in G5:
[439] em
[416] #ddj
[412] dou
[190] jornalismodados
[149] dados
[144] jornalismo
[52] uma
[36] os
[22] não
[20] rodmh

Top Words in Tweet in G6:
[126] data
[123] science
[122] journalism
[119] nanjala1
[119] kenya
[119] needs
[119] completely
[119] wrong
[119] interpretation
[119] unnecessarily

Top Words in Tweet in G7:
[112] data
[87] journalism
[28] #ddj
[20] #journalism
[15] reporting
[13] #data
[13] more
[12] 2020
[11] center
[11] media

Top Words in Tweet in G8:
[48] die
[43] menschen
[43] niedrigem
[43] ruhepuls
[43] leben
[43] länger
[43] häufig
[43] herzen
[43] ihrer
[43] region

Top Words in Tweet in G9:
[101] cancelled
[100] jk
[100] rowling
[100] fandom
[100] book
[100] sales
[100] gone
[100] shared
[100] experiences
[99] worriedmumofone

Top Words in Tweet in G10:
[72] #dataviz
[68] fedfragapane
[63] #datavisualization
[62] population
[62] density
[62] 40
[62] countries
[62] latest
[62] la_lettura
[61] #inf

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1203] ชวนให,ไปซ
[1203] ไปซ,อหวยเล
[1203] อหวยเล,นในน
[1203] นในน,ม
[1203] ม,นจะม
[1203] นจะม,แผงหวยให
[1203] แผงหวยให,เราเล
[1203] เราเล,อกแล
[1203] อกแล,วตามด
[1203] วตามด,สถ

Top Word Pairs in Tweet in G1:
[1202] ชวนให,ไปซ
[1202] ไปซ,อหวยเล
[1202] อหวยเล,นในน
[1202] นในน,ม
[1202] ม,นจะม
[1202] นจะม,แผงหวยให
[1202] แผงหวยให,เราเล
[1202] เราเล,อกแล
[1202] อกแล,วตามด
[1202] วตามด,สถ

Top Word Pairs in Tweet in G2:
[307] data,science
[305] prejudice,against
[305] against,bjp
[305] bjp,important
[305] important,data
[305] science,trust
[305] trust,data
[305] data,bjp
[305] bjp,tall
[305] tall,taller

Top Word Pairs in Tweet in G3:
[42] 10,#ddj
[37] top,10
[36] data,journalism
[18] gijn,top
[17] news,impact
[17] impact,summits
[16] learn,tools
[16] tools,need
[16] need,monitor
[16] monitor,debunk

Top Word Pairs in Tweet in G4:
[192] re,teaming
[192] teaming,voxdotcom
[192] voxdotcom,series
[192] series,trump
[192] trump,administration
[192] administration,deregulatory
[192] deregulatory,efforts
[192] efforts,re
[192] re,excited
[191] publicintegrity,re

Top Word Pairs in Tweet in G5:
[412] dou,em
[410] em,#ddj
[190] jornalismodados,dou
[179] #ddj,jornalismodados
[73] jornalismo,dados
[20] os,dados
[20] #ddj,rodmh
[18] jpcharleaux,qualquer
[18] qualquer,estagiário
[14] história,ilustrada

Top Word Pairs in Tweet in G6:
[119] kenya,needs
[119] needs,science
[119] science,journalism
[119] journalism,completely
[119] completely,wrong
[119] wrong,interpretation
[119] interpretation,data
[119] data,unnecessarily
[119] unnecessarily,inflammatory
[118] nanjala1,kenya

Top Word Pairs in Tweet in G7:
[34] data,journalism
[9] pulitzer,center
[9] center,crisis
[9] crisis,reporting
[9] reporting,data
[8] journalism,grants
[8] grants,2020
[6] innovative,data
[6] data,driven
[6] #ddj,400

Top Word Pairs in Tweet in G8:
[43] menschen,niedrigem
[43] niedrigem,ruhepuls
[43] ruhepuls,leben
[43] leben,länger
[43] länger,häufig
[43] häufig,die
[43] die,herzen
[43] herzen,ihrer
[43] ihrer,region
[43] region,schlagen

Top Word Pairs in Tweet in G9:
[100] jk,rowling
[100] rowling,fandom
[100] fandom,cancelled
[100] cancelled,book
[100] book,sales
[100] sales,gone
[100] gone,shared
[100] shared,experiences
[99] worriedmumofone,jk

Top Word Pairs in Tweet in G10:
[62] population,density
[62] density,40
[62] 40,countries
[62] countries,latest
[62] latest,#dataviz
[62] #dataviz,la_lettura
[62] la_lettura,#datavisualization
[61] fedfragapane,population
[61] #datavisualization,#inf
[8] still,spots

