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#ddj_2019-08-13_15-17-55.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2019
Description:
Description
The graph represents a network of 717 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, 13 August 2019 at 22:18 UTC.

The requested start date was Monday, 12 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, 17-hour, 19-minute period from Tuesday, 06 August 2019 at 05:00 UTC to Sunday, 11 August 2019 at 22:19 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 : 717
Unique Edges : 1054
Edges With Duplicates : 213
Total Edges : 1267
Number of Edge Types : 3
Mentions : 1153
Tweet : 98
Replies to : 16
Self-Loops : 98
Reciprocated Vertex Pair Ratio : 0.0277511961722488
Reciprocated Edge Ratio : 0.0540037243947858
Connected Components : 53
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 532
Maximum Edges in a Connected Component : 1046
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.115331
Graph Density : 0.00209205020920502
Modularity : 0.72945
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/2019/08/08/gijns-data-journalism-top-10-visualizing-climate-change-numbers-from-phrases-democratic-donors-moscow-money/
[17] http://www.thefunctionalart.com/2019/08/first-reactions-to-how-charts-lie.html
[16] https://interactive.aljazeera.com/aje/2019/plundering-cambodias-forests/index.html
[13] https://centre.humdata.org/data-skills-for-all-humanitarians/?utm_medium=mailchim
[9] https://www.behance.net/FedericaFragapane
[8] https://datajournalism.com/read/longreads/a-dossier-of-data-journalism-teaching-strategies
[7] https://www.spiegel.de/wissenschaft/natur/wetter-daten-rekord-sommer-wie-warm-war-2019-im-vergleich-zu-2018-a-1280048.html
[6] https://www.midweekherald.co.uk/news/map-of-big-cat-sightings-made-from-devon-and-cornwall-police-log-1-6208628
[6] https://informationisbeautiful.net/visualizations/dataviz-books/
[6] https://boards.greenhouse.io/themarkup

Top URLs in Tweet in G1:
[1] https://interaktiv.tagesspiegel.de/lab/deutschland-im-funkloch/

Top URLs in Tweet in G2:
[30] https://gijn.org/2019/08/08/gijns-data-journalism-top-10-visualizing-climate-change-numbers-from-phrases-democratic-donors-moscow-money/
[1] https://www.niemanlab.org/2019/06/the-new-york-times-has-a-course-to-teach-its-reporters-data-skills-and-now-theyve-open-sourced-it/
[1] https://medium.com/multiple-views-visualization-research-explained/theydrawit-an-authoring-tool-for-belief-driven-visualization-b3267a001480
[1] https://gijn.org/2019/07/25/gijns-data-journalism-top-10-aging-wimbledon-must-read-dataviz-bad-charts-german-opera/

Top URLs in Tweet in G3:
[2] https://www.ft.com/content/591395fe-b761-11e9-96bd-8e884d3ea203
[2] https://www.ft.com/video/71e3707e-d72a-4ca8-8fd9-2e81d8ccc691
[1] https://www.ft.com/content/dda8b286-b928-11e9-96bd-8e884d3ea203
[1] https://www.ft.com/content/84d7a67a-ba96-11e9-96bd-8e884d3ea203
[1] https://www.midweekherald.co.uk/news/map-of-big-cat-sightings-made-from-devon-and-cornwall-police-log-1-6208628
[1] https://twitter.com/GurmanBhatia/status/1155391213303808000
[1] https://www.behance.net/FedericaFragapane

Top URLs in Tweet in G4:
[7] https://www.spiegel.de/wissenschaft/natur/wetter-daten-rekord-sommer-wie-warm-war-2019-im-vergleich-zu-2018-a-1280048.html
[4] https://docs.google.com/forms/d/e/1FAIpQLSfOQ6kE6ddX9Ugp7HSj2tCDW1YqQXKna-BIYTkrLYnn_UJrCw/viewform
[3] https://twitter.com/hdambeck/status/1160193061735030786
[2] https://twitter.com/nrecherche/status/1159065340074217472
[2] https://twitter.com/FvCastell/status/1158733346136100866
[1] https://projekte.sueddeutsche.de/artikel/wissen/grafiken-zur-waffengewalt-in-den-usa-e311519/?reduced=true
[1] https://www.spiegel.de/artikel/a-1281293.html
[1] https://scicar.de/
[1] https://twitter.com/jonathanstray/status/1146132537145565184
[1] https://twitter.com/mjKolly/status/1158635570161246208

