#ddj, Twitter, 1/9/2018 11:01:53 PM, 136076


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#ddj Twitter NodeXL SNA Map and Report for Tuesday, 09 January 2018 at 19:56 UTC
#ddj Twitter NodeXL SNA Map and Report for Tuesday, 09 January 2018 at 19:56 UTC
From:
Marc_Smith
Uploaded on:
January 09, 2018
Short Description:
#ddj via NodeXL http://bit.ly/2EqAD2V
@itsgeorrge
@warninggraphicc
@gijn
@albertocairo
@evaconstantaras
@paulbradshaw
@pinardag

Description:
Description
The graph represents a network of 443 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, 09 January 2018 at 19:56 UTC.

The requested date range was from Monday, 01 January 2018 at 00:00 UTC through Monday, 08 January 2018 at 23:59 UTC.

The tweets in the network were tweeted over the 7-day, 21-hour, 50-minute period from Monday, 01 January 2018 at 02:00 UTC to Monday, 08 January 2018 at 23:50 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 : 453
Unique Edges : 515
Edges With Duplicates : 296
Total Edges : 811
Number of Edge Types : 3
Mentions : 536
Tweet : 257
Replies to : 18
Self-Loops : 257
Reciprocated Vertex Pair Ratio : 0.0233050847457627
Reciprocated Edge Ratio : 0.0455486542443064
Connected Components : 79
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 204
Maximum Edges in a Connected Component : 415
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.923094
Graph Density : 0.00235890523354627
Modularity : 0.596092
NodeXL Version : 1.0.1.390

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://www.fastcodesign.com/90139343/this-font-makes-graphics-out-of-numbers-in-seconds
[24] http://jonathangray.org/2018/01/08/field-guide-to-fake-news/
[11] https://onlinejournalismblog.com/2018/01/08/book-chapter-data-journalism-creative-commons/?utm_content=buffercea1b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://www.swissinfo.ch/ger/wintersport_je-hoeher-ein-skigebiet--desto-teurer-die-tageskarten/43801162
[7] http://ow.ly/x6jl30aOLXR
[7] https://www.youtube.com/watch?v=ACF_hVokDUk&feature=youtu.be

[7] https://twitter.com/Ananna16/status/950076011432955904
[6] https://gijn.org/2018/01/02/feast-your-eyes-on-15-stunning-data-visualizations/
[5] http://datadrivenjournalism.net/news_and_analysis/8_ways_data_journalism_brought_in_2018
[5] https://twitter.com/lisacrost/status/948617776134021121

Top URLs in Tweet in G1:
[2] https://warninggraphiccontent.tumblr.com/post/169219366401/2-january-2018
[1] http://www.bbc.co.uk/news/uk-42580194
[1] https://twitter.com/i/web/status/949670111606136833
[1] https://twitter.com/GroomB/status/950014518624686081
[1] https://whoownsengland.org/2017/06/18/where-are-the-empty-homes-in-kensington/
[1] https://www.theguardian.com/commentisfree/2017/aug/02/kensington-empty-homes-ownership-transparent
[1] http://www.statsmapsnpix.com/2017/11/a-land-cover-atlas-of-uk.html
[1] https://twitter.com/i/web/status/928541523385438208
[1] http://www.statsmapsnpix.com/2017/11/land-cover-atlas-notes-faqs-and-data.html
[1] https://twitter.com/i/web/status/942820288257036288

Top URLs in Tweet in G2:
[4] https://rotter.datajournalist.dk
[4] https://www.kommunen.dk/artikel/379-499-rotter-se-om-der-er-blevet-slet-rotter-ihjel-i-dit-nabolag
[3] https://twitter.com/visualisingdata/status/943869418408497159
[3] http://flowingdata.com/2017/12/28/10-best-data-visualization-projects-of-2017/?utm_content=buffer536b9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://datastori.es/111-data-vis-around-the-world-in-2017/
[2] http://www.storybench.org/six-ways-alberto-cairo-thinks-you-can-improve-your-data-visualizations/?utm_source=DJA+Newsletter&utm_campaign=907d7697ff-EMAIL_CAMPAIGN_2017_11_17&utm_medium=email&utm_term=0_8dec40e980-907d7697ff-149737265
[2] https://schoolofdata.org/2017/12/20/teamsport/
[2] http://datadrivenjournalism.net/news_and_analysis/teaching_data_journalism_a_challenge_for_every_university#disqus_thread
[2] https://www.movebank.org/panel_embedded_movebank_webapp
[2] https://www.journalism.co.uk/tip-of-the-day/tip-check-out-these-15-examples-of-data-visualisation-to-get-inspired/s419/a715575/

