datajournalism, Twitter, 8/24/2020 2:09:04 PM, 233388


FAQ | Problem?

datajournalism_2020-08-24_06-11-37.xlsx
datajournalism_2020-08-24_06-11-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 24, 2020
Short Description:
datajournalism via NodeXL https://bit.ly/34s0jwl
@datajournalism
@datatheism
@janelytv
@gijn
@dataphyte
@frankywilly
@paulbradshaw
@albertocairo
@defyhatenowwca
@ri_montu

Top hashtags:
#datajournalism
#dataviz
#affcameroon
#infographics
#data
#ddj
#factchecking
#e2d3

Description:
Description
The graph represents a network of 716 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 Monday, 24 August 2020 at 13:13 UTC.

The requested start date was Monday, 24 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 8-hour, 12-minute period from Monday, 10 August 2020 at 02:31 UTC to Saturday, 22 August 2020 at 10:43 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 : 716
Unique Edges : 421
Edges With Duplicates : 1393
Total Edges : 1814
Number of Edge Types : 5
Retweet : 641
MentionsInRetweet : 851
Mentions : 171
Replies to : 25
Tweet : 126
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.0336700336700337
Reciprocated Edge Ratio : 0.0651465798045603
Connected Components : 70
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 496
Maximum Edges in a Connected Component : 1425
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.511308
Graph Density : 0.00179903894987694
Modularity : 0.436663
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 716 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 Monday, 24 August 2020 at 13:13 UTC.

The requested start date was Monday, 24 August 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 8-hour, 12-minute period from Monday, 10 August 2020 at 02:31 UTC to Saturday, 22 August 2020 at 10:43 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:
[56] https://datajournalism.com/read/handbook/verification-3
[11] https://twitter.com/datajournalism/status/1294235829720711168
[10] https://towardsdatascience.com/in-depth-analysis-of-un-sustainable-development-goals-progress-using-data-science-c39a208899e6?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[9] https://twitter.com/datajournalism/status/1294908908843208704
[7] https://gijn.org/
[6] http://5w-consulting.com
[5] https://twitter.com/datajournalism/status/1293147287770656770
[4] https://datajournalism.com/
[4] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/1b-case-study-how-we-proved-that-the-biggest-black-lives-matter-page-on-facebook-was-fake
[4] https://onlinejournalismblog.com/2020/08/12/3-more-angles-most-often-used-to-tell-data-stories-explorers-relationships-and-bad-data-stories/

Top URLs in Tweet in G1:
[7] https://twitter.com/datajournalism/status/1294235829720711168
[3] https://datajournalism.com/read/handbook/verification-3
[2] https://datajournalism.com/
[1] https://datajournalism.com/read/longreads/the-unspoken-rules-of-visualisation
[1] https://twitter.com/i/web/status/1292699389341962240
[1] https://datajournalism.com/read#VerificationHandbook
[1] https://twitter.com/i/web/status/1293786872242741248
[1] https://twitter.com/i/web/status/1294544490666045440
[1] https://twitter.com/i/web/status/1295601346201214976
[1] https://twitter.com/ejcnet/status/1295344774090756096

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1293153111067025408
[1] https://twitter.com/datajournalism/status/1294908908843208704

Top URLs in Tweet in G3:
[48] https://datajournalism.com/read/handbook/verification-3
[1] https://firstdraftnews.org/training/
[1] https://gijn.org/fact-checking-verification/
[1] https://datajournalism.com/read/handbook/verification-3/investigating-disinformation-and-media-manipulation/the-lifecycle-of-media-manipulation
[1] https://datajournalism.com/read/handbook/verification-3/investigating-platforms/11-network-analysis-and-attribution
[1] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/3-spotting-bots-cyborgs-and-inauthentic-activity
[1] https://datajournalism.com/read/handbook/verification-3/investigating-actors-content/4-monitoring-for-fakes-and-information-operations-during-breaking-news

Top URLs in Tweet in G4:
[7] https://gijn.org/
[3] https://www.euronews.com/2020/08/19/retirement-in-europe-younger-people-could-be-working-into-their-70s
[2] https://www.storybench.org/how-the-new-york-times-is-tracking-covid-19-cases-in-the-u-s/
[2] https://gijn.org/2020/08/18/from-relationships-to-ranking-angles-for-your-next-data-story/
[2] https://twitter.com/paulbradshaw/status/1293512234723934209
[1] https://knightcenter.utexas.edu/JC/DATA0620.html
[1] https://www.propublica.org/article/how-to-understand-covid-19-numbers
[1] https://twitter.com/i/web/status/1294159372810170368
[1] https://twitter.com/datajournalism/status/1294908908843208704
[1] https://gijn.org/2020/08/14/what-were-reading-infodemic-crackdown-tips-on-covering-elections-and-data-journalism-with-r/

