#ddj, Twitter, 8/6/2019 11:57:27 PM, 205899


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#ddj_2019-08-06_15-17-55.xlsx
#ddj_2019-08-06_15-17-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2019
Short Description:
#ddj via NodeXL http://bit.ly/2YuuktB
@gijnru
@albertocairo
@gijn
@datajournalism
@zahratunda
@code4africa
@england_rob_
@warninggraphicc
@alexhomer
@alice_corona

Top hashtags:
#ddj
#dataviz
#infographics
#opendata
#howchartslie
#jobalert
#datajournalism
#jornalistas

Description:
Description
The graph represents a network of 511 Twitter users whose tweets in the requested range contained "#ddj", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 06 August 2019 at 22:18 UTC.

The requested start date was Monday, 05 August 2019 at 00:01 UTC and the maximum number of days (going backward) was 6.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 5-day, 21-hour, 5-minute period from Tuesday, 30 July 2019 at 00:15 UTC to Sunday, 04 August 2019 at 21:21 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 : 511
Unique Edges : 648
Edges With Duplicates : 125
Total Edges : 773
Number of Edge Types : 3
Mentions : 679
Tweet : 79
Replies to : 15
Self-Loops : 79
Reciprocated Vertex Pair Ratio : 0.0387722132471729
Reciprocated Edge Ratio : 0.0746500777604977
Connected Components : 57
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 300
Maximum Edges in a Connected Component : 518
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.097656
Graph Density : 0.00246728828517708
Modularity : 0.71287
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://gijn.org/2019/08/01/gijns-data-journalism-top-10-hong-kong-protests-migration-waves-democratizing-dataviz/
[21] http://www.thefunctionalart.com/2019/07/the-mercator-projection-isnt-monstrosity.html
[14] http://www.thefunctionalart.com/2019/08/lovely-maps-by-nyt.html
[11] https://twitter.com/ODcamp/status/1158000270573473792
[10] http://www.thefunctionalart.com/2019/08/yes-chart-is-misleadingbut-numbers-are.html
[8] https://www.eventbrite.co.uk/e/open-data-camp-7-london-tickets-66757416229
[7] https://twitter.com/rawgraphs/status/1156177707249672192
[6] http://datagifmaker.withgoogle.com
[6] http://www.thefunctionalart.com/2019/07/this-is-why-i-wrote-how-charts-lie.html
[5] https://mailchi.mp/e8276ca9548b/veri-bulteni

Top URLs in Tweet in G1:
[31] https://gijn.org/2019/08/01/gijns-data-journalism-top-10-hong-kong-protests-migration-waves-democratizing-dataviz/
[2] https://gijn.org/2019/07/18/gijns-data-journalism-top-10-amazon-com-the-menstrual-cycle-canadian-sex-crimes-nonsensical-diagrams/
[2] http://www.datastories.pk/stunted-children-under-five-years-of-age-most-in-khyber-pakhtunkhwas-newly-merged-districts-kp-nmd/
[1] https://www.novayagazeta.ru/articles/2019/08/01/81457-shtaby-na-lyamkah
[1] http://www.datastories.pk/citations/
[1] https://twitter.com/EdjNet/status/1148184097031892992

Top URLs in Tweet in G2:
[21] http://www.thefunctionalart.com/2019/07/the-mercator-projection-isnt-monstrosity.html
[13] http://www.thefunctionalart.com/2019/08/lovely-maps-by-nyt.html
[10] http://www.thefunctionalart.com/2019/08/yes-chart-is-misleadingbut-numbers-are.html
[7] https://twitter.com/rawgraphs/status/1156177707249672192
[6] http://www.thefunctionalart.com/2019/07/this-is-why-i-wrote-how-charts-lie.html
[2] http://www.thefunctionalart.com/2019/06/an-interview-about-how-charts-lie.html