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/950495815709220864
[1] https://twitter.com/i/web/status/950495397113450497
[1] https://paper.li/stenpc1/1401400589?edition_id=d5ce9a60-f4be-11e7-9ef3-0cc47a0d1609
[1] https://next.telefonica.de/so-bewegt-sich-deutschland
[1] https://twitter.com/i/web/status/950389823151452161
[1] https://twitter.com/i/web/status/950374422933901312
[1] https://twitter.com/i/web/status/950340057126326273
[1] https://twitter.com/i/web/status/950320399711113216
[1] http://noda2018.se/noda-awards/
[1] https://twitter.com/i/web/status/950130818537713664

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/948507450986115072
[1] https://twitter.com/i/web/status/943789454791204864
[1] http://www.newslens.pk/education-not-guarantee-gender-equality-pakistan/
[1] https://twitter.com/i/web/status/949037936313491456
[1] https://twitter.com/i/web/status/949037947147268096
[1] https://twitter.com/i/web/status/949037946014916609
[1] https://twitter.com/i/web/status/949037944534319104
[1] https://twitter.com/i/web/status/949037943280185344
[1] https://twitter.com/i/web/status/949037940373569536
[1] https://twitter.com/i/web/status/949037937659805696

Top URLs in Tweet in G5:
[27] https://www.fastcodesign.com/90139343/this-font-makes-graphics-out-of-numbers-in-seconds
[1] https://flipboard.com/@flipboard/-this-font-makes-graphics-out-of-numbers/f-9411f9a811%2Ffastcodesign.com
[1] https://twitter.com/i/web/status/948551598090924033

Top URLs in Tweet in G6:
[24] http://jonathangray.org/2018/01/08/field-guide-to-fake-news/
[1] https://twitter.com/i/web/status/950269686628876288

Top URLs in Tweet in G7:
[7] https://twitter.com/Ananna16/status/950076011432955904
[3] https://twitter.com/matthew_daniels/status/948301329788755968
[3] https://twitter.com/Socialfave/status/922415589167190017
[2] https://twitter.com/matthew_daniels/status/945797241184321537
[2] https://twitter.com/jonni_walker/status/948252466277167104
[2] https://ire.org/conferences/nicar18/
[2] https://twitter.com/Socialfave/status/948639908402475008
[2] https://twitter.com/ipfconline1/status/948750924725579781
[1] http://www.thefunctionalart.com/2018/01/interview-about-graphicacy.html
[1] https://twitter.com/klferber/status/947340312174891008

Top URLs in Tweet in G8:
[5] https://gijn.org/2018/01/02/feast-your-eyes-on-15-stunning-data-visualizations/
[5] http://datadrivenjournalism.net/news_and_analysis/8_ways_data_journalism_brought_in_2018
[2] http://www.nytimes.com/interactive/2014/05/11/upshot/up-soccer-table.html?_r=1
[2] https://medium.com/we-are-the-european-journalism-centre/inside-our-plans-for-the-new-data-journalism-handbook-c8eec43e3f98?utm_content=buffer59265&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[1] https://features.propublica.org/2017-year-in-review/visual-storytelling-interactive-data-journalism/
[1] https://twitter.com/i/web/status/949627965154910208
[1] https://twitter.com/i/web/status/948452133497548802
[1] https://twitter.com/i/web/status/949833589419524096
[1] https://twitter.com/i/web/status/948079154213224449
[1] https://twitter.com/i/web/status/947660249451839490

Top URLs in Tweet in G9:
[10] https://onlinejournalismblog.com/2018/01/08/book-chapter-data-journalism-creative-commons/?utm_content=buffercea1b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://twitter.com/lisacrost/status/948617776134021121
[2] https://panamapapers.icij.org
[2] https://onlinejournalismblog.com/2017/12/27/faq-tips-for-journalists-wanting-to-get-started-in-data-journalism/
[1] https://medium.com/data-journalism-awards/2017-marking-events-in-data-60caa5fc6435
[1] https://twitter.com/i/web/status/948215935801884682
[1] https://twitter.com/i/web/status/949219612574576640
[1] https://twitter.com/dw_innovation/status/943789454791204864
[1] https://twitter.com/i/web/status/949999059611332608
[1] https://twitter.com/i/web/status/949998914530430976

