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datajournalism_2022-08-15_10-00-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
datajournalism via NodeXL https://bit.ly/3JZaECY
@datajournalism
@ukrlanana
@learntocheck
@oloyenaija1
@mediahackza
@iradespoir
@jayangbayi
@gijnru
@africa_datahub
@gijn

Top hashtags:
#datajournalism
#dataviz
#ddj
#data
#datascience
#bigdata
#opendata
#bi

Description:
Description
The graph represents a network of 426 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, 15 August 2022 at 17:00 UTC.

The requested start date was Monday, 15 August 2022 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 13-day, 7-hour, 34-minute period from Monday, 01 August 2022 at 07:34 UTC to Sunday, 14 August 2022 at 15:09 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 : 426
Unique Edges : 303
Edges With Duplicates : 778
Total Edges : 1081
Number of Edge Types : 5
Tweet : 85
Retweet : 269
MentionsInRetweet : 404
Mentions : 299
Replies to : 24
Self-Loops : 91
Reciprocated Vertex Pair Ratio : 0.0450281425891182
Reciprocated Edge Ratio : 0.0861759425493716
Connected Components : 58
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 168
Maximum Edges in a Connected Component : 575
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.968446
Graph Density : 0.00307649820491577
Modularity : 0.467675
NodeXL Version : 1.0.1.503
Data Import : The graph represents a network of 426 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, 15 August 2022 at 17:00 UTC.

The requested start date was Monday, 15 August 2022 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 13-day, 7-hour, 34-minute period from Monday, 01 August 2022 at 07:34 UTC to Sunday, 14 August 2022 at 15:09 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:
[15] https://nrch.de/scicar2022
[9] https://www.youtube.com/watch?v=jDpiYodNp5U

[9] https://journalismcourses.org/coursecat/self-directed-courses/
[7] https://datajournalism.com/read/handbook/verification-3
[7] http://verificationhandbook.com/book2/chapter1.php
[6] https://www.tiktok.com/@mediahackza/
[5] https://gijn.org/2022/08/05/data-journalism-top-10-vehicle-data-privacy-formula-one-history-indias-extrajudicial-killings-losing-your-cool/
[3] https://www.datasketch.co/newsletter/data-journalism/issue-17-data-driven-climate-action/
[2] https://medium.com/warning-graphic-content/12-august-2022-175d65c5ccc7
[2] https://medium.com/warning-graphic-content/5-august-2022-f453481b7d78

Top URLs in Tweet in G1:
[2] https://datajournalism.com/read/blog/the-essential-data-journalism-book-list-for-this-summer
[2] https://www.festivalglocal.it/bando-premio-data-journalism/
[2] https://twitter.com/datajournalism/status/1555155938046255105
[1] https://datajournalism.com/read/newsletters/innovative-storytelling-for-war-coverage
[1] https://datajournalism.com/read/handbook/verification-3
[1] https://boards.greenhouse.io/axios/jobs/4415684
[1] https://twitter.com/EULawDataPubs/status/1553727186276073472
[1] https://us13.campaign-archive.com/?u=6d0e0f41c3f080faa26e03822&id=50b5a004e7
[1] https://edition.cnn.com/interactive/2022/07/world/most-threatened-flight-path-c2e-spc/
[1] https://twitter.com/outlierafrica/status/1545832659313721346

Top URLs in Tweet in G2:
[2] https://medium.com/warning-graphic-content/12-august-2022-175d65c5ccc7
[2] https://medium.com/warning-graphic-content/5-august-2022-f453481b7d78

