DataJournalism, Twitter, 11/7/2019 12:26:08 AM, 215550


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DataJournalism_2019-11-06_16-18-27.xlsx
DataJournalism_2019-11-06_16-18-27.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 07, 2019
Short Description:
DataJournalism via NodeXL http://bit.ly/32mZYXf
@datajournalism
@gijn
@torontostar
@icijorg
@pinardag
@gijnru
@voydorg
@datastoriespk1
@thestarcalgary
@openpolis

Top hashtags:
#datajournalism
#ddj
#dataviz
#data
#report
#startup
#infographics
#e2d3
#excel
#d3js

Description:
Description
The graph represents a network of 606 Twitter users whose recent tweets contained "DataJournalism", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 07 November 2019 at 00:20 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 8-minute period from Tuesday, 29 October 2019 at 02:00 UTC to Wednesday, 06 November 2019 at 23:08 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 : 606
Unique Edges : 1074
Edges With Duplicates : 182
Total Edges : 1256
Self-Loops : 95
Reciprocated Vertex Pair Ratio : 0.0179754020813623
Reciprocated Edge Ratio : 0.0353159851301115
Connected Components : 70
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 145
Maximum Edges in a Connected Component : 404
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.5927
Graph Density : 0.0029348389384393
Modularity : 0.768951
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 606 Twitter users whose recent tweets contained "DataJournalism", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 07 November 2019 at 00:20 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 8-minute period from Tuesday, 29 October 2019 at 02:00 UTC to Wednesday, 06 November 2019 at 23:08 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 : TwitterSearch
Graph Term : DataJournalism
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[12] https://datajournalism.com/read/newsletters/following-the-money
[11] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[9] https://datajournalism.tools
[5] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[5] http://www.verigazeteciligi.com/kar-amaci-gutmeyen-veri-kaynaklari-listesi/
[4] https://datajournalism.com/watch/fundamental-search-for-journalists?fbclid=IwAR2ItyBzwHeG0q7qk4XTMu5vj4BcQte05F0ZhA8IPgkaZiJjMYx4YHKoJHs
[4] https://datajournalism.com/watch/fundamental-search-for-journalists
[4] https://tecnoblog.net/312620/base-dos-dados-reune-dados-abertos/
[4] https://mailchi.mp/59281f47f4e5/veri-bulteni-3936045
[3] https://www.agi.it/search/?keyword=kpi6&sortField=pubdate&utm_content=96327591&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839

Top URLs in Tweet in G1:
[3] https://datajournalism.com/read/newsletters/following-the-money
[2] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[2] https://datajournalism.com/watch/fundamental-search-for-journalists
[2] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[1] https://drive.google.com/file/d/1KU5N4cuNlyRUGgoGFzT3trLNVr9ESF7X/view?usp=sharing
[1] https://gijn.org/2019/10/24/gijns-data-journalism-top-10-giraffe-anatomy-3d-animation-pub-crawls-isis-talks-trump-lobbyists/
[1] https://gijn.org/online-research-tools/
[1] https://op.europa.eu/en/web/eudataviz/home
[1] https://datajournalism.com/read/longreads/de-identification-for-data-journalists
[1] https://docs.google.com/forms/d/e/1FAIpQLScRPIYmO8Q1r28UQpJo-AT0H7Etkx0Om4biT4jL1TM29_2lWw/viewform

Top URLs in Tweet in G2:
[1] https://www.thestar.com/news/investigations/lead-in-water.html?utm_source=Twitter&utm_medium=SocialMedia&utm_campaign=1000am&utm_campaign_id=Investigations&utm_content=lead-in-water
[1] https://threadreaderapp.com/thread/1191378107619577857.html
[1] https://www.thestar.com/news/investigations/lead-in-water.html
[1] https://projects.thestar.com/lead-in-water/

Top URLs in Tweet in G3:
[1] http://www.rai.it/programmi/report/news/2019/10/finanziamento-comuni-71fc4048-56c1-4a0b-a3fc-61aab3e31db7.html
[1] https://twitter.com/reportrai3/status/1191311484355272704
[1] https://www.openpolis.it/infringeye-il-monitoraggio-delle-infrazioni-europee-con-i-dati/

