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datajournalism_2019-11-26_07-28-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/37MKXC7
@datajournalism
@gijn
@smfrogers
@ap
@rstatstweet
@datafesttbilisi
@emilopezcano
@meghanhoyer
@kirvenedisin
@gelliottmorris

Top hashtags:
#datajournalism
#data
#ddj
#startups
#startup
#hyperloop
#investing
#dataviz

Description:
Description
The graph represents a network of 890 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 November 2019 at 15:29 UTC.

The requested start date was Monday, 25 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 30-minute period from Monday, 11 November 2019 at 01:03 UTC to Monday, 25 November 2019 at 00:33 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 : 890
Unique Edges : 1196
Edges With Duplicates : 320
Total Edges : 1516
Number of Edge Types : 3
Mentions : 1327
Tweet : 162
Replies to : 27
Self-Loops : 162
Reciprocated Vertex Pair Ratio : 0.0493716337522442
Reciprocated Edge Ratio : 0.0940975192472198
Connected Components : 144
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 418
Maximum Edges in a Connected Component : 838
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.165693
Graph Density : 0.00147748385384411
Modularity : 0.696748
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 890 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 26 November 2019 at 15:29 UTC.

The requested start date was Monday, 25 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 30-minute period from Monday, 11 November 2019 at 01:03 UTC to Monday, 25 November 2019 at 00:33 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 : 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[16] https://www.laboratoriodeperiodismo.org/the-economist-periodismo-de-datos/
[11] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[10] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[10] https://datajournalism.com/
[9] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html
[7] https://mailchi.mp/67264696eb91/veri-bulteni-3974782
[7] https://mailchi.mp/bfc3d5567692/veri-bulteni-3940597
[6] https://datajournalism.com/read/longreads/the-dos-and-donts-of-predictive-journalism
[5] https://gijn.org/2019/11/14/gijns-data-journalism-top-10-trumps-tweets-londons-polluted-tube-rising-seas-data-voids/
[5] https://us19.campaign-archive.com/?e=&u=b2c7e2c0521616bfbd8413e46&id=aebfbcf368

Top URLs in Tweet in G1:
[4] https://datajournalism.com/
[3] https://datajournalism.com/read/longreads/the-dos-and-donts-of-predictive-journalism
[3] https://datajournalism.com/read/longreads/data-in-the-air
[1] https://twitter.com/i/web/status/1193176726219698176
[1] https://twitter.com/i/web/status/1191626217117671425
[1] https://twitter.com/i/web/status/1194307378440810496
[1] https://twitter.com/i/web/status/1194571620029026304
[1] https://datajournalism.com/read/newsletters/sensor-based-journalism
[1] https://twitter.com/i/web/status/1193861096622481409
[1] https://twitter.com/i/web/status/1195627785492021248

Top URLs in Tweet in G2:
[5] https://gijn.org/2019/11/14/gijns-data-journalism-top-10-trumps-tweets-londons-polluted-tube-rising-seas-data-voids/
[3] https://journalism.columbia.edu/scholarships
[2] https://www.youtube.com/watch?v=KbUIeMg5oVI

[1] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[1] https://twitter.com/i/web/status/1193565739925606402
[1] https://pudding.cool/process/pudding-cup-2019/
[1] https://gijn.org/2019/11/21/gijns-data-journalism-top-10-your-health-data-for-sale-music-politics-predictive-journalism-ai-accountability-data-women/
[1] https://twitter.com/i/web/status/1195341204998819842
[1] https://twitter.com/datatheism/lists/data-ai-speakers/members
[1] https://twitter.com/i/web/status/1194968716716498944

Top URLs in Tweet in G3:
[3] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html
[2] http://googletrends.github.io/data/
[1] https://twitter.com/i/web/status/1195569541776105472
[1] https://www.eluniversal.com.mx/metropoli/cdmx/profesores-principales-agresores-sexuales-en-universidades-de-cdmx
[1] https://datajournalism.com/
[1] https://datajournalism.com/read/longreads/the-dos-and-donts-of-predictive-journalism
[1] https://twitter.com/i/web/status/1194992496591474688
[1] https://twitter.com/i/web/status/1194108247994781696
[1] https://www.theage.com.au/invisible-crime
[1] https://twitter.com/AIDCmelb/status/1192245531982127105