Top URLs in Tweet in G3:
[2] https://goo.gl/dtYvee?utm_content=buffer845d3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://datajournalism.com/read/newsletters/ama-with-the-economists-data-team
[1] https://datajournalism.com/read/longreads/a-dossier-of-data-journalism-teaching-strategies
[1] https://junkcharts.typepad.com/junk_charts/2019/07/what-is-a-bad-chart.html
[1] https://source.opennews.org/articles/how-we-visualized-election-no-political-parties/?mc_cid=82d5ac0e45&mc_eid=4ca1d4cbc8
[1] https://docs.google.com/forms/d/e/1FAIpQLSdWkrVwlgIWxsebS4qL6TTtWH52HfNJWHiXCBhOfAuvE4cLTw/viewform?usp=send_form
[1] https://datajournalism.com/read/newsletters/bad-charts
[1] http://www.thefunctionalart.com/2019/08/lovely-maps-by-nyt.html
[1] https://github.com/BBC-Data-Unit/tree-planting

Top URLs in Tweet in G4:
[1] https://opportunities.codeforafrica.org/2019/07/24/freelance-fact-checkers-kampala-and-dar-es-salaam/
[1] https://citizentv.co.ke/news/top-journalists-win-key-awards-at-african-women-in-the-media-awim19-conference-266386/?amp&__twitter_impression=true

Top URLs in Tweet in G5:
[2] https://twitter.com/utcentroknight/status/1157399421753028610

Top URLs in Tweet in G6:
[3] https://www.voxeurop.eu/fr/2019/march-du-travail-5123540
[3] https://www.voxeurop.eu/fr/2019/d-pression-5123541
[3] https://www.voxeurop.eu/it/2019/mercato-del-lavoro-5123539
[2] https://www.visualisingdata.com/2019/07/best-of-the-visualisation-web-may-2019/
[1] https://www.instagram.com/p/B0hYlcCJ3sR/?igshid=qlpyq9tnmgw9
[1] https://www.youtube.com/watch?v=nB4gpbqAxds&feature=youtu.be

[1] https://item.mercari.com/jp/m18528889913
[1] http://www.5wgraphics.com
[1] https://onlinejournalismblog.com/2019/07/29/when-you-get-data-in-sentences-how-to-use-a-spreadsheet-to-extract-numbers-from-phrases/
[1] https://www.mixcloud.com/aquil-snipes/late-night-mix/

Top URLs in Tweet in G7:
[2] https://gf.me/u/uid6sw
[1] https://www.eventbrite.co.uk/e/btng-hackathon-2019-tickets-58265153643
[1] https://birminghameastside.com/grants-awarded-in-the-west-midlands-at-its-lowest-level-since-2010/

Top URLs in Tweet in G8:
[4] https://sisweb.ucd.ie/usis/!W_HU_MENU.P_PUBLISH?p_tag=PROG&MAJR=W386
[1] http://newslab.ie/ddjucd/
[1] https://careers.thejournal.ie/noteworthy/investigative-reporter/

Top URLs in Tweet in G9:
[4] https://onlinejournalismblog.com/2019/07/29/when-you-get-data-in-sentences-how-to-use-a-spreadsheet-to-extract-numbers-from-phrases/
[1] https://twitter.com/puntofisso/status/1155401816009576448
[1] https://www.bbc.co.uk/news/uk-england-47541491
[1] https://github.com/BBC-Data-Unit/tree-planting
[1] https://twitter.com/England_Rob_/status/1156126234830680065
[1] https://www.bbc.co.uk/news/resources/idt-985b9374-596e-4ae6-aa04-7fbcae4cb7ee
[1] https://twitter.com/danwainwright/status/1156086365630717952

Top URLs in Tweet in G10:
[2] https://warninggraphiccontent.tumblr.com/post/186719090371/2-august-2019

Top Domains
Top Domains in Tweet in Entire Graph:
[53] thefunctionalart.com
[35] gijn.org
[33] twitter.com
[17] mailchi.mp
[14] co.uk
[10] verigazeteciligi.com
[9] instagram.com
[9] voxeurop.eu
[8] ft.com
[6] withgoogle.com

Top Domains in Tweet in G1:
[33] gijn.org
[3] datastories.pk
[1] novayagazeta.ru
[1] twitter.com

Top Domains in Tweet in G2:
[52] thefunctionalart.com
[7] twitter.com

Top Domains in Tweet in G3:
[3] datajournalism.com
[2] goo.gl
[1] typepad.com
[1] opennews.org
[1] google.com
[1] thefunctionalart.com
[1] github.com