Top URLs in Tweet in G3:
[14] https://nrch.de/scicar2022
[1] https://nrch.de/2r

Top URLs in Tweet in G4:
[6] https://www.tiktok.com/@mediahackza/
[2] https://www.africadatahub.org/training/the-fundamentals-of-data-journalism
[1] https://inside.mediahack.co.za/data-journalism-tools-and-resources-8df1c3d96c13
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Finside.mediahack.co.za%2Fdata-journalism-tools-and-resources-8df1c3d96c13%3Fsource%3Dsocial.tw
[1] https://jamlab.africa/behind-africas-data-journalism-boom/
[1] https://www.africadatahub.org/opportunities/adh-community-journalism-fellowship
[1] https://docs.google.com/forms/d/e/1FAIpQLSeeRHzA2lLCzC2tgNIFmEek7Yt-ToVvVWo5yNdAFwK0I_p9cA/viewform
[1] https://www.africadatahub.org/fellows
[1] https://thenationonlineng.net/investigation-untold-story-of-nigerias-oil-producing-communities-battling-poor-health-system/
[1] https://newsletter.theoutlier.co.za/

Top URLs in Tweet in G5:
[2] https://datajournalism.com/read/longreads/how-to-save-data-journalism
[1] https://datajournalism.com/read/newsletters/apis-for-journalism
[1] https://www.journaliststoolbox.org/2022/08/15/online_journalism/
[1] https://www.journaliststoolbox.org/2022/08/07/mapping-and-geocoding-tools/
[1] https://www.journaliststoolbox.org/2022/08/06/find-scrape-and-clean-data/
[1] https://www.journaliststoolbox.org/category/investigative/
[1] https://twitter.com/punchupworld/status/1554444404387110912
[1] https://www.realtor.com/news/trends/days-on-market-where-homes-selling-the-fastest-and-slowest/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.gazzetta.gr/plus/2139283/programma-metaptyhiakon-spoydon-psifiaka-mesa-epikoinonias-kai-periballonta
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fwhy-a-data-scientist-needs-to-also-be-a-storyteller-89b4636cb83

Top URLs in Tweet in G6:
[1] https://opendatascience.com/12-excellent-datasets-for-data-visualization-in-2022/
[1] https://nrch.de/scicar2022

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1555657945123373059

Top URLs in Tweet in G9:
[1] https://www.africadatahub.org/fellows

Top URLs in Tweet in G10:
[1] https://stibee.com/api/v1.0/emails/share/6YDARnzwdgHSh7Q8IXXPTpKSjUrSiTY=
[1] https://stibee.com/api/v1.0/emails/share/KDwcIvRB_osXxa7927TYrsixvyCksEE=
[1] https://stibee.com/api/v1.0/emails/share/NeBgQl-V2okoSd1LihEvUnUS-UA9VA0=

Top Domains
Top Domains in Tweet in Entire Graph:
[22] twitter.com
[17] datajournalism.com
[16] nrch.de
[12] youtube.com
[9] gijn.org
[9] journalismcourses.org
[7] medium.com
[7] verificationhandbook.com
[6] tiktok.com
[5] africadatahub.org

Top Domains in Tweet in G1:
[7] twitter.com
[4] datajournalism.com
[2] festivalglocal.it
[1] greenhouse.io
[1] campaign-archive.com
[1] cnn.com
[1] google.com
[1] newsimpact.io
[1] centerforhealthjournalism.org
[1] youtube.com

Top Domains in Tweet in G2:
[4] medium.com

Top Domains in Tweet in G3:
[15] nrch.de

Top Domains in Tweet in G4:
[6] tiktok.com
[4] africadatahub.org
[2] co.za
[1] medium.com
[1] jamlab.africa
[1] google.com
[1] thenationonlineng.net
[1] twitter.com

Top Domains in Tweet in G5:
[6] twitter.com
[4] datajournalism.com
[4] journaliststoolbox.org
[1] realtor.com
[1] gazzetta.gr
[1] medium.com
[1] co.uk
[1] gijn.org
[1] gov.tr
[1] journalistfonden.se

Top Domains in Tweet in G6:
[1] opendatascience.com
[1] nrch.de

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

Top Domains in Tweet in G9:
[1] africadatahub.org

Top Domains in Tweet in G10:
[3] stibee.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[199] datajournalism
[50] dataviz
[33] ddj
[28] data
[27] datascience
[21] bigdata
[20] opendata
[19] bi
[16] verification
[12] 인구절벽