Top URLs in Tweet in G4:
[4] https://www.nytimes.com/2019/11/13/technology/personaltech/data-journalism-economics.html
[3] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[3] https://datajournalism.com/read/longreads/de-identification-for-data-journalists
[1] https://twitter.com/datajournalism/status/1193861096622481409
[1] https://twitter.com/i/web/status/1193934538025684993
[1] https://twitter.com/i/web/status/1194193076929146880
[1] https://twitter.com/i/web/status/1194229246467747840
[1] https://twitter.com/i/web/status/1194287944170909697
[1] https://whydocatsanddogs.com/
[1] https://twitter.com/i/web/status/1194472565609259008

Top URLs in Tweet in G5:
[1] https://j-source.ca/article/humbers-storylab-and-pulitzer-center-partner-on-data-journalism-grant/?fbclid=IwAR2vdJbhHA945BNOfXys4c5e_d00MtO9nHddOulTKi-Rx1r38MxNphxn11o
[1] https://twitter.com/i/web/status/1195114308293795840
[1] https://twitter.com/i/web/status/1195420565764526081
[1] https://www.investintech.com/resources/blog/archives/8299-data-journalism-scholarship.html
[1] https://twitter.com/i/web/status/1194328169412780032
[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://twitter.com/i/web/status/1195054222112370689
[1] https://twitter.com/i/web/status/1194997394431258631
[1] https://twitter.com/i/web/status/1195310881925746690
[1] https://twitter.com/i/web/status/1195333208990195712

Top URLs in Tweet in G6:
[3] http://www.emtincopa.github.io
[2] https://twitter.com/EscolaDeDados/status/1198218790867214342
[1] https://twitter.com/escoladedados/status/1194756700571656198
[1] https://www.lanacion.com.ar/deportes/futbol/river-flamengo-todas-finales-argentinos-brasilenos-historia-copa-nid2309148
[1] https://www.laboratoriodeperiodismo.org/the-economist-periodismo-de-datos/
[1] https://twitter.com/i/web/status/1194650708219482112
[1] https://twitter.com/i/web/status/1193874592919625728

Top URLs in Tweet in G7:
[2] https://twitter.com/DavidLemayian/status/1181095424016424960
[1] https://interactive.aljazeera.com/aje/2015/ewaste/index.html
[1] https://twitter.com/i/web/status/1194914885303504896
[1] https://twitter.com/i/web/status/1193981848336113666

Top URLs in Tweet in G8:
[1] http://desprotegides.cat

Top URLs in Tweet in G10:
[1] https://punchup.world/2019/11/data-journalism-fome/

Top Domains
Top Domains in Tweet in Entire Graph:
[155] twitter.com
[46] datajournalism.com
[21] mailchi.mp
[18] medium.com
[16] laboratoriodeperiodismo.org
[14] nytimes.com
[7] gijn.org
[6] eventbrite.it
[5] campaign-archive.com
[5] github.io

Top Domains in Tweet in G1:
[16] datajournalism.com
[16] twitter.com
[1] scicom.ie
[1] google.com
[1] informationisbeautifulawards.com
[1] buff.ly
[1] ac.uk
[1] mailchi.mp
[1] nber.org
[1] economist.com

Top Domains in Tweet in G2:
[6] gijn.org
[5] twitter.com
[3] columbia.edu
[2] datajournalism.com
[2] youtube.com
[1] pudding.cool
[1] mailchi.mp
[1] datafloq.com
[1] onlinejournalismblog.com

Top Domains in Tweet in G3:
[5] twitter.com
[4] nytimes.com
[2] github.io
[2] datajournalism.com
[1] com.mx
[1] com.au

Top Domains in Tweet in G4:
[25] twitter.com
[11] datajournalism.com
[7] nytimes.com
[7] medium.com
[1] whydocatsanddogs.com
[1] geronimo.ai
[1] opportunityatlas.org
[1] livemint.com
[1] thestacker.com
[1] co.uk

Top Domains in Tweet in G5:
[14] twitter.com
[1] j-source.ca
[1] investintech.com
[1] thestar.com