Top Domains in Tweet in G4:
[1] codeforafrica.org
[1] co.ke

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

Top Domains in Tweet in G6:
[9] instagram.com
[9] voxeurop.eu
[2] visualisingdata.com
[1] youtube.com
[1] mercari.com
[1] 5wgraphics.com
[1] onlinejournalismblog.com
[1] mixcloud.com
[1] twitter.com
[1] avforyou.com

Top Domains in Tweet in G7:
[2] gf.me
[1] co.uk
[1] birminghameastside.com

Top Domains in Tweet in G8:
[4] ucd.ie
[1] newslab.ie
[1] thejournal.ie

Top Domains in Tweet in G9:
[4] onlinejournalismblog.com
[3] twitter.com
[2] co.uk
[1] github.com

Top Domains in Tweet in G10:
[2] tumblr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[268] ddj
[102] dataviz
[45] infographics
[34] opendata
[27] howchartslie
[21] jobalert
[20] datajournalism
[18] jornalistas
[18] jornalismo
[11] açıkveri



Top Hashtags in Tweet in G1:
[47] ddj
[7] data
[7] pakistan
[4] climatechange
[4] datajournalism
[2] dataviz
[2] china
[2] stunted
[2] fata
[1] climatechangeisreal

Top Hashtags in Tweet in G2:
[50] dataviz
[47] ddj
[41] infographics
[26] howchartslie
[6] visualization
[2] massshooting
[1] guncontrolnow
[1] datajournalism
[1] investigativereporting
[1] data

Top Hashtags in Tweet in G3:
[13] ddj
[6] dataviz
[4] datajournalism
[3] charts
[2] gijn
[2] uranium
[1] journalism
[1] jschool
[1] election
[1] malaysia

Top Hashtags in Tweet in G4:
[20] jobalert
[7] ddj
[6] awim19
[5] wanadata
[5] dataviz
[1] kampala
[1] daressalaam
[1] facts

Top Hashtags in Tweet in G5:
[18] jornalistas
[18] jornalismo
[2] ddj
[1] dados

Top Hashtags in Tweet in G6:
[29] ddj
[9] edjnet
[4] pioneerdj
[3] pioneer
[3] dataviz
[3] music
[3] virtualdj
[3] djs
[3] cdjs
[3] djibouti

Top Hashtags in Tweet in G7:
[4] ddj
[1] btnghackathon2019
[1] opendata
[1] doingmediadifferently

Top Hashtags in Tweet in G8:
[3] ddj
[2] datajournalism
[1] ire19
[1] cijsummer

Top Hashtags in Tweet in G9:
[12] ddj
[4] climatechange
[1] hansard
[1] machinelearning
[1] opendata
[1] dataethics
[1] datajournalism

Top Hashtags in Tweet in G10:
[3] dataviz
[3] ddj
[3] opendata

Top Words
Top Words in Tweet in Entire Graph:
[207] Words in Sentiment List#1: Positive
[125] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9719] Non-categorized Words
[10051] Total Words
[268] #ddj
[116] data
[102] #dataviz
[66] new
[59] albertocairo

Top Words in Tweet in G1:
[47] #ddj
[39] с
[38] 10
[34] финансовые
[34] отчеты
[34] разных
[34] независимых
[34] кандидатов
[34] продемонстрировали
[34] совпадения

Top Words in Tweet in G2:
[55] albertocairo
[50] #dataviz
[50] new
[50] post
[47] #ddj
[41] #infographics
[26] #howchartslie
[21] mercator
[21] projection
[21] monstrosity

Top Words in Tweet in G3:
[40] datajournalism
[38] data
[30] charts
[23] team
[22] theeconomist
[22] make
[22] themselves
[22] behind
[22] each
[22] one

Top Words in Tweet in G4:
[43] code4africa
[20] #jobalert
[20] knack
[20] sniffing
[20] out
[20] truth
[20] immediate
[20] vacancies
[20] freelance
[20] fact

Top Words in Tweet in G5:
[19] excelente
[19] curso
[19] com
[19] é
[18] alô
[18] #jornalistas
[18] começa
[18] nesta
[18] segunda
[18] feira

