datajournalism, Twitter, 5/11/2021 12:34:26 AM, 254581


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datajournalism_2021-05-10_09-18-42.xlsx
datajournalism_2021-05-10_09-18-42.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 11, 2021
Short Description:
datajournalism via NodeXL https://bit.ly/3y1TfDe
@datajournalism
@data4change
@smfrogers
@sigmaawards
@arenahousing
@blackstembot
@margymaclibrary
@pollicyorg
@albertocairo
@edjnet

Top hashtags:
#datajournalism
#dataresearch
#data
#ddj
#dataviz
#sigmas21
#datascience

Description:
Description
The graph represents a network of 717 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, 10 May 2021 at 16:19 UTC.

The requested start date was Monday, 10 May 2021 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, 18-hour, 40-minute period from Monday, 26 April 2021 at 00:41 UTC to Sunday, 09 May 2021 at 19:21 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 : 588
Edges With Duplicates : 1079
Total Edges : 1667
Number of Edge Types : 5
Retweet : 484
MentionsInRetweet : 792
Tweet : 114
Mentions : 246
Replies to : 31
Self-Loops : 120
Reciprocated Vertex Pair Ratio : 0.032719836400818
Reciprocated Edge Ratio : 0.0633663366336634
Connected Components : 85
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 451
Maximum Edges in a Connected Component : 1206
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.478043
Graph Density : 0.00196738427495072
Modularity : 0.536275
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 717 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, 10 May 2021 at 16:19 UTC.

The requested start date was Monday, 10 May 2021 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, 18-hour, 40-minute period from Monday, 26 April 2021 at 00:41 UTC to Sunday, 09 May 2021 at 19:21 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:
[10] https://datajournalism.com/
[5] http://www.verigazeteciligi.com/sigma-veri-gazeteciligi-odulleri-kisa-listesi-bu-cuma-aciklaniyor/
[5] https://anchor.fm/ddjpodcast
[5] https://journalismcourses.org/coursecat/self-directed-courses/
[4] https://twitter.com/datajournalism/status/1386565511304077313
[4] https://kress.de/news/detail/beitrag/147324-job-des-tages-ippen-digital-sucht-einen-datenjournalisten-mwd-in-muenchen.html
[4] https://twitter.com/smfrogers/status/1387075314883383297
[3] https://gijn.org/tools-for-scraping-cleaning-and-prepping-data/
[3] https://discord.com/invite/kGE6DPqye2
[3] https://datajournalism.com/read/longreads/the-promise-of-wikidata

Top URLs in Tweet in G1:
[5] https://datajournalism.com/
[3] https://discord.com/invite/kGE6DPqye2
[2] https://datajournalism.com/read/newsletters/tackling-quantitative-imperialism
[1] https://twitter.com/i/web/status/1387766185928937478
[1] https://artsexperiments.withgoogle.com/art-emotions-map/
[1] https://twitter.com/i/web/status/1386933296769163264
[1] https://discord.com/invite/EPBVYHvfGy
[1] https://twitter.com/i/web/status/1388030957194825729
[1] https://twitter.com/i/web/status/1388400803673776128
[1] https://ig.ft.com/coronavirus-global-data/?utm_content=buffer722f2&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial

Top URLs in Tweet in G2:
[5] http://www.verigazeteciligi.com/sigma-veri-gazeteciligi-odulleri-kisa-listesi-bu-cuma-aciklaniyor/
[5] https://anchor.fm/ddjpodcast
[4] https://twitter.com/smfrogers/status/1387075314883383297
[3] https://simonrogers.net/2021/04/26/introducing-the-data-journalism-podcast/amp/
[2] https://datajournalism.com/read/longreads/data-visualisation-by-hand
[1] https://sigmaawards.org/justina-asishana/
[1] https://sigmaawards.org/slack/
[1] https://twitter.com/i/web/status/1389808709262626816
[1] https://twitter.com/i/web/status/1389810312291958786
[1] https://twitter.com/i/web/status/1389810313990660098