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/949143717083885568
[1] https://twitter.com/i/web/status/950321224286121984
[1] https://twitter.com/i/web/status/950117370584076289
[1] https://twitter.com/i/web/status/949868475270549504
[1] https://twitter.com/i/web/status/949687322257317888
[1] https://twitter.com/i/web/status/949437887073996800
[1] https://twitter.com/i/web/status/949596489285849088
[1] https://twitter.com/i/web/status/949323879981428736
[1] https://twitter.com/i/web/status/949708430905872384

Top Domains
Top Domains in Tweet in Entire Graph:
[239] twitter.com
[45] herodote.net
[27] fastcodesign.com
[24] jonathangray.org
[20] wikipedia.org
[14] datadrivenjournalism.net
[13] verigazeteciligi.com
[13] onlinejournalismblog.com
[12] co.uk
[10] youtube.com

Top Domains in Tweet in G1:
[17] twitter.com
[10] co.uk
[5] theguardian.com
[4] tumblr.com
[2] statsmapsnpix.com
[2] gov.uk
[2] out-law.com
[1] whoownsengland.org
[1] whatdotheyknow.com

Top Domains in Tweet in G2:
[21] twitter.com
[4] datadrivenjournalism.net
[4] datastori.es
[4] datajournalist.dk
[4] kommunen.dk
[3] flowingdata.com
[2] storybench.org
[2] schoolofdata.org
[2] movebank.org
[2] co.uk

Top Domains in Tweet in G3:
[28] twitter.com
[6] instagram.com
[3] paper.li
[2] infogram.com
[2] newsnerdnews.co
[1] telefonica.de
[1] noda2018.se
[1] europeandatajournalism.eu

Top Domains in Tweet in G4:
[19] twitter.com
[1] newslens.pk

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

Top Domains in Tweet in G6:
[24] jonathangray.org
[1] twitter.com

Top Domains in Tweet in G7:
[56] twitter.com
[2] ire.org
[1] thefunctionalart.com

Top Domains in Tweet in G8:
[10] datadrivenjournalism.net
[8] twitter.com
[5] gijn.org
[3] nytimes.com
[2] medium.com
[1] propublica.org
[1] opennews.org

Top Domains in Tweet in G9:
[12] onlinejournalismblog.com
[10] twitter.com
[2] icij.org
[1] medium.com
[1] gijn.org

Top Domains in Tweet in G10:
[9] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[528] ddj
[132] dataviz
[55] datajournalism
[36] vg
[30] journalism
[27] opendata
[12] data
[12] mind2gether
[10] genderpaygap
[10] infographics



Top Hashtags in Tweet in G1:
[11] ddj
[10] genderpaygap
[10] opendata
[6] foi
[6] dataviz
[5] emptyhomes
[5] genderpay
[3] grenfelltower
[3] landcover
[3] paygap

Top Hashtags in Tweet in G2:
[75] ddj
[37] dataviz
[20] vg
[17] opendata
[5] datajournalism
[5] balochistan
[4] hansard
[4] verigazeteciliği
[4] data
[2] podcasts

Top Hashtags in Tweet in G3:
[22] ddj
[5] dj
[3] djlifestyle
[3] djlife
[3] djs
[3] djlover
[3] djing
[3] black
[3] traktordj
[3] edm

Top Hashtags in Tweet in G4:
[31] ddj
[8] datajournalism
[3] hackathon
[2] journalismus
[1] backtowork
[1] pakistan
[1] truthtracker
[1] inequality
[1] nationnewsplex
[1] dataviz

Top Hashtags in Tweet in G5:
[27] ddj
[27] journalism
[1] statistics

Top Hashtags in Tweet in G6:
[24] ddj

Top Hashtags in Tweet in G7:
[61] ddj
[56] dataviz
[9] infographics

Top Hashtags in Tweet in G8:
[22] ddj
[6] journos
[5] data
[2] sports
[2] datajournalism
[1] periodismodedatos
[1] journalism
[1] datahandbook
[1] dataviz

Top Hashtags in Tweet in G9:
[25] ddj
[4] piecharts
[3] dataviz
[2] panamapapers
[2] paradisepapers
[2] datajournalism
[1] datajournalismawards
[1] dataanalytics

Top Hashtags in Tweet in G10:
[18] datajournalism
[17] ddj
[1] easterneurope
[1] centraleurope
[1] bigdata

Top Words
Top Words in Tweet in Entire Graph:
[206] Words in Sentiment List#1: Positive
[140] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[9574] Non-categorized Words
[9921] Total Words
[532] ddj
[139] dataviz
[115] data
[84] 01
[67] 2017

Top Words in Tweet in G1:
[11] ddj
[11] today's
[10] genderpaygap
[10] opendata
[6] foi
[6] undertheraedar
[6] links
[6] dataviz
[5] data
[5] emptyhomes