Top Hashtags in Tweet in G1:
[36] datajournalism
[16] verification
[14] data
[7] ddj
[7] journojobs
[7] dataviz
[4] eudatathon
[1] podcast
[1] opendata
[1] ascj

Top Hashtags in Tweet in G2:
[8] dataviz
[8] data
[8] ddj
[8] datajournalism

Top Hashtags in Tweet in G3:
[8] datajournalism
[5] python
[4] datascience
[3] ddj
[1] datenjournalismus
[1] opendata
[1] bigdata
[1] dataviz
[1] bi
[1] programming

Top Hashtags in Tweet in G4:
[37] datajournalism
[3] journalism
[3] africa
[3] apply
[2] nigeria
[2] fellowship
[2] adhfellow
[1] ddj
[1] journalismfellowship
[1] retweet

Top Hashtags in Tweet in G5:
[19] datajournalism
[2] investigativereporting
[2] dataviz
[2] datascience
[1] datastorytelling
[1] trends
[1] daysonmarket
[1] homebuying
[1] homeselling
[1] master

Top Hashtags in Tweet in G6:
[18] opendata
[18] bigdata
[18] datascience
[18] dataviz
[18] bi
[1] datastorytelling
[1] dataliteracy
[1] datafluency
[1] insightsdiscovery
[1] datajournalism

Top Hashtags in Tweet in G8:
[1] journalism
[1] data
[1] datajournalism
[1] inec
[1] elections2022
[1] cvr

Top Hashtags in Tweet in G9:
[2] datajournalism
[2] adhfellows
[2] adhfellow
[1] journalism
[1] fellowship

Top Hashtags in Tweet in G10:
[12] 인구절벽
[8] datajournalism
[7] 마부뉴스
[7] dataviz
[1] 우유
[1] 대체우유
[1] 마부뉴욤
[1] 뉴욤레터
[1] 제작비하인드
[1] 데이터저널리즘

Top Words
Top Words in Tweet in Entire Graph:
[199] #datajournalism
[124] data
[86] datajournalism
[64] ì
[55] ë
[50] #dataviz
[50] journalism
[43] more
[41] mediahackza
[41] check

Top Words in Tweet in G1:
[59] datajournalism
[36] #datajournalism
[24] free
[23] handbooks
[22] check
[20] one
[20] interested
[18] data
[18] looking
[17] please

Top Words in Tweet in G2:
[8] week's
[8] #dataviz
[8] #data
[8] #ddj
[8] #datajournalism
[8] etc
[4] warninggraphicc
[4] links
[4] include
[4] bbgvisualdata

Top Words in Tweet in G3:
[25] scicar
[22] scicarde
[14] gibt
[13] programm
[13] diesjährigen
[13] online
[13] alle
[13] infos
[13] freuen
[12] keynote

Top Words in Tweet in G4:
[39] mediahackza
[37] #datajournalism
[26] training
[20] register
[20] africa_datahub's
[20] support
[20] august
[18] šð
[16] data
[16] septeâ

Top Words in Tweet in G5:
[21] î
[19] #datajournalism
[8] ªà
[6] data
[6] র
[5] âž
[4] ত
[4] ব
[4] ÿà
[3] check

Top Words in Tweet in G6:
[18] 12
[18] excellent
[18] datasets
[18] data
[18] visualization
[18] 2022
[18] odsc
[18] #opendata
[18] #bigdata
[18] #datascience

Top Words in Tweet in G7:
[7] dw_gmf
[7] globalnews
[7] ejcnet
[7] icfj
[7] datajournalism
[7] euromaidanpress
[7] guardiannews
[7] guardian
[7] reuters
[6] reutersworld

Top Words in Tweet in G8:
[19] tried
[19] hands
[19] data
[19] provided
[19] independent
[19] national
[19] electoral
[19] commission
[19] inec
[19] nigeria

Top Words in Tweet in G9:
[7] data
[6] oloyenaija1
[6] africa_datahub
[4] datajournalism
[3] datalead_africa
[3] ourworldindata
[3] opencitieslabza
[3] mra_nigeria
[3] training
[3] support