Top URLs in Tweet in G3:
[2] https://www.data4chan.ge/senior-data-researcher
[2] https://www.data4chan.ge/we-are-hiring
[1] https://www.data4chan.ge/data-associate
[1] https://www.facebook.com/events/136994698371682/?active_tab=discussion
[1] https://twitter.com/cgpgiornalismo/status/1380442515803881477

Top URLs in Tweet in G4:
[1] https://ijnet.org/en/opportunity/program-focuses-religion-reporting-nigeria-sudan
[1] https://twitter.com/UnequalScenes/status/1389232907894411265
[1] https://pollicy.medium.com/heres-how-to-break-into-data-journalism-a-journalist-s-perspective-f80fba982083
[1] https://mailchi.mp/aec6e92ea54a/what-happened-at-datafestkampala-our-april-roundup
[1] https://twitter.com/i/web/status/1387678768144293895
[1] https://m.soundcloud.com/user-963336216/flooding-of-lake-victoria-a-double-tragedy-amidst-covid-19
[1] https://twitter.com/i/web/status/1388063727677804544
[1] https://twitter.com/i/web/status/1386628862327595011

Top URLs in Tweet in G5:
[3] https://datajournalism.com/
[2] https://datajournalism.com/read/longreads/the-promise-of-wikidata
[1] https://twitter.com/i/web/status/1386708627587805188
[1] https://ddjural.ru
[1] https://twitter.com/i/web/status/1387031862544158723
[1] https://datajournalism.com/read/handbook/verification-3
[1] https://datajournalism.com/read/blog/5-micro-learning-data-journalism-communities
[1] https://news.kbs.co.kr/news/view.do?ncd=5172852
[1] https://news.kbs.co.kr/news/view.do?ncd=5170999
[1] https://soundcloud.com/datajournalism/episode-27-conversation-with-prof-deborah-stone-brandeis-university

Top URLs in Tweet in G6:
[1] https://gijn.org/2021/05/07/data-journalism-top-10-covids-psychic-numbing-disappearing-glaciers-chemical-weapons-homeschooling-fatigue-basketballs-three-pointers/
[1] https://edjnet.github.io/tidywikidatar/
[1] https://gijn.org/2021/05/04/enquete-data-investigation-sdf-sans-abris-societe-britannique/
[1] https://www.europeandatajournalism.eu/fre/News/News-data/Quand-Bruxelles-veut-reduire-engrais-et-pesticides

Top URLs in Tweet in G8:
[1] https://datajournalism.com/read/handbook/verification-3/
[1] https://datajournalism.com/read/handbook/verification-3/investigating-disinformation-and-media-manipulation/investigating-disinformation
[1] https://twitter.com/i/web/status/1387065892186443781

Top URLs in Tweet in G9:
[1] https://twitter.com/mensaduncan/status/1390694698084442114

Top Domains
Top Domains in Tweet in Entire Graph:
[56] twitter.com
[31] datajournalism.com
[8] gijn.org
[6] data4chan.ge
[6] journalismcourses.org
[5] verigazeteciligi.com
[5] anchor.fm
[4] discord.com
[4] sigmaawards.org
[4] kress.de

Top Domains in Tweet in G1:
[9] datajournalism.com
[7] twitter.com
[4] discord.com
[2] co.uk
[1] withgoogle.com
[1] ft.com
[1] data4chan.ge
[1] theguardian.com
[1] dw.com
[1] malofiejgraphics.com

Top Domains in Tweet in G2:
[15] twitter.com
[5] verigazeteciligi.com
[5] anchor.fm
[4] sigmaawards.org
[4] datajournalism.com
[4] simonrogers.net

Top Domains in Tweet in G3:
[5] data4chan.ge
[1] facebook.com
[1] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] ijnet.org
[1] medium.com
[1] mailchi.mp
[1] soundcloud.com

Top Domains in Tweet in G5:
[10] twitter.com
[8] datajournalism.com
[3] gijn.org
[2] co.kr
[1] ddjural.ru
[1] soundcloud.com
[1] ac.uk
[1] originhope.com
[1] undark.org
[1] basedosdados.org

Top Domains in Tweet in G6:
[2] gijn.org
[1] github.io
[1] europeandatajournalism.eu