Top URLs in Tweet in G5:
[13] https://centre.humdata.org/data-skills-for-all-humanitarians/?utm_medium=mailchim
[8] https://datajournalism.com/read/longreads/a-dossier-of-data-journalism-teaching-strategies
[6] https://informationisbeautiful.net/visualizations/dataviz-books/
[3] http://Geojournalism.org
[3] https://mailchi.mp/59f769f37024/veri-bulteni-355269
[3] https://link.medium.com/cWn6pSqJYY
[3] https://link.medium.com/qgs1E6eDTY
[2] https://surveys.europeandatajournalism.eu/quiz/edjnet/
[2] https://tbm.collector-survey.tudelft.nl/nq.cfm?q=A6FA7521-9391-4405-B613-000D807ADBAF
[2] https://books.google.com.tr/books?hl=tr&lr=&id=rXimDwAAQBAJ&oi=fnd&pg=PA365&dq=Data+Journalism&ots=Mlv1RfaBUx&sig=IaWaDo90hfRzrOeKmpToq3EZUQU&redir_esc=y#v=onepage&q=Data

Top URLs in Tweet in G6:
[16] http://www.thefunctionalart.com/2019/08/first-reactions-to-how-charts-lie.html
[6] https://boards.greenhouse.io/themarkup
[4] http://www.thefunctionalart.com/2019/08/yes-nate-silver-knows-how-to-read.html
[1] https://medium.com/nightingale/democratizing-visualization-by-lowering-the-barrier-of-entry-c46d30a2ab41
[1] https://twitter.com/ryansagare/status/1158783753768120328
[1] https://twitter.com/VisInPractice/status/1158779410075406336
[1] https://twitter.com/wiederkehra/status/1158687984897732608
[1] https://twitter.com/team_markup/status/1158785491283697666
[1] http://datagifmaker.withgoogle.com
[1] https://twitter.com/smfrogers/status/1103348646005760000

Top URLs in Tweet in G7:
[3] https://www.midweekherald.co.uk/news/map-of-big-cat-sightings-made-from-devon-and-cornwall-police-log-1-6208628
[2] https://www.bbc.co.uk/news/health-49277813
[2] https://warninggraphiccontent.tumblr.com/post/186882292241/9-august-2019
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/deathsregisteredinenglandandwalesseriesdrreferencetables
[1] https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/adhocs/009649deathsfromasthmaandchronicobstructivepulmonarydiseasebyagegroupenglandandwales2001to2017
[1] https://www.bbc.co.uk/news/uk-england-49207887
[1] https://www.bbc.co.uk/news/uk-49266195

Top URLs in Tweet in G8:
[1] https://www.icij.org/blog/2019/03/how-artificial-intelligence-can-help-us-crack-more-panama-papers-stories/?utm_content=buffer3ec5f&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://www.hongkiat.com/blog/web-scraping-tools/
[1] https://t.co/VwQJ2roBXC

Top URLs in Tweet in G9:
[3] https://www.voxeurop.eu/de/2019/arbeitsmarkt-5123549
[3] https://www.voxeurop.eu/pl/2019/interrail-5123542
[2] https://twinybots.ch/
[2] https://www.midweekherald.co.uk/news/map-of-big-cat-sightings-made-from-devon-and-cornwall-police-log-1-6208628
[1] https://twitter.com/altiziana/status/1158337560764137473
[1] https://ria.ru/20190805/1557121163.html
[1] https://www.visualisingdata.com/2019/07/best-of-the-visualisation-web-may-2019/
[1] https://www.instagram.com/p/B006nwJHpXq/?igshid=1y2etlzzfgazt
[1] https://www.instagram.com/p/B007hGJl7Uk/?igshid=16kjgliir5ulr
[1] https://www.instagram.com/p/B01WaKbD-X3/?igshid=1qv63j9p2xpz1

Top URLs in Tweet in G10:
[8] https://www.behance.net/FedericaFragapane
[2] https://www.behance.net/gallery/82752197/The-Menstrual-Cycle-Scientific-American
[1] https://europeandesign.org/submissions/data-visualizations-for-visual-data-corriere-della-sera-la-lettura-2/

Top Domains
Top Domains in Tweet in Entire Graph:
[40] twitter.com
[32] gijn.org
[21] thefunctionalart.com
[16] co.uk
[16] aljazeera.com
[15] verigazeteciligi.com
[13] humdata.org
[11] behance.net
[11] datajournalism.com
[10] spiegel.de

Top Domains in Tweet in G1:
[1] tagesspiegel.de

Top Domains in Tweet in G2:
[31] gijn.org
[1] niemanlab.org
[1] medium.com

Top Domains in Tweet in G3:
[6] ft.com
[1] co.uk
[1] twitter.com
[1] behance.net

Top Domains in Tweet in G4:
[13] twitter.com
[9] spiegel.de
[4] google.com
[1] sueddeutsche.de
[1] scicar.de