Top Domains in Tweet in G6:
[5] twitter.com
[3] github.io
[1] com.ar
[1] laboratoriodeperiodismo.org

Top Domains in Tweet in G7:
[4] twitter.com
[1] aljazeera.com

Top Domains in Tweet in G8:
[1] desprotegides.cat

Top Domains in Tweet in G10:
[1] punchup.world

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[322] datajournalism
[51] data
[49] ddj
[48] startups
[47] startup
[47] hyperloop
[47] investing
[38] dataviz
[24] codabr19
[22] journalism



Top Hashtags in Tweet in G1:
[15] datajournalism
[15] data
[10] iibawards
[10] aesthetics
[10] conversationswithdata
[9] dataviz
[7] ddj
[4] truth
[4] visualisations
[3] journalism

Top Hashtags in Tweet in G2:
[38] datajournalism
[11] scholarship
[10] opportunity
[10] asia
[10] climatecrisis
[4] ddj
[3] ai
[3] dataviz
[2] gijc19
[1] iibawards

Top Hashtags in Tweet in G3:
[17] datajournalism
[9] data
[6] mustread
[4] bushfires
[3] ddj
[2] opendata
[2] journalism
[1] visualisations
[1] climatecrisis
[1] periodismodedatos

Top Hashtags in Tweet in G4:
[46] datajournalism
[6] towardsdatascience
[4] journalism
[3] ddj
[3] data
[2] generalelection2019
[1] 干货分享
[1] cafdo
[1] machinelearning
[1] agriculture

Top Hashtags in Tweet in G5:
[16] datajournalism
[8] students
[6] journalism
[6] jschool
[5] datadrivento
[3] toronto
[1] indigenous
[1] scholarship
[1] taintedh2o
[1] ddj

Top Hashtags in Tweet in G6:
[24] codabr19
[23] datajournalism
[7] xijres
[5] datascience
[5] rstats
[4] opendata
[4] dataviz
[4] blog
[3] ai
[3] post

Top Hashtags in Tweet in G7:
[21] datajournalism
[2] opendata
[1] ict4africa
[1] digitaldemocracy
[1] mediafreedomtalks

Top Hashtags in Tweet in G8:
[1] datajournalism
[1] sharingcitiesaction19

Top Hashtags in Tweet in G10:
[1] datajournalism
[1] punchup

Top Words
Top Words in Tweet in Entire Graph:
[608] Words in Sentiment List#1: Positive
[192] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[17996] Non-categorized Words
[18796] Total Words
[322] #datajournalism
[319] data
[146] datajournalism
[85] journalism
[76] gijn

Top Words in Tweet in G1:
[118] datajournalism
[65] data
[40] questions
[33] gelliottmorris
[27] ask
[22] gijn
[20] know
[20] editor
[20] editing
[20] answer

Top Words in Tweet in G2:
[50] gijn
[38] #datajournalism
[22] students
[21] columbiajourn
[21] nikkei
[21] inc
[21] offering
[21] 100
[21] 000
[21] fellowship

Top Words in Tweet in G3:
[57] data
[42] download
[40] play
[40] make
[40] ours
[40] available
[40] discover
[40] party
[40] candidates
[40] sport

Top Words in Tweet in G4:
[46] #datajournalism
[23] data
[9] great
[8] journalism
[7] tech
[7] matters
[7] people
[6] less
[6] #towardsdatascience
[4] #journalism

Top Words in Tweet in G5:
[32] data
[22] caj
[20] chance
[18] project
[16] #datajournalism
[16] driven
[14] win
[10] re
[10] journalism
[9] free

Top Words in Tweet in G6:
[24] #codabr19
[23] #datajournalism
[17] lndata
[13] escoladedados
[10] comunidad
[10] meghanhoyer
[10] periodismo
[9] felicitaciones
[9] data
[8] estamos

Top Words in Tweet in G7:
[21] #datajournalism
[18] jacopoottaviani
[15] code4africa
[14] justinarenstein
[14] hype
[14] create
[14] impact
[14] chief
[14] data
[14] officer