Top URLs in Tweet in G5:
[1] https://forms.gle/wGabHpmDqSr76oTo6
[1] https://twitter.com/i/web/status/1296410460070322176
[1] https://twitter.com/i/web/status/1293091538348716032
[1] https://twitter.com/i/web/status/1293091544166211584
[1] https://twitter.com/i/web/status/1293091557269278720
[1] https://twitter.com/i/web/status/1293091578471473158
[1] https://twitter.com/i/web/status/1296378946049716231
[1] https://twitter.com/i/web/status/1296380950608257025
[1] https://twitter.com/i/web/status/1296380952818712576
[1] https://twitter.com/i/web/status/1296380955180105728

Top URLs in Tweet in G6:
[4] https://twitter.com/datajournalism/status/1293147287770656770
[2] https://datajournalism.com/
[2] https://datajournalism.com/read/handbook/verification-3
[1] https://openchabab.com/datajournalisme-par-omar-radi/
[1] https://twitter.com/datajournalism/status/1292422694185701376
[1] https://tweetedtimes.com/andreaspinopico?s=tnp
[1] http://dlvr.it/RdStrd
[1] https://open.spotify.com/show/4uJQuG1lrMrLffBr0i3evb?si=RkyZDTJ2TNa1G7kwRqtOOA
[1] https://newsinitiative.withgoogle.com/
[1] https://twitter.com/datajournalism/status/1294235829720711168

Top URLs in Tweet in G7:
[2] https://datajournalism.com/read/handbook/verification-3
[1] https://datajournalism.com/read/handbook/verification-3/
[1] https://datajournalism.com/read/handbook/verification-3/investigating-platforms/8-investigating-websites

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1294499617254645760
[1] https://twitter.com/Asitchoma/status/1294648681606664192

Top URLs in Tweet in G9:
[10] https://towardsdatascience.com/in-depth-analysis-of-un-sustainable-development-goals-progress-using-data-science-c39a208899e6?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[6] http://5w-consulting.com
[3] https://ijnet.org/en/story/new-app-icfj-knight-fellow-helps-journalists-connect-scientists
[2] https://www.websystemer.no/multi-linear-regression/
[2] http://www.5wgraphics.com/en/gallery.php
[2] https://www.websystemer.no/ordinary-least-squared-ols-regression/
[2] https://twitter.com/datajournalism/status/1294908908843208704
[2] https://paper.li/VisualOfData/1371604296?edition_id=50eed7d0-db78-11ea-a3f9-0cc47a0d1605
[1] https://twitter.com/i/web/status/1295572522079928321
[1] https://twitter.com/i/web/status/1294052288550633478

Top URLs in Tweet in G10:
[1] https://datajournalism.com/read/handbook/verification-3
[1] https://twitter.com/CJNBangladesh/status/1294458900691836930

Top Domains
Top Domains in Tweet in Entire Graph:
[87] twitter.com
[84] datajournalism.com
[12] gijn.org
[10] towardsdatascience.com
[6] paper.li
[6] 5w-consulting.com
[5] onlinejournalismblog.com
[4] websystemer.no
[3] euronews.com
[3] ijnet.org

Top Domains in Tweet in G1:
[17] twitter.com
[14] datajournalism.com
[1] onlinejournalismblog.com
[1] paper.li
[1] myworkdayjobs.com

Top Domains in Tweet in G2:
[2] twitter.com

Top Domains in Tweet in G3:
[52] datajournalism.com
[1] firstdraftnews.org
[1] gijn.org

Top Domains in Tweet in G4:
[10] gijn.org
[4] twitter.com
[3] euronews.com
[2] storybench.org
[1] utexas.edu
[1] propublica.org

Top Domains in Tweet in G5:
[12] twitter.com
[1] forms.gle
[1] dataphyte.com
[1] i79media.com