Top Words in Tweet in G10:
[41] ì
[39] ë
[26] 인구
[23] sbsdataj
[22] 인구가
[15] ìš
[14] 처음으로
[13] 뉴스레터
[13] 보러가기
[12] #인구절벽

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] data,journalism
[21] data,visualization
[21] register,africa_datahub's
[21] africa_datahub's,#datajournalism
[21] #datajournalism,training
[21] training,support
[21] support,mediahackza
[21] mediahackza,august
[20] #ddj,#datajournalism
[20] self,directed

Top Word Pairs in Tweet in G1:
[16] those,interested
[16] interested,getting
[16] getting,#datajournalism
[16] #datajournalism,#verification
[16] #verification,please
[16] please,check
[16] check,handbooks
[16] handbooks,provided
[16] provided,free
[15] datajournalism,those

Top Word Pairs in Tweet in G2:
[8] #ddj,#datajournalism
[8] #datajournalism,etc
[6] week's,#dataviz
[6] #dataviz,#data
[6] #data,#ddj
[4] warninggraphicc,week's
[4] etc,links
[4] links,include
[4] etc,newsletter
[2] include,skynews

Top Word Pairs in Tweet in G3:
[13] programm,diesjährigen
[13] diesjährigen,scicar
[13] scicar,online
[13] online,alle
[13] alle,infos
[13] infos,gibt
[13] gibt,freuen
[12] scicarde,programm
[10] two,weeks
[10] weeks,left

Top Word Pairs in Tweet in G4:
[20] register,africa_datahub's
[20] africa_datahub's,#datajournalism
[20] #datajournalism,training
[20] training,support
[20] support,mediahackza
[20] mediahackza,august
[18] šð,register
[16] august,septeâ
[14] data,journalism
[12] mediahackza,šð

Top Word Pairs in Tweet in G5:
[16] î,î
[4] ªà,ªà
[3] î,îµï
[2] check,#datajournalism
[2] #datajournalism,#investigativereporting
[2] #investigativereporting,resources
[2] resources,spjâ
[2] spjâ,journalistâ
[2] journalistâ,toolbox
[2] toolbox,âž

Top Word Pairs in Tweet in G6:
[18] 12,excellent
[18] excellent,datasets
[18] datasets,data
[18] data,visualization
[18] visualization,2022
[18] 2022,odsc
[18] odsc,#opendata
[18] #opendata,#bigdata
[18] #bigdata,#datascience
[18] #datascience,#dataviz

Top Word Pairs in Tweet in G7:
[7] dw_gmf,globalnews
[7] globalnews,ejcnet
[7] ejcnet,icfj
[7] icfj,datajournalism
[7] datajournalism,euromaidanpress
[7] euromaidanpress,guardiannews
[7] guardiannews,guardian
[7] guardian,reuters
[6] reuters,reutersworld
[6] reutersworld,cnnbrk

Top Word Pairs in Tweet in G8:
[19] tried,hands
[19] hands,data
[19] data,provided
[19] provided,independent
[19] independent,national
[19] national,electoral
[19] electoral,commission
[19] commission,inec
[19] inec,nigeria
[19] nigeria,number

Top Word Pairs in Tweet in G9:
[3] africa_datahub,datalead_africa
[3] datalead_africa,datajournalism
[3] datajournalism,ourworldindata
[3] ourworldindata,opencitieslabza
[3] opencitieslabza,mra_nigeria
[3] data,stories
[2] oloyenaija1,africa_datahub
[2] mra_nigeria,congratulations
[2] glad,part
[2] part,#adhfellows

Top Word Pairs in Tweet in G10:
[13] 뉴스레터,보러가기
[12] ë,ì
[11] 72년,만에
[11] 만에,우리나라
[11] 우리나라,인구가
[11] 인구가,처음으로
[11] 처음으로,감소했다고
[11] 감소했다고,합니다
[11] 합니다,인구
[11] 인구,감소