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

Top Domains in Tweet in G9:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[257] datajournalism
[92] dataresearch
[91] data
[71] ddj
[35] dataviz
[24] sigmas21
[16] datascience
[15] datafestkampala
[11] disabledbutnotdisqualified
[11] pwds



Top Hashtags in Tweet in G1:
[56] data
[39] datajournalism
[8] dataviz
[5] worldpressfreedomday
[4] openday
[2] podcast
[2] datajournalists
[2] periodismodedatos
[1] covid19
[1] ddj

Top Hashtags in Tweet in G2:
[44] ddj
[41] datajournalism
[24] sigmas21
[12] dataviz
[6] awjpfellow
[5] data
[5] infographics
[2] mustread
[2] osint
[1] portfolio

Top Hashtags in Tweet in G3:
[86] dataresearch
[16] data
[16] datajournalism
[11] datascience
[8] humanrights
[2] datajournalists

Top Hashtags in Tweet in G4:
[15] datafestkampala
[11] disabledbutnotdisqualified
[11] pwds
[11] unseeneyesunheardstories
[8] datajournalism
[6] drones
[6] ddj
[3] wanadata
[3] dataresearch
[1] investigativejournalism

Top Hashtags in Tweet in G5:
[23] datajournalism
[3] news
[2] 세계책의날
[2] 공공도서관
[2] 학교도서관
[2] kbs
[2] kbs뉴스
[2] kbs데이터저널리즘팀
[2] 인터랙티브
[2] carne

Top Hashtags in Tweet in G6:
[15] datajournalism
[3] ddj
[3] datajournalisme
[2] podcast
[2] dataviz
[1] rstats
[1] investigation
[1] makingof
[1] sdf
[1] uk

Top Hashtags in Tweet in G8:
[1] osint
[1] journalism

Top Hashtags in Tweet in G9:
[9] datajournalism
[6] ijournoafrica
[1] ghana

Top Hashtags in Tweet in G10:
[2] dataresearch
[2] datascience
[2] datajournalism
[1] data
[1] dataviz
[1] infographics

Top Words
Top Words in Tweet in Entire Graph:
[253] #datajournalism
[166] datajournalism
[132] data
[121] journalism
[100] work
[93] data4change
[92] #data
[92] #dataresearch
[90] people
[84] opportunities

Top Words in Tweet in G1:
[129] datajournalism
[57] interested
[56] #data
[45] journalism
[45] podcasts
[41] free
[40] digitaleu
[40] upgrading
[40] skills
[40] offers

Top Words in Tweet in G2:
[58] data
[49] journalism
[47] smfrogers
[47] podcast
[44] #ddj
[43] albertocairo
[41] #datajournalism
[35] sigmaawards
[30] shortlist
[26] started

Top Words in Tweet in G3:
[86] #dataresearch
[84] data4change
[84] work
[72] several
[72] opportunities
[70] we've
[70] lovely
[70] smart
[70] people
[68] hi

Top Words in Tweet in G4:
[26] data
[23] code4africa
[18] using
[15] #datafestkampala
[14] pollicyorg
[13] tell
[13] stories
[11] april
[11] newsletter
[11] #disabledbutnotdisqualified

Top Words in Tweet in G5:
[23] #datajournalism
[20] ন
[18] র
[16] য
[12] data
[12] ক
[10] ত
[10] ব
[9] ট
[8] দ

Top Words in Tweet in G6:
[15] #datajournalism
[8] edjnet
[7] voxeurop
[6] c'est
[5] take
[5] european
[5] balcanicaucaso
[4] thought
[4] advantage
[4] wealth

Top Words in Tweet in G7:
[2] scothousingnews
[2] zakrovnadglavom
[2] federationdal
[2] lobbycontrol
[2] rightohousing
[2] mietenwahnsinnb
[2] irishhousingnet

Top Words in Tweet in G8:
[17] craigsilverman
[17] verification
[17] handbook
[17] disinformation
[17] media
[17] manipulation
[17] online
[17] avialable
[17] free

Top Words in Tweet in G9:
[14] ijournoafrica
[9] #datajournalism
[7] benkoku
[7] jnyabor
[7] yawantwiowusu
[7] department
[7] communication
[7] studies
[7] university
[7] ghana