Top Words in Tweet in G8:
[4] kpeiro
[3] eli_vivas
[3] kanarinka
[3] arroyo_lidia
[3] nuriaespuny
[3] vbazzarin
[3] thaisruizdealda
[3] storydatabcn
[3] digitalfems
[2] sharingaction

Top Words in Tweet in G10:
[32] เอ
[32] อต
[17] าถ
[16] เม
[16] อเข
[16] งข
[16] อม
[16] ลได
[16] มากพอ
[16] ก

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[67] data,driven
[47] hyperloops,good
[47] good,investment
[47] investment,data
[47] driven,investor
[47] investor,medium
[47] medium,pensignal
[47] pensignal,#startup
[47] #startup,#startups
[47] #startups,#hyperloop

Top Word Pairs in Tweet in G1:
[28] datajournalism,data
[20] gijn,questions
[20] questions,editor
[20] editor,ask
[20] ask,editing
[20] editing,datajournalism
[20] data,answer
[20] answer,questions
[20] questions,surface
[20] surface,questio

Top Word Pairs in Tweet in G2:
[21] columbiajourn,nikkei
[21] nikkei,inc
[21] inc,offering
[21] offering,100
[21] 100,000
[21] 000,fellowship
[21] fellowship,students
[21] students,residents
[11] #scholarship,opportunity
[11] opportunity,columbiajourn

Top Word Pairs in Tweet in G3:
[40] download,data
[40] data,play
[40] play,make
[40] make,ours
[40] ours,available
[40] available,discover
[40] discover,party
[40] party,candidates
[40] candidates,sport
[38] smfrogers,download

Top Word Pairs in Tweet in G4:
[7] data,journalism
[6] tech,matters
[6] matters,less
[6] less,people
[6] #towardsdatascience,#datajournalism
[4] great,data
[4] great,#datajournalism
[3] journalism,tech
[3] start,brazil
[3] brazil,great

Top Word Pairs in Tweet in G5:
[16] data,driven
[14] chance,win
[8] partnering,caj
[8] caj,re
[8] re,offering
[8] offering,journalism
[8] journalism,#students
[8] #students,chance
[8] win,1000
[8] 1000,free

Top Word Pairs in Tweet in G6:
[11] #codabr19,escoladedados
[8] lndata,#codabr19
[8] periodismo,datos
[7] l_hansa,modera
[7] modera,mesa
[7] mesa,redonda
[7] redonda,periodismo
[7] datos,#xijres
[7] #xijres,comunidad
[7] comunidad,r_hisp

Top Word Pairs in Tweet in G7:
[14] #datajournalism,hype
[14] hype,create
[14] create,impact
[14] impact,code4africa
[14] code4africa,chief
[14] chief,data
[14] data,officer
[14] officer,jacopoottaviani
[14] jacopoottaviani,set
[13] justinarenstein,#datajournalism

Top Word Pairs in Tweet in G8:
[3] eli_vivas,kanarinka
[3] kanarinka,arroyo_lidia
[3] arroyo_lidia,kpeiro
[3] kpeiro,nuriaespuny
[3] nuriaespuny,vbazzarin
[3] vbazzarin,thaisruizdealda
[3] thaisruizdealda,storydatabcn
[3] storydatabcn,digitalfems
[2] sharingaction,eli_vivas
[2] digitalfems,bcn_dig

Top Word Pairs in Tweet in G10:
[32] เอ,อต
[16] เม,อเข
[16] อเข,าถ
[16] าถ,งข
[16] งข,อม
[16] อม,ลได
[16] ลได,มากพอ
[16] มากพอ,ก
[16] ก,เอ
[16] อต,อการเล

Top Replied-To
Top Replied-To in Entire Graph:
@gelliottmorris
@chitrasd
@doc_g_
@landconflicts
@laurahelmuth
@datafloq
@micahstubbs
@mattyglesias
@twitter
@guillermoacosta

Top Replied-To in G1:
@gelliottmorris
@landconflicts
@chitrasd
@doc_g_

Top Replied-To in G2:
@gelliottmorris
@ilparone
@twitter
@micahstubbs
@datafloq
@laurahelmuth