Top URLs in Tweet in G4:
[8] https://datajournalism.com/read/newsletters/following-the-money
[5] http://www.verigazeteciligi.com/kar-amaci-gutmeyen-veri-kaynaklari-listesi/
[4] https://mailchi.mp/59281f47f4e5/veri-bulteni-3936045
[2] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[2] https://sdelano.media/longs/datajournalism/
[2] https://veribulteni.voyd.org.tr/
[1] https://veribulteni.voyd.org.tr/asya-durmaz-veri-kaynagi-tuikin-ve-bakanlik-raporlarinin-karmasikligina-bir-cozum-olarak-cikti/
[1] https://www.birgun.net/haber-detay/mukemmel-gelecege-birlikte-yuruyelim.html
[1] https://mailchi.mp/e8276ca9548b/veri-bulteni
[1] https://www.tesev.org.tr/wp-content/uploads/Rapor_Kentsel_Politikan%C4%B1n_Desteklenmesi.pdf

Top URLs in Tweet in G5:
[1] https://medium.com/nightingale/power-to-the-powerless-an-interview-with-mona-chalabi-39d73647d80a
[1] https://drive.google.com/drive/folders/1yDz_7EkYcOCMn0nZlAClODcsHw9IDxoZ?usp=sharing

Top URLs in Tweet in G6:
[1] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[1] https://icij.gitbook.io/datashare/all/search-with-operators
[1] https://datashare.icij.org/

Top URLs in Tweet in G7:
[2] https://www.nytimes.com/interactive/2019/11/02/us/politics/trump-twitter-disinformation.html
[2] https://datajournalism.com/read/longreads/putting-data-back-into-context
[1] https://sdelano.media/longs/datajournalism
[1] https://urly.it/3345t
[1] https://community.bigcrunch.io/2019/09/08/how-to-spot-credible-data-publishing/
[1] https://datajournalism.com/read/newsletters/following-the-money
[1] https://twitter.com/FiveThirtyEight/status/1190249091718094848
[1] https://www.datawrapper.de/_/d9XtB/
[1] https://www.datawrapper.de/_/C6iM7/
[1] https://medium.com/nightingale/encode-2019-roundup-takeaways-for-data-storytellers-2fc0a1f5ea49?source=rss-------8-----------------data_science

Top URLs in Tweet in G8:
[11] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[3] https://www.agi.it/search/?keyword=kpi6&sortField=pubdate&utm_content=96327591&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[2] https://www.agi.it/politica/twitter_elezioni_carta_identita_marattin-6463046/news/2019-11-01/?utm_content=104749344&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[1] https://www.agi.it/politica/umbria_elezioni_social-6448946/news/2019-10-28/?utm_content=104430277&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839

Top URLs in Tweet in G9:
[1] https://datajournalism.com/
[1] https://datajournalism.com/read/handbook/two/investigating-data-platforms-and-algorithms/the-algorithms-beat-angles-and-methods-for-investigation

Top URLs in Tweet in G10:
[2] https://www.informationisbeautifulawards.com/showcase/4191-migration-waves

Top Domains
Top Domains in Tweet in Entire Graph:
[33] datajournalism.com
[22] truenumbers.it
[16] medium.com
[9] twitter.com
[9] datajournalism.tools
[7] gijn.org
[6] agi.it
[5] mailchi.mp
[5] verigazeteciligi.com
[5] thestar.com

Top Domains in Tweet in G1:
[10] datajournalism.com
[4] gijn.org
[2] google.com
[1] europa.eu
[1] exposure.co
[1] firstdraftnews.org
[1] news.blog

Top Domains in Tweet in G2:
[3] thestar.com
[1] threadreaderapp.com

Top Domains in Tweet in G3:
[1] rai.it
[1] twitter.com
[1] openpolis.it

Top Domains in Tweet in G4:
[10] datajournalism.com
[5] mailchi.mp
[5] verigazeteciligi.com
[4] org.tr
[2] gijn.org
[2] sdelano.media
[1] birgun.net