Top Domains in Tweet in G6:
[16] twitter.com
[5] datajournalism.com
[2] tweetedtimes.com
[1] openchabab.com
[1] dlvr.it
[1] spotify.com
[1] withgoogle.com
[1] feedburner.com
[1] dailytrust.com
[1] deploythedata.com

Top Domains in Tweet in G7:
[4] datajournalism.com

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[10] towardsdatascience.com
[6] 5w-consulting.com
[4] websystemer.no
[4] twitter.com
[3] ijnet.org
[3] paper.li
[2] 5wgraphics.com

Top Domains in Tweet in G10:
[1] datajournalism.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[250] datajournalism
[64] dataviz
[58] affcameroon
[36] infographics
[33] data
[30] ddj
[30] factchecking
[28] e2d3
[28] excel
[28] d3js



Top Hashtags in Tweet in G1:
[29] datajournalism
[12] dataviz
[10] journalists
[9] osint
[8] ai
[8] journalism
[5] datajournalists
[5] covid19
[4] ddj
[4] security

Top Hashtags in Tweet in G2:
[1] nisonline2020
[1] read

Top Hashtags in Tweet in G3:
[1] datajournalism

Top Hashtags in Tweet in G4:
[51] datajournalism
[3] dataviz
[2] covid19
[1] data
[1] numbers
[1] statistics
[1] story
[1] idea
[1] security
[1] coronavirus

Top Hashtags in Tweet in G5:
[26] datajournalism
[10] training
[9] thursdaymotivation
[5] dataphyte
[2] ondodecides2020
[2] nnpc
[1] ondo
[1] election2020
[1] ondoguber
[1] thursdaythoughts

Top Hashtags in Tweet in G6:
[22] datajournalism
[3] verificationhandbook
[2] datascience
[2] journalism
[1] omarradi
[1] machinelearning
[1] unitednations
[1] kommunikation
[1] visualisierung
[1] disinformation

Top Hashtags in Tweet in G7:
[6] osint
[1] journalism

Top Hashtags in Tweet in G8:
[58] affcameroon
[30] factchecking
[21] datajournalism
[15] defyhatenow
[15] hatefreecameroon
[9] medialiteracy
[9] peacebuilding
[5] disinformation
[4] definition
[4] consolidationdelapaix

Top Hashtags in Tweet in G9:
[18] datajournalism
[11] machinelearning
[10] dataviz
[10] datavisualization
[8] infographics
[8] motiongraphics
[8] informationdesign
[6] digitalmarketing
[5] datascience
[4] linearregression

Top Hashtags in Tweet in G10:
[2] datajournalism
[1] dataviz
[1] security
[1] nisonline2020

Top Words
Top Words in Tweet in Entire Graph:
[250] #datajournalism
[195] datajournalism
[167] free
[139] data
[126] journalism
[104] download
[103] handbooks
[95] available
[86] datatheism
[85] popular

Top Words in Tweet in G1:
[117] datajournalism
[68] donie
[45] facebook
[45] fake
[35] spoiler
[34] o'sullivan
[34] confirmed
[34] biggest
[34] black
[34] lives

Top Words in Tweet in G2:
[79] popular
[79] demand
[79] journalism
[79] handbooks
[79] available
[79] pdfs
[79] free
[79] download
[79] brush
[78] datatheism

Top Words in Tweet in G3:
[68] janelytv
[67] anyway
[47] plz
[47] newsrooms
[47] ready
[47] disinfo
[47] legit
[47] free
[47] training
[47] resources

Top Words in Tweet in G4:
[54] paulbradshaw
[51] #datajournalism
[47] datajournalism
[40] read
[40] used
[39] here's
[39] nice
[39] sunday
[39] analysed
[39] 100

Top Words in Tweet in G5:
[71] dataphyte
[50] data
[34] live
[33] nnpc
[27] virtual
[26] journalists
[26] #datajournalism
[24] 2018
[22] understanding
[21] training

Top Words in Tweet in G6:
[22] #datajournalism
[7] data
[4] re
[3] time
[3] #verificationhandbook
[3] day
[3] see
[2] take
[2] awesome
[2] more

Top Words in Tweet in G7:
[22] free
[18] online
[15] media
[13] verification
[13] handbook
[13] disinformation
[13] manipulation
[13] avialable
[13] craigsilverman
[7] available