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@mediahackza
@africa_datahub
@scicarde
@sbsdataj
@odsc
@kirkdborne
@tosinoluwalowo
@ejcnet
@cnn

Top Mentioned in G1:
@datajournalism
@ejcnet
@axios
@cnn
@reportinghealth
@chrishendel
@data4sdgs
@uscannenberg
@sci_newsfeed
@eu_opendata

Top Mentioned in G2:
@warninggraphicc
@bbgvisualdata
@skynews
@newstatesman
@nichferris
@ftdata
@nprviz
@resfoundation
@pewresearch

Top Mentioned in G3:
@scicarde
@dangerscarf
@ingridcobben
@nrecherche
@tu_dortmund
@wpk_daily
@smc_germany
@violapriesemann
@kirkdborne
@odsc

Top Mentioned in G4:
@mediahackza
@africa_datahub
@teganbedser
@datajournalism
@outlie
@alastairotter
@fritzgnad
@outlierafrica
@kekanaezekiel
@jamlabafrica

Top Mentioned in G5:
@spj_tweets

Top Mentioned in G6:
@odsc
@kirkdborne
@scicarde

Top Mentioned in G7:
@globalnews
@ejcnet
@icfj
@datajournalism
@euromaidanpress
@guardiannews
@guardian
@reuters
@dw_gmf
@reutersworld

Top Mentioned in G8:
@tosinoluwalowo

Top Mentioned in G9:
@africa_datahub
@datajournalism
@oloyenaija1
@datalead_africa
@ourworldindata
@opencitieslabza
@mra_nigeria
@transfatfreeng
@cappafrica
@incubatorghai

Top Mentioned in G10:
@sbsdataj

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@reuters
@rahul05ranjan
@guardian
@goaidev
@humbertozamorar
@godfrey_g_
@skynews
@nytimes
@washingtonpost

Top Tweeters in G1:
@cnn
@financialtimes
@margymaclibrary
@axios
@alexisolivo
@chrishendel
@sanjaydhumieres
@charliebeckett
@spotify
@gianlucamezzo

Top Tweeters in G2:
@skynews
@nzstuff
@newstatesman
@pewresearch
@sciam
@upshotnyt
@resfoundation
@lawfareblog
@cholten99
@undertheraedar

Top Tweeters in G3:
@fabriciosx
@rahul05ranjan
@bob_gamedev
@danieldrepper
@akademie_abp
@wpk_daily
@stollovo
@chelm
@dangerscarf
@nrecherche

Top Tweeters in G4:
@tonybeamish
@skatiq3
@kekanaezekiel
@patburd
@seh_waluchio
@alastairotter
@rajeev_the_king
@jamlabafrica
@gabriel_seeber
@fritzgnad

Top Tweeters in G5:
@estherschindler
@ojour_de
@spj_tweets
@davepenny47
@thedssourav
@ramarsontrichy
@ggonjourney
@gijnbangla
@leo_wallentin
@stcharlesbw

Top Tweeters in G6:
@datasciencebot_
@kirkdborne
@odsc
@ggera
@mjanjatinny
@clrodriguezn
@zaplanmarco
@folobritiko
@victorbravodcb
@muda_mushab

Top Tweeters in G7:
@reuters
@guardian
@nytimes
@washingtonpost
@abc
@wsj
@nbcnews
@guardiannews
@globalnews
@reutersworld

Top Tweeters in G8:
@aubrey_etj___
@edweenstevens
@taiwoalabiho2
@andy_dangeross
@segun_odunayo
@kelvinekerete
@aynigeria_
@lotufodunrin
@deborahtoluwase
@eddiemontana411

Top Tweeters in G9:
@nighealthwatch
@mra_nigeria
@biodun_alao
@daradiogeneral
@ajalasamuelakin
@oloyenaija1
@d
@hreporters
@dataphyte
@wahabakinbayo

Top Tweeters in G10:
@southstep
@pieforkbrunch
@studioego
@skyjets_
@dalcrose
@crane4306
@0119pm_am
@aisararun
@dreamoftherune
@gogoj2