Top Words in Tweet in G6:
[29] #ddj
[9] #edjnet
[6] les
[6] djonuryildiz
[5] dj
[4] #pioneerdj
[3] #pioneer
[3] visualization
[3] #dataviz
[3] #music

Top Words in Tweet in G7:
[4] #ddj
[2] paulineroche
[2] laurathejourno
[2] think
[2] topic
[2] weekend
[2] hack
[2] curbing
[2] effects
[2] brain

Top Words in Tweet in G8:
[16] data
[16] journalism
[15] ucd
[15] now
[15] accepting
[15] applications
[15] part
[15] time
[15] cpd
[13] bahareh360

Top Words in Tweet in G9:
[12] #ddj
[9] story
[6] tree
[6] paulbradshaw
[5] planting
[4] #climatechange
[4] extracting
[4] numbers
[4] phrases
[4] unduly

Top Words in Tweet in G10:
[3] week's
[3] #dataviz
[3] #ddj
[3] #opendata
[3] links
[2] more
[2] including
[2] majority
[2] view
[2] boris

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] new,post
[47] albertocairo,new
[42] #dataviz,#infographics
[42] #infographics,#ddj
[38] data,journalism
[34] 10,#ddj
[34] финансовые,отчеты
[34] отчеты,разных
[34] разных,независимых
[34] независимых,кандидатов

Top Word Pairs in Tweet in G1:
[34] финансовые,отчеты
[34] отчеты,разных
[34] разных,независимых
[34] независимых,кандидатов
[34] кандидатов,продемонстрировали
[34] продемонстрировали,совпадения
[34] совпадения,с
[34] с,точностью
[34] точностью,до
[34] до,сотых

Top Word Pairs in Tweet in G2:
[50] new,post
[46] albertocairo,new
[41] #dataviz,#infographics
[40] #infographics,#ddj
[24] #howchartslie,#dataviz
[21] post,mercator
[21] mercator,projection
[21] projection,monstrosity
[21] monstrosity,#dataviz
[13] post,mixed

Top Word Pairs in Tweet in G3:
[22] charts,theeconomist
[22] theeconomist,make
[22] make,themselves
[22] themselves,behind
[22] behind,each
[22] each,one
[22] one,dedicated
[22] dedicated,data
[22] data,team
[22] team,number

Top Word Pairs in Tweet in G4:
[20] #jobalert,knack
[20] knack,sniffing
[20] sniffing,out
[20] out,truth
[20] truth,code4africa
[20] code4africa,immediate
[20] immediate,vacancies
[20] vacancies,freelance
[20] freelance,fact
[19] code4africa,#jobalert

Top Word Pairs in Tweet in G5:
[19] excelente,curso
[18] alô,#jornalistas
[18] #jornalistas,excelente
[18] curso,começa
[18] começa,nesta
[18] nesta,segunda
[18] segunda,feira
[18] feira,é
[18] é,gratis
[18] gratis,entre

Top Word Pairs in Tweet in G6:
[9] #edjnet,#ddj
[3] #dataviz,#ddj
[3] cherchent,les
[3] les,travailleurs
[3] travailleurs,#edjnet
[3] #ddj,#travail
[3] #travail,#emploi
[3] aperçu,être
[3] être,chez
[3] chez,les

Top Word Pairs in Tweet in G7:
[2] laurathejourno,think
[2] think,topic
[2] topic,weekend
[2] weekend,hack
[2] hack,curbing
[2] curbing,effects
[2] effects,brain
[2] brain,drain
[2] drain,emerging
[2] emerging,economies

Top Word Pairs in Tweet in G8:
[16] data,journalism
[15] now,accepting
[15] accepting,applications
[15] applications,part
[15] part,time
[15] time,data
[15] journalism,cpd
[11] ucd,school
[11] school,information
[11] information,communication

Top Word Pairs in Tweet in G9:
[4] tree,planting
[4] extracting,numbers
[4] numbers,phrases
[4] phrases,story
[4] story,unduly
[4] unduly,lenient
[4] lenient,sentencing
[4] sentencing,#ddj
[3] experts,#climatechange
[3] #climatechange,tree

Top Word Pairs in Tweet in G10:
[3] week's,#dataviz
[3] #dataviz,#ddj
[3] #ddj,#opendata
[3] #opendata,links
[2] links,including
[2] including,majority
[2] majority,view
[2] view,boris
[2] boris,good
[2] good,enough