Top Domains in Tweet in G5:
[1] medium.com
[1] google.com

Top Domains in Tweet in G6:
[1] gijn.org
[1] gitbook.io
[1] icij.org

Top Domains in Tweet in G7:
[4] datajournalism.com
[3] twitter.com
[3] medium.com
[3] nytimes.com
[2] datawrapper.de
[1] sdelano.media
[1] urly.it
[1] bigcrunch.io
[1] facebook.com
[1] co.uk

Top Domains in Tweet in G8:
[11] medium.com
[6] agi.it

Top Domains in Tweet in G9:
[2] datajournalism.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[287] datajournalism
[64] ddj
[46] dataviz
[42] data
[33] report
[27] startup
[24] infographics
[23] e2d3
[23] excel
[23] d3js



Top Hashtags in Tweet in G1:
[9] datajournalism
[8] ddj
[3] data
[2] eudataviz
[1] verification
[1] cumexfiles
[1] grandthefteurope
[1] luxembourg
[1] conversationswithdata
[1] editing

Top Hashtags in Tweet in G2:
[71] datajournalism
[4] taintedh2o

Top Hashtags in Tweet in G3:
[33] report
[13] datajournalism
[2] serviziopubblico
[2] italia
[1] federalismofiscale
[1] pa
[1] zeroalsud
[1] sapevatelo
[1] opendata
[1] trasparenza

Top Hashtags in Tweet in G4:
[20] ddj
[11] dataviz
[7] datajournalism
[6] veribülteni
[5] opendata
[5] verikaynağı
[5] dataset
[4] verigazeteciliği
[4] vg
[3] açıkveri

Top Hashtags in Tweet in G5:
[10] datajournalism
[10] aijc19
[3] ddj

Top Hashtags in Tweet in G6:
[18] icijdatashare
[12] datajournalism
[11] brexit
[1] ddj

Top Hashtags in Tweet in G7:
[24] datajournalism
[2] data
[2] datavisualization
[1] perugia
[1] giornata10
[1] serieb
[1] seriebkt
[1] perugiaascoli
[1] stadiumreporter
[1] statistician

Top Hashtags in Tweet in G8:
[35] data
[26] startup
[23] e2d3
[23] excel
[23] dataviz
[23] d3js
[23] github
[23] datavizualization
[23] javascript
[23] json

Top Hashtags in Tweet in G10:
[16] datajournalism
[2] dataviz
[1] ddj
[1] datalove

Top Words
Top Words in Tweet in Entire Graph:
[716] Words in Sentiment List#1: Positive
[181] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[15887] Non-categorized Words
[16784] Total Words
[490] #datajournalism
[164] #ddj
[145] data
[101] di
[96] country

Top Words in Tweet in G1:
[49] journalists
[48] data
[42] datajournalism
[40] research
[37] tips
[36] search
[36] editing
[34] more
[34] using
[31] fundamental

Top Words in Tweet in G2:
[71] #datajournalism
[71] lead
[71] #taintedh2o
[70] flints
[70] right
[70] canada
[70] country
[70] wide
[70] investigation
[70] shows

Top Words in Tweet in G3:
[62] comuni
[62] italiani
[58] di
[43] #datajournalism
[43] openpolis
[41] dati
[40] raitre
[40] e
[33] #report
[31] miseria

Top Words in Tweet in G4:
[41] veri
[37] #ddj
[25] #datajournalism
[21] #dataviz
[18] #opendata
[17] ব
[15] য
[14] র
[14] ন
[14] ক

Top Words in Tweet in G5:
[34] interview
[30] #datajournalism
[17] super
[17] excited
[17] share
[17] monachalabi
[17] one
[17] important
[17] practitioners
[17] dataviz

Top Words in Tweet in G6:
[36] operators
[36] use
[29] #datajournalism
[29] using
[18] make
[18] search
[18] more
[18] precise
[18] #icijdatashare
[18] here