Top Words in Tweet in G10:
[11] próxima
[11] quarta
[11] feira
[11] às
[11] 19h
[11] eu
[11] tattiana
[11] vamos
[11] abrir
[11] canal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[79] several,opportunities
[74] we've,several
[74] opportunities,lovely
[74] lovely,smart
[74] smart,people
[74] people,#dataresearch
[72] hi,work
[72] work,we've
[71] data4change,hi
[70] data,journalism

Top Word Pairs in Tweet in G1:
[40] interested,upgrading
[40] upgrading,#data
[40] #data,journalism
[40] journalism,skills
[40] skills,datajournalism
[40] datajournalism,offers
[40] offers,free
[40] free,podcasts
[40] podcasts,courses
[40] courses,handbooks

Top Word Pairs in Tweet in G2:
[48] data,journalism
[40] journalism,podcast
[22] reveal,#sigmas21
[22] #sigmas21,shortlist
[22] friday,3pm
[21] 3pm,gmt
[21] news,albertocairo
[21] albertocairo,started
[21] started,data
[21] podcast,subscribe

Top Word Pairs in Tweet in G3:
[72] several,opportunities
[70] we've,several
[70] opportunities,lovely
[70] lovely,smart
[70] smart,people
[70] people,#dataresearch
[68] hi,work
[68] work,we've
[67] data4change,hi
[66] #dataresearch,#datajou

Top Word Pairs in Tweet in G4:
[11] april,newsletter
[11] newsletter,#datafestkampala
[11] #datafestkampala,#disabledbutnotdisqualified
[11] #disabledbutnotdisqualified,#pwds
[11] #pwds,#unseeneyesunheardstories
[10] pollicyorg,april
[10] #unseeneyesunheardstories,#dataprote
[8] using,data
[7] tell,stories
[7] stories,code4africa

Top Word Pairs in Tweet in G5:
[6] ড,ট
[4] ন,য
[3] data,journalism
[3] ছ,ল
[3] স,ব
[3] ব,দ
[3] পড,ন
[3] র,ন
[2] в,июне
[2] июне,2021

Top Word Pairs in Tweet in G6:
[4] thought,take
[4] take,advantage
[4] advantage,wealth
[4] wealth,wikidata
[4] wikidata,#datajournalism
[4] #datajournalism,projects
[4] projects,developed
[3] gijn's,#datajournalism
[3] #datajournalism,top
[3] top,10

Top Word Pairs in Tweet in G7:
[2] scothousingnews,zakrovnadglavom
[2] zakrovnadglavom,federationdal
[2] federationdal,lobbycontrol
[2] lobbycontrol,rightohousing
[2] rightohousing,mietenwahnsinnb
[2] mietenwahnsinnb,irishhousingnet

Top Word Pairs in Tweet in G8:
[17] verification,handbook
[17] handbook,disinformation
[17] disinformation,media
[17] media,manipulation
[17] manipulation,online
[17] online,avialable
[17] avialable,free
[16] craigsilverman,verification

Top Word Pairs in Tweet in G9:
[7] benkoku,jnyabor
[7] jnyabor,yawantwiowusu
[7] department,communication
[7] communication,studies
[7] studies,university
[7] university,ghana
[7] ghana,saturday
[7] saturday,hold
[7] hold,first
[7] first,data

Top Word Pairs in Tweet in G10:
[11] próxima,quarta
[11] quarta,feira
[11] feira,às
[11] às,19h
[11] 19h,eu
[11] eu,tattiana
[11] tattiana,vamos
[11] vamos,abrir
[11] abrir,canal
[11] canal,twitterspaces

Top Replied-To
Top Replied-To in Entire Graph:
@datajournalism
@maxcroser
@schtschennikow
@acotgreave
@patriottakes
@ijournoafrica
@zeynabpeyghamba
@rcolvile
@daniellutaaya
@missy_namu

Top Replied-To in G1:
@datajournalism
@maxcroser
@schtschennikow
@acotgreave
@ijec_global
@gijn
@ondatait