Top Domains in Tweet in G5:
[15] verigazeteciligi.com
[13] humdata.org
[11] datajournalism.com
[7] medium.com
[6] informationisbeautiful.net
[4] mailchi.mp
[3] geojournalism.org
[2] europeandatajournalism.eu
[2] tudelft.nl
[2] com.tr

Top Domains in Tweet in G6:
[20] thefunctionalart.com
[6] greenhouse.io
[5] twitter.com
[1] medium.com
[1] withgoogle.com

Top Domains in Tweet in G7:
[7] co.uk
[2] gov.uk
[2] tumblr.com

Top Domains in Tweet in G8:
[1] icij.org
[1] hongkiat.com
[1] t.co

Top Domains in Tweet in G9:
[8] instagram.com
[6] voxeurop.eu
[2] twinybots.ch
[2] co.uk
[1] twitter.com
[1] ria.ru
[1] visualisingdata.com
[1] apple.com

Top Domains in Tweet in G10:
[10] behance.net
[1] europeandesign.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[424] ddj
[164] dataviz
[54] datajournalism
[46] infographics
[42] vg
[34] data
[20] opendata
[18] github
[17] veriokuryazarlığı
[17] howchartslie



Top Hashtags in Tweet in G1:
[1] dataviz
[1] maps
[1] ddj

Top Hashtags in Tweet in G2:
[51] ddj
[8] data
[8] journalism
[5] dataviz
[4] climatechange
[4] opensource
[4] visualization
[2] инструмент
[1] мосгордуму
[1] интерактив

Top Hashtags in Tweet in G3:
[13] ddj
[8] dataviz
[2] gistribe
[1] climatechange
[1] foi
[1] datavis
[1] india
[1] data
[1] datajournalism
[1] census

Top Hashtags in Tweet in G4:
[78] ddj
[14] verifikation
[14] multimedia
[12] tarantino
[9] dataviz
[4] scicar19
[2] journocoders
[1] datajournalism
[1] sharingiscaring
[1] sharingsiscaring

Top Hashtags in Tweet in G5:
[70] ddj
[50] dataviz
[42] vg
[17] veriokuryazarlığı
[13] dataliteracy
[9] datajournalism
[8] verigörselleştirme
[7] opendata
[7] verigazeteciliği
[6] data

Top Hashtags in Tweet in G6:
[57] ddj
[53] dataviz
[27] infographics
[25] datajournalism
[16] howchartslie
[4] massshooting
[2] climatechange
[1] data
[1] journalism
[1] guncontrolnow

Top Hashtags in Tweet in G7:
[9] ddj
[5] foi
[4] opendata
[3] datavis
[3] dataviz
[2] asthma
[1] airpollution
[1] domesticviolence
[1] apva
[1] dv

Top Hashtags in Tweet in G8:
[3] ddj
[2] mauritiusleaks
[1] artificialintelligence

Top Hashtags in Tweet in G9:
[26] ddj
[6] edjnet
[5] dj
[3] music
[3] pioneerdj
[3] pioneer
[3] arbeit
[3] europa
[2] dataviz
[2] djs

Top Hashtags in Tweet in G10:
[6] dataviz
[4] ddj
[4] datavisualization
[3] infographic
[1] datavisualisation
[1] infographics

Top Words
Top Words in Tweet in Entire Graph:
[336] Words in Sentiment List#1: Positive
[122] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[15996] Non-categorized Words
[16454] Total Words
[424] #ddj
[164] #dataviz
[138] ab
[133] data
[130] vergleich

Top Words in Tweet in G1:
[121] platz
[121] hinter
[121] dem
[121] senegal
[121] schneidet
[121] deutsche
[121] mobilfunknetz
[121] internationalen
[121] vergleich
[121] ab

Top Words in Tweet in G2:
[51] #ddj
[48] 10
[45] gijn
[37] в
[30] данных
[28] топ
[22] и
[22] с
[22] top
[18] novaya_gazeta

Top Words in Tweet in G3:
[54] sdbernard
[37] article
[23] past
[21] digitalcampbell
[20] graphics
[20] map
[19] beautiful
[19] ian_bott_artist
[19] fascinating
[19] jet

Top Words in Tweet in G4:
[110] ðÿ
[78] #ddj
[28] sich
[27] organisieren
[27] fuck
[23] wollen
[20] ªðÿ
[20] zur
[20] soll
[19] c_endt