Top Words in Tweet in G7:
[24] #datajournalism
[9] data
[8] di
[7] e
[4] journalism
[3] per
[3] news
[3] s
[2] online
[2] #data

Top Words in Tweet in G8:
[51] #datajournalism
[47] #startup
[47] #data
[46] #nodejs
[44] #tech
[44] #ddj
[23] #e2d3
[23] #excel
[23] add
[23] #dataviz

Top Words in Tweet in G9:
[2] ossia
[2] rogerafcollier
[2] freecodecamp
[2] mpjme
[2] techsith1
[2] traversymedia
[2] codenewbies
[2] saronyitbarek
[2] wesbos
[2] ottawa_js

Top Words in Tweet in G10:
[28] move
[28] waves
[16] #datajournalism
[14] shortlisted
[14] people
[14] stream
[14] shore
[14] natgeo
[14] shows
[14] those

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[80] flints,right
[80] right,canada
[80] canada,country
[80] country,wide
[80] wide,#datajournalism
[80] investigation,shows
[80] shows,unacceptably
[80] unacceptably,high
[80] high,lead
[80] lead,levels

Top Word Pairs in Tweet in G1:
[31] fundamental,search
[31] search,journalists
[31] free,datajournalism
[31] datajournalism,course
[26] journalists,free
[26] course,offers
[26] offers,tips
[26] tips,tricks
[26] tricks,make
[26] make,research

Top Word Pairs in Tweet in G2:
[70] flints,right
[70] right,canada
[70] canada,country
[70] country,wide
[70] wide,#datajournalism
[70] #datajournalism,investigation
[70] investigation,shows
[70] shows,unacceptably
[70] unacceptably,high
[70] high,lead

Top Word Pairs in Tweet in G3:
[62] comuni,italiani
[31] miseria,e
[31] e,nobilità
[31] nobilità,dei
[31] dei,comuni
[31] italiani,#report
[31] #report,collaborazione
[31] collaborazione,openpolis
[31] openpolis,presenta
[31] presenta,dati

Top Word Pairs in Tweet in G4:
[18] #opendata,#datajournalism
[12] https,t
[12] t,co
[12] #verigazeteciliği,#verigörselleştirme
[11] açık,veri
[10] #ddj,#vg
[10] #vg,#dataviz
[9] #ddj,#dataviz
[8] #açıkveri,#veriokuryazarlığı
[8] #veriokuryazarlığı,#verigazeteciliği

Top Word Pairs in Tweet in G5:
[17] super,excited
[17] excited,share
[17] share,interview
[17] interview,monachalabi
[17] monachalabi,one
[17] one,important
[17] important,practitioners
[17] practitioners,dataviz
[17] dataviz,today
[17] today,refreshing

Top Word Pairs in Tweet in G6:
[18] make,search
[18] search,more
[18] more,precise
[18] precise,using
[18] using,operators
[18] operators,#icijdatashare
[18] #icijdatashare,here
[18] here,operators
[18] operators,use
[18] use,datashare

Top Word Pairs in Tweet in G7:
[4] data,journalism
[2] di,#datajournalism
[2] #datavisualization,#datajournalism
[2] release,nights
[2] angolo,#datajournalism

Top Word Pairs in Tweet in G8:
[23] #e2d3,#excel
[23] #excel,add
[23] add,#dataviz
[23] #dataviz,excel
[23] excel,#d3js
[23] #d3js,#github
[23] #github,#data
[23] #data,#datavizualization
[23] #datavizualization,#javascript
[23] #javascript,#json

Top Word Pairs in Tweet in G9:
[2] ossia,rogerafcollier
[2] rogerafcollier,freecodecamp
[2] freecodecamp,mpjme
[2] mpjme,techsith1
[2] techsith1,traversymedia
[2] traversymedia,codenewbies
[2] codenewbies,saronyitbarek
[2] saronyitbarek,wesbos
[2] wesbos,ottawa_js
[2] ottawa_js,macdonst