Top Words in Tweet in G2:
[75] ddj
[40] dataviz
[38] data
[20] vg
[17] opendata
[12] puntofisso
[12] 2017
[11] more
[9] pinardag
[8] north

Top Words in Tweet in G3:
[22] ddj
[11] 2017
[7] data
[6] 2018
[5] dj
[4] news
[3] latest
[3] djlifestyle
[3] djlife
[3] djs

Top Words in Tweet in G4:
[31] ddj
[25] stories
[21] data
[18] 2017
[17] evaconstantaras
[17] exhausting
[17] year
[17] full
[17] time
[17] nomad

Top Words in Tweet in G5:
[28] font
[28] makes
[28] graphics
[28] out
[28] numbers
[28] seconds
[28] typography
[28] gt
[28] sparklines
[27] edwardtufte

Top Words in Tweet in G6:
[25] published
[25] full
[25] version
[25] field
[25] guide
[25] fake
[25] news
[25] information
[25] disorders
[24] jwyg

Top Words in Tweet in G7:
[61] ddj
[56] dataviz
[43] najbardziej
[43] angażujący
[43] twett
[43] w
[43] ciągu
[43] ostatnich
[43] 6h
[10] dziennikarz

Top Words in Tweet in G8:
[22] ddj
[15] data
[12] ddjournalism
[7] 2017
[7] new
[7] look
[7] 8
[7] journalism
[6] year
[6] ways

Top Words in Tweet in G9:
[25] ddj
[15] data
[14] paulbradshaw
[11] now
[11] journalism
[10] available
[10] under
[10] creative
[10] commons
[10] book

Top Words in Tweet in G10:
[22] icfjknight
[20] reporting
[20] techniques
[19] fellow
[18] experienced
[18] datajournalism
[18] looking
[18] promote
[17] next
[17] ddj

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[69] ddj,dataviz
[43] najbardziej,angażujący
[43] angażujący,twett
[43] twett,ddj
[43] dataviz,w
[43] w,ciągu
[43] ciągu,ostatnich
[43] ostatnich,6h
[33] date__du__jour,ddj
[28] font,makes

Top Word Pairs in Tweet in G1:
[5] today's,ddj
[5] today's,links
[3] opendata,ish
[3] best,2017
[2] landcover,atlas
[2] genderpaygap,data
[2] paygap,genderequity
[2] genderequity,opendata
[2] genderpaygap,reporting
[2] new,job

Top Word Pairs in Tweet in G2:
[17] ddj,vg
[16] ddj,opendata
[11] ddj,dataviz
[8] data,visualisation
[8] dataviz,ddj
[7] 2017,dataviz
[6] curated,letter
[6] letter,geeky
[6] geeky,news
[6] news,data

Top Word Pairs in Tweet in G3:
[3] djlifestyle,djlife
[3] djlife,djs
[3] djs,djlover
[3] djlover,djing
[3] djing,black
[3] black,traktordj
[3] traktordj,edm
[3] edm,edmlifestyle
[3] edmlifestyle,edmlover
[3] edmlover,edmlife

Top Word Pairs in Tweet in G4:
[18] ddj,stories
[17] exhausting,year
[17] year,full
[17] full,time
[17] time,data
[17] data,nomad
[17] nomad,sharing
[17] sharing,favorite
[17] favorite,2017
[17] 2017,ddj

Top Word Pairs in Tweet in G5:
[28] font,makes
[28] makes,graphics
[28] graphics,out
[28] out,numbers
[28] numbers,seconds
[28] seconds,typography
[28] typography,gt
[28] gt,sparklines
[27] edwardtufte,font
[27] sparklines,ddj

Top Word Pairs in Tweet in G6:
[25] published,full
[25] full,version
[25] version,field
[25] field,guide
[25] guide,fake
[25] fake,news
[25] news,information
[25] information,disorders
[24] jwyg,published
[24] disorders,ddj

Top Word Pairs in Tweet in G7:
[46] ddj,dataviz
[43] najbardziej,angażujący
[43] angażujący,twett
[43] twett,ddj
[43] dataviz,w
[43] w,ciągu
[43] ciągu,ostatnich
[43] ostatnich,6h
[10] dziennikarz,najbardziej
[9] dataviz,infographics

Top Word Pairs in Tweet in G8:
[6] ddj,data
[6] 8,ways
[6] ddjournalism,ddj
[6] data,journalism
[5] último,visualización
[5] visualización,datos
[5] datos,ddj
[5] happy,new
[5] new,year
[5] year,celebrate