Top Replied-To in G2:
@smfrogers
@aidobrien

Top Replied-To in G4:
@annikam93

Top Replied-To in G7:
@scothousingnews

Top Replied-To in G9:
@ijournoafrica

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@data4change
@smfrogers
@albertocairo
@digitaleu
@sigmaawards
@code4africa
@craigsilverman
@pollicyorg
@pilhofer

Top Mentioned in G1:
@datajournalism
@digitaleu
@googlearts
@discord
@columbiajourn
@googletrends
@global_witness
@monikajones
@giocomai
@niko_tinius

Top Mentioned in G2:
@smfrogers
@albertocairo
@sigmaawards
@pilhofer
@datajournalism
@jasishana
@theawjp
@henkvaness
@simonrodgers

Top Mentioned in G3:
@data4change
@datajournalism
@jacopoottaviani
@cristinadarold
@stinabacker

Top Mentioned in G4:
@code4africa
@pollicyorg
@justinarenstein
@datajournalism
@ayinsudan
@unequalscenes
@enywaru
@data4change
@infonile
@ubctvuganda

Top Mentioned in G5:
@capoema

Top Mentioned in G6:
@edjnet
@voxeurop
@balcanicaucaso
@wikidata
@lorferr
@alexd_ricci
@lolobobo
@oliviertredan
@gijnafrica
@guardian

Top Mentioned in G7:
@zakrovnadglavom
@federationdal
@lobbycontrol
@rightohousing
@mietenwahnsinnb
@irishhousingnet
@arenahousing
@scothousingnews
@radical
@radical_housing

Top Mentioned in G8:
@craigsilverman

Top Mentioned in G9:
@ijournoafrica
@benkoku
@jnyabor
@yawantwiowusu
@mensaduncan
@jeff_nyabor
@thekofimensah

Top Mentioned in G10:
@tattiana
@twitterspaces
@cunhadata
@data4change

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@homegypsy
@cybersecurityn8
@miss_placed_
@guardian
@raivoonet
@discord
@dwatchnews
@cnbc

Top Tweeters in G1:
@jornalistavitor
@raivoonet
@discord
@bar_zie
@1password
@dwnews
@hexaflexagon
@riotta
@scieducation1
@margymaclibrary

Top Tweeters in G2:
@vedatsamur
@kas_stoner
@slackhq
@rdsweb
@jimswiftdc
@albertocairo
@vcyss67chc
@professorkim
@ulrikamhedman
@marshallk

Top Tweeters in G3:
@fabriciosx
@musinguzielly1
@godfrey_g_
@pyscalellc
@tamwb
@flygeek25
@duncangeere
@siyafrica
@eikologyy
@fightthecovid

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@kamaratheaddict
@minabilkis
@enywaru
@enock_bits
@pulitzercenter
@chrisroper
@icfj
@ubctvuganda

Top Tweeters in G5:
@gianlucasgueo
@luissantos
@oohrip
@carasantamaria
@maartenzam
@kekanaezekiel
@reedmideke
@donvictorramos
@re_sieber
@chouing

Top Tweeters in G6:
@guardian
@washingtonpost
@rstatstweet
@blackstembot
@andrejaenisch
@rstats_tweets
@balcanicaucaso
@gijnafrica
@voxeurop
@lolobobo

Top Tweeters in G7:
@scothousingnews
@corporateeurope
@feantsa
@hackette7
@rightohousing
@adequatehousing
@lobbycontrol
@housingeurope
@gil_javiergil
@mietenwahnsinnb

Top Tweeters in G8:
@miss_placed_
@jayeshmthakur
@squeakilyjr
@goodlittletiger
@applelaw1sandra
@spitterati
@pithypacky
@craigsilverman
@carrionflower1
@di993r

Top Tweeters in G9:
@olelesalvador
@senanu_f
@benkoku
@jedrepgh
@awusiadinkra
@mensaduncan
@thekofimensah
@jnyabor
@yawantwiowusu
@jeff_nyabor

Top Tweeters in G10:
@bgenebra
@datasciencebot_
@nvsdata
@madeleinelacsko
@braulioalmeid20
@tattiana
@wgawalmir
@rodolfoalmd
@pensarinfog
@cunhadata