Top Words in Tweet in G8:
[57] #affcameroon
[41] defyhatenowwca
[30] #factchecking
[21] #datajournalism
[19] checking
[18] fact
[17] fellows
[15] #defyhatenow
[15] #hatefreecameroon
[12] thème

Top Words in Tweet in G9:
[22] data
[18] #datajournalism
[11] 5w
[11] #machinelearning
[10] depth
[10] analysis
[10] sustainable
[10] development
[10] goals
[10] progress

Top Words in Tweet in G10:
[3] datajournalism
[3] ejcnet
[2] #datajournalism
[2] download
[2] handbooks
[2] journalism
[2] европейский
[2] центр
[2] журналистики
[2] выпустил

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[85] popular,demand
[85] demand,journalism
[85] journalism,handbooks
[85] handbooks,available
[85] available,pdfs
[85] pdfs,free
[85] free,download
[85] download,brush
[84] datatheism,popular
[84] brush,#verificati

Top Word Pairs in Tweet in G1:
[34] donie,o'sullivan
[34] o'sullivan,donie
[34] donie,confirmed
[34] confirmed,biggest
[34] biggest,black
[34] black,lives
[34] lives,matter
[34] matter,facebook
[34] facebook,fake
[34] fake,spoiler

Top Word Pairs in Tweet in G2:
[79] popular,demand
[79] demand,journalism
[79] journalism,handbooks
[79] handbooks,available
[79] available,pdfs
[79] pdfs,free
[79] free,download
[79] download,brush
[78] datatheism,popular
[78] brush,#verificati

Top Word Pairs in Tweet in G3:
[65] janelytv,anyway
[47] anyway,plz
[47] plz,newsrooms
[47] newsrooms,ready
[47] ready,disinfo
[47] disinfo,legit
[47] legit,free
[47] free,training
[47] training,resources
[46] resources,ht

Top Word Pairs in Tweet in G4:
[39] datajournalism,here's
[39] here's,nice
[39] nice,sunday
[39] sunday,read
[39] read,paulbradshaw
[39] paulbradshaw,analysed
[39] analysed,100
[39] 100,pieces
[39] pieces,#datajournalism
[39] #datajournalism,come

Top Word Pairs in Tweet in G5:
[27] live,virtual
[22] understanding,nnpc
[21] virtual,training
[21] training,understanding
[20] nnpc,2018
[16] hey,campus
[16] campus,journalists
[16] journalists,add
[16] add,#datajournalism
[16] #datajournalism,skill

Top Word Pairs in Tweet in G6:
[2] #datajournalism,#verificationhandbook
[2] see,more
[2] periodismo,datos
[2] datos,#datajournalism

Top Word Pairs in Tweet in G7:
[13] verification,handbook
[13] handbook,disinformation
[13] disinformation,media
[13] media,manipulation
[13] manipulation,online
[13] online,avialable
[13] avialable,free
[12] craigsilverman,verification
[5] really,powerful
[5] powerful,#osint

Top Word Pairs in Tweet in G8:
[18] fact,checking
[16] #affcameroon,#factchecking
[15] defyhatenowwca,#affcameroon
[11] #defyhatenow,#affcameroon
[10] #factchecking,#datajournalism
[9] #affcameroon,fellows
[9] #factchecking,#medialiteracy
[9] #medialiteracy,#datajournalism
[9] #datajournalism,#peacebuilding
[9] #peacebuilding,#hatefreecameroon

Top Word Pairs in Tweet in G9:
[10] depth,analysis
[10] analysis,sustainable
[10] sustainable,development
[10] development,goals
[10] goals,progress
[10] progress,using
[10] using,data
[10] data,science
[10] #dataviz,#datavisualization
[9] founders,award

Top Word Pairs in Tweet in G10:
[2] европейский,центр
[2] центр,журналистики
[2] журналистики,ejcnet
[2] ejcnet,выпустил
[2] выпустил,новейшее
[2] новейшее,издание
[2] издание,справочника
[2] справочника,по
[2] по,проверке
[2] проверке,дезинформация

Top Replied-To
Top Replied-To in Entire Graph:
@datajournalism
@holden
@jayangbayi
@gregflynn
@pboudrye
@msnbc
@margymaclibrary
@nos
@code4africa
@xan_guindan