Top Replied-To in G5:
@guillermoacosta

Top Replied-To in G6:
@l_hansa

Top Replied-To in G7:
@araisokun

Top Replied-To in G8:
@eli_vivas

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@gijn
@pensignal
@smfrogers
@gelliottmorris
@chrisoldcorn
@columbiajourn
@voydorg
@jacopoottaviani
@lndata

Top Mentioned in G1:
@datajournalism
@gelliottmorris
@gijn
@sdoig
@theeconomist
@scicomie
@vicari
@info_activism
@civio
@datatheism

Top Mentioned in G2:
@gijn
@columbiajourn
@datajournalism
@centercoopmedia
@propublica
@vgbones
@geninnovate
@nar
@google
@mrvincentryan

Top Mentioned in G3:
@smfrogers
@bencasselman
@rmnth
@nytimes
@annamareefree
@datajournalism
@danygm87
@gijn
@propublica
@aidcmelb

Top Mentioned in G5:
@caj
@humbermediaarts
@torontocaj
@able2extract
@mckiedavid
@aboriginal_link
@kitkolb
@torontostar
@ozhibiiige
@davidweisz

Top Mentioned in G6:
@lndata
@escoladedados
@meghanhoyer
@pilhofer
@mtrpires
@googlenewsinit
@r_hisp
@nexojornal
@emilopezcano
@l_hansa

Top Mentioned in G7:
@jacopoottaviani
@code4africa
@justinarenstein
@datafesttbilisi
@davidlemayian
@dw_akademie
@co
@rgameyer
@chubaezeks
@peluawofeso

Top Mentioned in G8:
@kanarinka
@arroyo_lidia
@kpeiro
@nuriaespuny
@vbazzarin
@thaisruizdealda
@storydatabcn
@digitalfems
@sharingaction
@eli_vivas

Top Mentioned in G9:
@dataviz
@digitalcampbell
@wgeary
@giorgialupi
@jeffrey_heer
@natesilver538
@hadleywickham
@datatoviz
@elijah_meeks
@nadiehbremer

Top Mentioned in G10:
@punchupworld

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@nosqldigest
@startupsbot
@chidambara09
@guillermoesnal
@indianexpress
@monalisazelf
@guardian
@costeslioneler
@reuters

Top Tweeters in G1:
@luizhsrodrigues
@deathtocrazy
@alatef
@krizd
@theeconomist
@piccoladonnina
@quarryco
@therealgloria
@info_aus
@bbbcccnnn

Top Tweeters in G2:
@dwatchnews
@sejorg
@google
@linarobleslujan
@datafloq
@jbenton
@nar
@profesy
@weirdsero
@propublica

Top Tweeters in G3:
@nytimes
@adamspong
@theage
@olivcim
@theburgerman
@imnickhuber
@donrudi
@gidmk
@liliasaul
@joelanman

Top Tweeters in G4:
@monalisazelf
@janravensbergen
@brucel
@dutchbw
@ethicalmartini
@karda70
@mrtrsyns
@elizabethrenter
@hirider750
@amadi_j

Top Tweeters in G5:
@torontostar
@cbcnews
@jdignum
@torontodiana
@ozhibiiige
@pulitzercenter
@wordpuddle
@motherofason
@jsource
@theresaboyle

Top Tweeters in G6:
@guardian
@entwistletx
@ap
@rstatstweet
@adelgado
@lndata
@plisotto
@rstats4ds
@nexojornal
@ibrahimcesar

Top Tweeters in G7:
@tolulopeab
@emekaokoye
@chrisroper
@chubaezeks
@araisokun
@peluawofeso
@rgameyer
@yinkawrites
@zahratunda
@wr3a

Top Tweeters in G8:
@govern
@bcn_digital
@kpeiro
@medialab
@vbazzarin
@caladona
@nuriaespuny
@eli_vivas
@bcn_dones
@uoc_research

Top Tweeters in G9:
@hadleywickham
@natesilver538
@moritz_stefaner
@elijah_meeks
@flowingdata
@sxywu
@giorgialupi
@guardiandata
@filwd
@nadiehbremer

Top Tweeters in G10:
@newsonesnsd
@bellbytl
@nimdaex
@tamwb
@pracharathsobad
@pruet
@lunaxinova
@bact
@zenith_zealotry
@udompk