Top Words in Tweet in G5:
[70] #ddj
[50] #dataviz
[43] datajournalism
[42] #vg
[41] data
[37] pinardag
[32] veri
[24] açık
[24] üzerine
[23] sip

Top Words in Tweet in G6:
[57] #ddj
[53] #dataviz
[48] albertocairo
[28] data
[27] #infographics
[26] charts
[25] soon
[25] #datajournalism
[24] coming
[24] mooc

Top Words in Tweet in G7:
[9] #ddj
[6] data
[5] #foi
[4] #opendata
[3] owenboswarva
[3] map
[3] big
[3] cat
[3] sightings
[3] devon

Top Words in Tweet in G8:
[17] icijorg
[16] teach
[16] computers
[16] recognize
[16] money
[16] laundering
[16] marinawalkerg
[16] ponders
[16] power
[16] new

Top Words in Tweet in G9:
[26] #ddj
[6] â
[6] #edjnet
[5] #dj
[3] big
[3] #music
[3] #pioneerdj
[3] wollen
[3] arbeitnehmer
[3] #arbeit

Top Words in Tweet in G10:
[12] la_lettura
[10] fedfragapane
[10] sciam
[8] portfolio
[8] updated
[8] latest
[8] projects
[8] bbc
[8] sciencefocus
[7] #datavis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[123] platz,hinter
[123] hinter,dem
[123] dem,senegal
[123] senegal,schneidet
[123] schneidet,deutsche
[123] deutsche,mobilfunknetz
[123] mobilfunknetz,internationalen
[123] internationalen,vergleich
[123] vergleich,ab
[123] ab,zeigen

Top Word Pairs in Tweet in G1:
[121] platz,hinter
[121] hinter,dem
[121] dem,senegal
[121] senegal,schneidet
[121] schneidet,deutsche
[121] deutsche,mobilfunknetz
[121] mobilfunknetz,internationalen
[121] internationalen,vergleich
[121] vergleich,ab
[121] ab,zeigen

Top Word Pairs in Tweet in G2:
[39] 10,#ddj
[28] топ,10
[27] в,топ
[27] #ddj,gijn
[20] top,10
[17] журналистика,данных
[15] поздравляем,дата
[15] дата,отдел
[15] отдел,novaya_gazeta
[15] novaya_gazeta,и

Top Word Pairs in Tweet in G3:
[19] beautiful,graphics
[19] graphics,map
[19] map,ian_bott_artist
[19] ian_bott_artist,digitalcampbell
[19] digitalcampbell,fascinating
[19] fascinating,article
[19] article,jet
[19] jet,stream
[18] sdbernard,beautiful
[18] stream,aâ

Top Word Pairs in Tweet in G4:
[60] ðÿ,ðÿ
[22] sich,#ddj
[20] ðÿ,ªðÿ
[20] ªðÿ,ðÿ
[18] fuck,fuck
[17] bist,datenjournalist
[17] datenjournalist,ðÿ
[17] ðÿ,dann
[17] dann,wollen
[17] wollen,deine

Top Word Pairs in Tweet in G5:
[36] #ddj,#vg
[23] sip,tomorrow's
[23] tomorrow's,coffee
[23] coffee,think
[23] think,network
[23] network,graph
[23] graph,eldiarioes
[23] eldiarioes,_elfaro_
[23] _elfaro_,part
[22] datajournalism,sip

Top Word Pairs in Tweet in G6:
[27] #infographics,#ddj
[26] #dataviz,#infographics
[24] coming,soon
[24] soon,#datajournalism
[24] #datajournalism,#dataviz
[24] #dataviz,mooc
[24] mooc,covering
[24] covering,whole
[24] whole,#ddj
[24] #ddj,process

Top Word Pairs in Tweet in G7:
[4] #foi,#ddj
[3] map,big
[3] big,cat
[3] cat,sightings
[3] sightings,devon
[3] devon,cornwall
[3] cornwall,bethsharp92
[3] bethsharp92,#foi
[3] #ddj,#datavis
[3] #opendata,#ddj

Top Word Pairs in Tweet in G8:
[16] teach,computers
[16] computers,recognize
[16] recognize,money
[16] money,laundering
[16] laundering,marinawalkerg
[16] marinawalkerg,ponders
[16] ponders,power
[16] power,new
[16] new,technology
[16] technology,offer

Top Word Pairs in Tweet in G9:
[6] #edjnet,#ddj
[3] â,wollen
[3] wollen,arbeitnehmer
[3] arbeitnehmer,#edjnet
[3] #ddj,#arbeit
[3] â,dziä
[3] dziä,ki
[3] ki,interrail
[3] interrail,kunszt
[3] kunszt,podrã