Top Replied-To
Top Replied-To in Entire Graph:
@arctictony
@richgor
@sardesairajdeep
@cv19justiceuk
@carolecadwalla
@wsj
@latimes
@skynews
@fivethirtyeight
@mrdanwalker

Top Replied-To in G2:
@jacklido

Top Replied-To in G3:
@stampwords
@carolecadwalla
@thetraciest
@rukmini
@cnn
@introvertedphd
@nytpolitics
@dailydirtnap
@abc
@jitterbugjaunt

Top Replied-To in G4:
@jaketapper
@theleadcnn

Top Replied-To in G5:
@ronaldopelli

Top Replied-To in G6:
@surambaya

Top Replied-To in G9:
@robjessel

Top Mentioned
Top Mentioned in Entire Graph:
@stampwords
@iankursingh
@publicintegrity
@voxdotcom
@nanjala1
@jornalismodados
@worriedmumofone
@fedfragapane
@la_lettura
@vindugoel

Top Mentioned in G1:
@stampwords

Top Mentioned in G2:
@iankursingh
@andrew_fenichel
@jacklido

Top Mentioned in G3:
@gijn
@datajournalism
@nytimes
@dagmedyaveri
@ejcnet
@pulitzercenter
@googlenewsinit
@pointer_kroncrv
@pramit_b
@johnraja

Top Mentioned in G4:
@voxdotcom
@publicintegrity
@sulliview
@picardonhealth
@dmrevans
@jaketapper
@brynncnn
@postopinions

Top Mentioned in G5:
@jornalismodados
@jpcharleaux
@rodmh
@iloaguiar
@vinicassela
@escoladedados
@raphael_veleda
@dadoscope1
@amanda_rossi
@abraji

Top Mentioned in G6:
@nanjala1
@iankursingh
@hectec_design
@tony_keymoney

Top Mentioned in G7:
@andrewflowers
@snehabanerg

Top Mentioned in G8:
@zdfheute
@lisacrost
@rki_de
@datawrapper
@ardzdf_akademie
@bschwentker
@boissereec
@rponline
@pinardag
@fvcastell

Top Mentioned in G9:
@worriedmumofone
@samaritans

Top Mentioned in G10:
@fedfragapane
@la_lettura
@aiap_ita
@journtoolbox
@prosumidorsoc
@datajournalism
@gijnru
@datawrapper
@lisacrost
@stampwords

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@odio_nao
@cagney1991
@novembris92
@chidambara09
@independent
@___denise___eu_
@dhruvbhim
@finit_exofriend
@990208_

Top Tweeters in G1:
@novembris92
@finit_exofriend
@990208_
@ioumba
@1995_0519
@dreamjaja
@jenoker_
@cjitkup
@9janx_
@icedamericano49

Top Tweeters in G2:
@dhruvbhim
@debashishhits
@chandbrajesh
@gurujeegayabh
@nayayoungindia
@arunmcops
@mukeshparmar146
@bhakthlokesh
@senag23
@panickeruma

Top Tweeters in G3:
@reuters
@nytimes
@dwatchnews
@washingtonpost
@abc
@cnn
@steph80335
@cbsnews
@digitaldecoded1
@theeconomist

Top Tweeters in G4:
@missb62
@cagney1991
@russelltim151
@lisakbromley
@reagancbrown
@tigerbeat
@robinmcouch
@redz041
@mary_swilling
@bjcrochet

Top Tweeters in G5:
@odio_nao
@___denise___eu_
@mulher_noticia
@silmarq
@folha
@uol
@bot_corona_v
@ffrajola
@flamengo
@rstatstweet

Top Tweeters in G6:
@waweru
@billow_jr
@potentash
@njokingumi
@kenjapala
@solomonkarori2
@danokello_
@sewes_
@owiraowira
@spazzle_

Top Tweeters in G7:
@foxylustygrover
@1147_001
@mediabot
@apocalypticanow
@themediamentor
@vbaileyactor
@garrett_wollman
@jeffsantilli
@sarah_m_e
@granderojo

Top Tweeters in G8:
@chrisbrey1
@btkrth
@fasnix
@zeitonline
@___dagger___
@sz
@goettergattin42
@mariong1
@h_odiug
@snowy_carpender

Top Tweeters in G9:
@lesleygsmith3
@zeno001
@neurolawguy
@nwtog
@msmainstay
@sbarrbrisebois
@lauralols
@vrarda1
@lowe_adam
@dianjo

Top Tweeters in G10:
@yvesmulkers
@lupemohawk
@tankyankee
@bbbcccnnn
@zizzycarter
@urbanbike
@nahum
@kristinhenry
@hampshire67
@hajer_alqassimi