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@albertocairo
@gijn
@datajournalism
@gijnru
@code4africa
@theeconomist
@rosental
@bahareh360
@puntofisso
@_davidmeidinger

Top Mentioned in G1:
@gijn
@gijnru
@datastoriespk1
@edjnet
@datajournalism
@natgeo
@facebook
@zoowalk
@investigatornik
@nytimes

Top Mentioned in G2:
@albertocairo
@gijn
@googlenewsinit
@smfrogers
@charliekirk11
@jacopoottaviani
@howchartslie
@superdatasci
@datastoriespk1
@gijnru

Top Mentioned in G3:
@datajournalism
@theeconomist
@ku
@musmekh
@junkcharts
@highcharts
@gijn
@econdailycharts
@joshrayman
@kuangkeng

Top Mentioned in G4:
@code4africa
@zahratunda
@gurmanbhatia
@pesacheck
@realawim

Top Mentioned in G5:
@rosental
@escoladedados
@centroknightut

Top Mentioned in G6:
@djonuryildiz

Top Mentioned in G7:
@paulineroche
@carolecadwalla
@gofundme
@laurathejourno
@opendatamcr
@bhamcitycouncil
@westmidsfunders
@meriel_tnlcf
@hoecf
@bvsc

Top Mentioned in G8:
@bahareh360
@thejournal_ie
@karriekehoe
@ucd_ischool
@ucddublin

Top Mentioned in G9:
@paulbradshaw
@england_rob_
@danwainwright
@alexhomer
@en
@puntofisso
@theyworkforyou
@davetaz
@bbcnewsgraphics
@datajournalism

Top Mentioned in G10:
@aron_cheung
@leewratten
@instituteforgov
@bbcnewsgraphics
@odihq
@reutersgraphics
@ftdata
@cathsleeman
@wiederkehra
@datavizsociety

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@jurylady5
@angelakorras
@beritagarid
@bbcnews
@nytimes
@washingtonpost
@dwatchnews
@lemondefr
@financialtimes

Top Tweeters in G1:
@nytimes
@dwatchnews
@russsl
@57sergeeva
@bbcworldservice
@nyamwanda
@sejorg
@gal_anna
@bushgrey
@hrbrmstr

Top Tweeters in G2:
@indeadline
@clearmapping
@albertocairo
@geographile
@tarushijio
@supersantiego
@cjmoorehead
@charliekirk11
@stathunting
@thomasg77

Top Tweeters in G3:
@alllibertynews
@theeconomist
@bbbcccnnn
@margymaclibrary
@vizworld
@dr_mana
@mariia_doc
@neogeografen
@candidomtz
@datatheism

Top Tweeters in G4:
@mougendi
@enywaru
@badrujumah
@donohoe
@bencolmery4
@davidblawal
@theabikus
@erika_owens
@sholain
@gurmanbhatia

Top Tweeters in G5:
@emiliomoreno
@morenocris
@dani_k
@datacunha
@tomfernandes
@rosental
@ro427_so
@ancara
@centroknightut
@trilob1t

Top Tweeters in G6:
@djbetosp
@oohrip
@voxeuropfr
@voxeuropit
@hoewner
@jegojulien
@king_quillyrjj
@kzwoelf
@10969315taka
@amiham_singh

Top Tweeters in G7:
@bhamcitycouncil
@wheatonlion
@paulineroche
@carolecadwalla
@bvsc
@hoecf
@gofundme
@milsomsam
@opendatamcr
@360giving

Top Tweeters in G8:
@thejournal_ie
@prajnamu
@christinebohan
@sigitpurnomo
@karriekehoe
@ucddublin
@natalieharrower
@colizscott
@dri_ireland
@aidanosulliva15

Top Tweeters in G9:
@en
@paulbradshaw
@alexhomer
@danwainwright
@bbcnewsgraphics
@prestvictoria
@data_meining
@belladonnelly
@vantastcom
@davetaz

Top Tweeters in G10:
@smithsam
@rachelcoldicutt
@instituteforgov
@fullfact
@odihq
@mshepheard
@wiederkehra
@mhbaskin
@warninggraphicc
@ftdata


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