Top Word Pairs in Tweet in G10:
[8] portfolio,updated
[8] updated,latest
[8] latest,projects
[8] projects,la_lettura
[8] la_lettura,sciam
[8] sciam,bbc
[8] bbc,sciencefocus
[7] fedfragapane,portfolio
[7] sciencefocus,#datavis
[3] #infographic,#ddj

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@plateauton
@gijn
@sdbernard
@albertocairo
@datajournalism
@pinardag
@eldiarioes
@_elfaro_
@digitalcampbell
@c_endt

Top Mentioned in G1:
@plateauton
@_davidmeidinger
@opensignal
@tagesspiegel

Top Mentioned in G2:
@gijn
@novaya_gazeta
@zayakin_a
@gijnru
@rawgraphs
@albertocairo
@paulbradshaw
@nytimes
@smfrogers
@anastasiajourno

Top Mentioned in G3:
@sdbernard
@digitalcampbell
@ian_bott_artist
@lesliehook
@gurmanbhatia
@bdadonaite
@cleveco
@jburnmurdoch

Top Mentioned in G4:
@c_endt
@fvcastell
@spiegel_data
@hdambeck
@halukamb
@nzzvisuals
@jensradue
@plateauton
@scicar17ff
@jonathanstray

Top Mentioned in G5:
@datajournalism
@pinardag
@eldiarioes
@_elfaro_
@dagmedyaveri
@ejcnet
@googlenewsinit
@gijn
@voydorg
@infobeautiful

Top Mentioned in G6:
@albertocairo
@juliaangwin
@team_markup
@gijn
@sdbernard
@ian_bott_artist
@digitalcampbell
@wiederkehra
@sventitz
@khalid_khattak

Top Mentioned in G7:
@owenboswarva
@bethsharp92
@ons
@asthmauk
@cremsoc
@nytgraphics
@carlislerainey
@econdailycharts
@polislse
@tortoise

Top Mentioned in G8:
@icijorg
@marinawalkerg
@gijnfr
@jskstanford

Top Mentioned in G10:
@la_lettura
@fedfragapane
@sciam
@sciencefocus
@europeandesign
@behance
@francesco_majno
@christiansenjen
@chris

Top Tweeters
Top Tweeters in Entire Graph:
@beritagarid
@guenotmichel
@socolimeshot
@bbcnews
@nytimes
@bbcworld
@abcnews
@vedatsamur
@dwnews
@wopot

Top Tweeters in G1:
@wopot
@martingaedt
@tagesspiegel
@lukascph
@cocktailrent
@bamicke
@anonnewsde
@hesselmann
@andyhesse
@uransoft

Top Tweeters in G2:
@nytimes
@dannywijnhoud
@57sergeeva
@bbcengland
@novaya_gazeta
@fangelico
@straqr
@carbonbrief
@connect4climate
@yurilobus

Top Tweeters in G3:
@odaskal
@teamjakeabbey
@orchidlady303
@remiforall
@glennkesslerwp
@30de2e4d6c4f416
@cartogeek
@jport93
@careyz
@jburnmurdoch

Top Tweeters in G4:
@btkrth
@sz
@sokalist_n
@presroi
@kojote
@clslcsl
@johl
@dvg
@oliverdasgupta
@fubits

Top Tweeters in G5:
@vedatsamur
@eldiarioes
@theeconomist
@travelfish
@_elfaro_
@bbbcccnnn
@margymaclibrary
@liliasaul
@pinardag
@ganchimeg_n

Top Tweeters in G6:
@indeadline
@alexmounde
@albertocairo
@robbtuftshockey
@trappedalien
@jkelly3rd
@zephyr9673
@lirelorra
@prosumidorsoc
@candidomtz

Top Tweeters in G7:
@voxdotcom
@helenclarknz
@willperrin
@owenboswarva
@upshotnyt
@digidickinson
@murraydata
@ons
@cswnews
@fullfact

Top Tweeters in G8:
@guenotmichel
@socolimeshot
@chpsre
@mandahl
@female_pressure
@lucianocantaro
@britneyarmyfr21
@wgetdemocracy
@spcrucianelli
@icijorg

Top Tweeters in G9:
@amruthasuri
@dotdajoker
@parad2x
@namba_gema
@oohrip
@tokyo_gema
@a
@cartocalypse
@voxeuropde
@jaum_gangstar

Top Tweeters in G10:
@sciam
@la_lettura
@behance
@sciencefocus
@mauriziog
@salvatoreparadi
@landa23
@christiansenjen
@lexynesbitt
@maxtofa