Top Word Pairs in Tweet in G9:
[10] now,available
[10] available,under
[10] under,creative
[10] creative,commons
[10] commons,book
[10] book,chapter
[10] chapter,data
[10] data,journalism
[10] journalism,ddj
[9] paulbradshaw,now

Top Word Pairs in Tweet in G10:
[20] reporting,techniques
[18] icfjknight,fellow
[18] fellow,promote
[17] experienced,datajournalism
[17] datajournalism,looking
[17] looking,next
[17] next,icfjknight
[17] promote,ddj
[17] ddj,reporting
[15] icfj,experienced

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@date__du__jour
@edwardtufte
@jwyg
@evaconstantaras
@icfjknight
@dagmedyaveri
@paulbradshaw
@ddjontheway
@icfj
@ddjournalism

Top Mentioned in G1:
@guyshrubsole
@undertheraedar
@odihq
@nytgraphics
@darkgreener
@outlawnews
@instituteforgov
@reutersgraphics
@katedpalmer
@brianmilli

Top Mentioned in G2:
@puntofisso
@pinardag
@dagmedyaveri
@datastories
@bal_voices
@cdcgov
@gramener
@flowingdata
@journocode
@jensh0lm

Top Mentioned in G3:

Top Mentioned in G4:
@evaconstantaras
@anastasiajourno
@dw_innovation
@yds_eu
@morgenpost
@asalamafridi
@mariyamsuleman
@erfanyar
@iadnanaamir
@albertocairo

Top Mentioned in G5:
@edwardtufte

Top Mentioned in G6:
@jwyg

Top Mentioned in G7:
@dziennikarz
@albertocairo
@ire_nicar
@resistdashboard

Top Mentioned in G8:
@ddjournalism
@nytimes
@gijnes
@propublica
@ire_nicar
@source
@ejcnet
@ons

Top Mentioned in G9:
@paulbradshaw
@evaconstantaras
@icijorg
@maid_marianne
@data_blog
@dw_deutsch
@amnesty
@gijn
@ardzdf_akademie

Top Mentioned in G10:
@icfjknight
@icfj
@occrp
@telefonica_de

Top Tweeters
Top Tweeters in Entire Graph:
@lavajatonews
@gamergeeknews
@nytimes
@howardstrauber
@nowiamme
@ianpatterson99
@huffpostcanada
@elsalvadorcom
@vedatsamur
@dw_deutsch

Top Tweeters in G1:
@citylab
@mattburgess1
@capx
@owenboswarva
@upshotnyt
@peterkwells
@citizensadvice
@joswinson
@cathynewman
@opengovpart

Top Tweeters in G2:
@ianpatterson99
@todoenpcve
@opendatamonkey
@algorithmic_ef
@zurairi
@puntofisso
@itsgeorrge
@adders
@dukhtarzehri
@dataandme

Top Tweeters in G3:
@ulrikamhedman
@wturtera
@gomaxxx
@fauxchart
@newsnerdnews
@rafacamu
@davidottewell
@oohrip
@ronanprice
@vyallamelli

Top Tweeters in G4:
@morgenpost
@gibranashraf
@datakid23
@lndata
@yanoak
@sandramoscoso
@jqg
@barthanssens
@kirstystyles1
@lucia_adams

Top Tweeters in G5:
@jkohlmann
@omicsomicsblog
@jtth
@stephanielahey
@christlet
@scottwesterfeld
@janiczek
@michaelavaughn
@noteasybngreen
@edwardtufte

Top Tweeters in G6:
@carolinesinders
@sylvianursebc
@accessjames
@mschenk
@nikeshbalami
@yearrypanji
@maxgreco
@sage_news
@mistertim
@gchenais

Top Tweeters in G7:
@nowiamme
@gtatidea
@dziennikarz
@clem_c
@albertocairo
@jarotter
@startupsbot
@ananna16
@yupa884
@ipromagtwt

Top Tweeters in G8:
@nytimes
@pmanzo70
@dmedialab
@propublica
@norasagastume
@liliasaul
@indiaspend
@annaliseak
@ons
@ejcnet

Top Tweeters in G9:
@lavajatonews
@dw_deutsch
@marxculture
@paulbradshaw
@boutotcom
@digidickinson
@amnesty
@icijorg
@lartonmedia
@brunoboutot

Top Tweeters in G10:
@99999sv
@__redlily__
@marychuy13
@tanyalokot
@debshearer1
@nit_set
@tshepotothet
@icfj
@icfjknight
@occrp