Top Word Pairs in Tweet in G10:
[14] shortlisted,people
[14] people,move
[14] move,stream
[14] stream,waves
[14] waves,shore
[14] shore,#datajournalism
[14] #datajournalism,natgeo
[14] natgeo,shows
[14] shows,those
[14] those,waves

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@openpolis
@raitre
@google
@mrvincentryan
@manuelebonak
@pensignal
@monachalabi
@curiouslemur
@elijah_meeks

Top Mentioned in G1:
@datajournalism
@google
@mrvincentryan
@firstdraftnews
@unesco
@maudbeelman
@j_la28
@marcelpauly
@patrickstotz
@vojtechsedlak

Top Mentioned in G2:
@torontostar

Top Mentioned in G3:
@openpolis
@raitre
@manuelebonak
@reportrai3
@memeesposito
@stefanocoletta2
@artventuno
@vditrapani
@beppegiulietti

Top Mentioned in G4:
@datajournalism
@novaya_gazeta
@jerryvermanen
@emmanuelfreuden
@hugojoncas
@gijn
@sylkegruhnwald
@matjhope
@voydorg
@j_la28

Top Mentioned in G5:
@monachalabi
@curiouslemur
@elijah_meeks
@hackshackersjhb
@ipid_za
@laurajgrant
@aninja_m

Top Mentioned in G6:
@gijn

Top Mentioned in G8:
@pensignal
@agenzia_italia
@massimofellini

Top Mentioned in G9:
@rogerafcollier
@freecodecamp
@mpjme
@techsith1
@traversymedia
@codenewbies
@saronyitbarek
@wesbos
@ottawa_js
@macdonst

Top Mentioned in G10:
@natgeo
@alucaslopez
@albertocairo
@infobeautyaward
@knightfdn
@smfrogers

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@startupsbot
@marino29b
@chidambara09
@repubblica
@threadreaderapp
@huffpost
@nytimes
@rog_2
@skynews

Top Tweeters in G1:
@google
@bbbcccnnn
@margymaclibrary
@fangelico
@buchfieber
@paulbradshaw
@infosecsherpa
@filobusbus
@ivandariasa
@dormouseroared

Top Tweeters in G2:
@threadreaderapp
@meeksvs
@torontostar
@sschinke
@dawnroseturner
@geoffypjohnston
@dmrider
@avildsen
@rcileaksorg
@michaelcozens

Top Tweeters in G3:
@marino29b
@vivodisogniebas
@signoraldo
@giuliog
@folucar
@gia___p
@angela23763271
@claudiozavatti1
@lgiova66
@raitre

Top Tweeters in G4:
@24heuresch
@novaya_gazeta
@jerryvermanen
@uholayzer
@info_activism
@syaldisahude
@codeforpdx
@desmoguk
@forjoinforjoin
@pinardag

Top Tweeters in G5:
@indeadline
@siyafrica
@daniellealberti
@tcmallinson
@paulblaser
@elijah_meeks
@haddadme
@sjmustafa
@monachalabi
@cgenialparis

Top Tweeters in G6:
@sitahyderabadi
@teiram67
@jedgarren
@2ndleprechaun
@yuvi_nation
@writingfactory
@borderscrossed
@mojubaolu
@lizzie_eldridge
@embryglobal

Top Tweeters in G7:
@gamergeeknews
@gadflyquebec
@tecnoetica
@karda70
@substockman
@domenicopennone
@korifeener
@rls2493
@associatedpress
@brancatee

Top Tweeters in G8:
@startupsbot
@chidambara09
@agenzia_italia
@chrisoldcorn
@justbementalist
@scalarhumanity
@e_nterdiscipl
@markj_ohnson
@usdatascience
@boina92

Top Tweeters in G9:
@wesbos
@codenewbies
@macdonst
@serginator_rt
@saronyitbarek
@freecodecamp
@mongodb
@mpjme
@ossia
@learncodewithme

Top Tweeters in G10:
@albertocairo
@readingjeannie
@knightfdn
@natgeo
@smfrogers
@suhnyllakler
@kantar
@bal_stica
@alabarga
@cybunk


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