Top Replied-To in G1:
@gregflynn
@pboudrye
@datajournalism
@chiquiesteban

Top Replied-To in G3:
@holden
@suzyanalyst1
@plcnarrativestr

Top Replied-To in G4:
@datajournalism
@atomless

Top Replied-To in G5:
@jayangbayi
@code4africa

Top Replied-To in G7:
@margymaclibrary
@datatheism

Top Replied-To in G8:
@julieowono
@adisicameroun
@balkissaide

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@datatheism
@janelytv
@dataphyte
@paulbradshaw
@defyhatenowwca
@donie
@e2d3org
@craigsilverman
@planetlabs

Top Mentioned in G1:
@datajournalism
@donie
@aravosis
@kaytdavies
@global_witness
@craigsilverman
@janelytv
@abmakulec
@datavizsociety
@unocha

Top Mentioned in G2:
@datatheism
@ejcnet
@datajournalism
@donie

Top Mentioned in G3:
@janelytv
@katestarbird
@datajournalism
@bostonjoan
@donie
@holden

Top Mentioned in G4:
@paulbradshaw
@datajournalism
@gijn
@storybench
@bcujournalism
@laurathejourno
@mjfrigaard
@utknightcenter
@datassist
@lennymartinezd

Top Mentioned in G5:
@dataphyte
@jayangbayi
@nnpcgroup
@mkkyari

Top Mentioned in G7:
@craigsilverman
@datajournalism
@louis_grn_
@datatheism
@janelytv
@konstantkaos
@kayoddone
@aliaschools
@donie
@googleads

Top Mentioned in G8:
@defyhatenowwca
@mougendi
@unescoyaounde
@ngaladesmond
@ndefrumelanie
@adisicameroun
@honorable_nath
@frankywilly
@valdezonanina

Top Mentioned in G9:
@mcqubit
@quecomunicas
@juanvelasco
@websystemer
@unown45933346
@dangelstory
@chartbeat
@5winfographics
@mcx83
@jamesrbuk

Top Mentioned in G10:
@datajournalism
@ejcnet
@datatheism
@openmediahubru
@delta_alliances
@globaljourn
@isetnepal
@cijnepal
@oxciej
@bellingcat

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@mharvey816
@lizditz
@taieb_bot
@rebellegrrl
@llama_strudel
@hardcor_barra
@m5b1tch
@nytimes
@dwatchnews

Top Tweeters in G1:
@hardcor_barra
@m5b1tch
@lindakws1
@sagehillfarms
@turntxblue18
@kas_stoner
@dbhellmd
@ushadrons
@wearagdmask
@jayeshmthakur

Top Tweeters in G2:
@sound_of_sirens
@readywriting
@xperienced_
@jaguimera
@jennhoegg
@owenboswarva
@corinne_podger
@3pointedit
@adders
@leowmjw

Top Tweeters in G3:
@mharvey816
@lizditz
@rebellegrrl
@llama_strudel
@masky_jay_hoody
@xeni
@ljohn44
@lilith_sees
@wayward_killjoy
@jimprall

Top Tweeters in G4:
@dwatchnews
@albertocairo
@badlibrarian
@propublica
@atomless
@paulbradshaw
@danbri
@eads
@liliasaul
@suhnyllakler

Top Tweeters in G5:
@akorive001
@mapmediang
@buchionyegbule
@jefeblack
@iam_yahayaym
@marketplaces247
@lotufodunrin
@walexmanu
@sirmhuel007
@nucjpro

Top Tweeters in G6:
@andreaspinopico
@magdaabufadil
@stann2
@datapronetwork
@monicasonica
@elizabethrenter
@twallack
@momsfourthchild
@lolobobo
@xanthi_nea

Top Tweeters in G7:
@websecurityit
@rdsweb
@racheliswinning
@tamihalcomb
@bradmoreso
@bopuc
@googleads
@craigsilverman
@reinhardwitiak
@mblancolara

Top Tweeters in G8:
@mougendi
@petit_ecolier
@julieowono
@unesco
@africacheck
@doualanow
@frankywilly
@asitchoma
@honorable_nath
@nelsonkwaje

Top Tweeters in G9:
@thecuriousluke
@hubofml
@techtrendingnow
@datasciencebot_
@jamesrbuk
@fabriciosx
@websystemer
@negarmortazavi
@prugelmeister
@dangelstory

Top Tweeters in G10:
@i_journalism
@bellingcat
@ejcnet
@teriin
@ienearth
@globaljourn
@googlenewsinit
@oxciej
@clinic4journos
@unohrlls


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.