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#ddj OR (data journalism)_2021-07-05_08-50-45.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 06, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3jNF93E
@gijn
@robertmoor_
@propublica
@troyericg
@ftdata
@martinstabe
@nielsdhg
@gijnru
@nytimes
@eurocentrique

Top hashtags:
#ddj
#dataviz
#data
#journalism
#tidytuesday
#datacenter
#datajournalism

Description:
Description
The graph represents a network of 1,880 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 15:52 UTC.

The requested start date was Monday, 05 July 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 6-day, 23-hour, 17-minute period from Monday, 28 June 2021 at 00:38 UTC to Sunday, 04 July 2021 at 23:55 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 : 1880
Unique Edges : 1450
Edges With Duplicates : 2251
Total Edges : 3701
Number of Edge Types : 5
Mentions : 680
Tweet : 257
Retweet : 1002
MentionsInRetweet : 1624
Replies to : 138
Self-Loops : 273
Reciprocated Vertex Pair Ratio : 0.0276046304541407
Reciprocated Edge Ratio : 0.0537261698440208
Connected Components : 341
Single-Vertex Connected Components : 120
Maximum Vertices in a Connected Component : 731
Maximum Edges in a Connected Component : 1981
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.16711
Graph Density : 0.000653357942771732
Modularity : 0.595295
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,880 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 05 July 2021 at 15:52 UTC.

The requested start date was Monday, 05 July 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

The tweets in the network were tweeted over the 6-day, 23-hour, 17-minute period from Monday, 28 June 2021 at 00:38 UTC to Sunday, 04 July 2021 at 23:55 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 : #ddj OR (data journalism)
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:
[29] https://gijn.org/2021/07/02/data-journalism-top-10-chinese-propaganda-social-media-abuse-herd-immunity-florida-condo-collapse-pandemic-plastic/
[16] https://www.publico.pt/interactivo/risco-covid-19-vacinado-nao-vacinado-o-que-fazer-seguranca-meu-concelho
[16] https://www.rawstory.com/republican-unemployment-lie/
[13] https://www.poynter.org/reporting-editing/2021/a-valuable-journalism-lesson-on-how-to-read-data/
[10] https://gijn.org/2021/06/25/data-journalism-top-10-refugee-trails-sri-lankas-eco-disaster-pandemic-poachers-german-voters-sigma-awards/
[8] https://gijn.org/2021/07/02/top-10-ddj-kitayskaya-propaganda-presledovaniya-v-sotssetyah-kollektivnyiy-immunitet-i-pandemicheskiy-plastik/
[6] https://ladatacuenta.com/2021/06/29/mexico-under-fire/
[6] https://ft.wd3.myworkdayjobs.com/FT_External_Careers/job/London-Editorial-Journalism/Data-Journalist_JR006889
[5] https://datajournalism.com/read/longreads/hypothesis-data-journalism
[5] https://www.journalism.co.uk/jobs/835244

Top URLs in Tweet in G1:
[20] https://gijn.org/2021/07/02/data-journalism-top-10-chinese-propaganda-social-media-abuse-herd-immunity-florida-condo-collapse-pandemic-plastic/
[8] https://gijn.org/2021/06/25/data-journalism-top-10-refugee-trails-sri-lankas-eco-disaster-pandemic-poachers-german-voters-sigma-awards/
[8] https://gijn.org/2021/07/02/top-10-ddj-kitayskaya-propaganda-presledovaniya-v-sotssetyah-kollektivnyiy-immunitet-i-pandemicheskiy-plastik/
[4] https://gijn.org/2021/06/25/top-10-ddj-marshruty-bezhentsev-ekologicheskaya-katastrofa-v-shri-lanke-pandemicheskie-brakoneryi-nemetskie-izbirateli-i-nagradyi-sigma-awards/
[3] https://voxeurop.eu/en/the-slow-disappearance-of-europes-psychiatric-hospitals/
[3] https://voxeurop.eu/it/europa-lassistenza-psichiatrica-non-e-sempre-e-un-diritto/
[2] https://twitter.com/gijn/status/1410869703422119938
[2] https://twitter.com/Patrick_E_Scott/status/1409819983253749761
[2] https://gijn.org/2020/06/29/comment-les-journalistes-peuvent-recenser-les-morts-du-covid-19/
[2] https://voxeurop.eu/fr/consommation-dantidepresseurs-continue-de-battre-des-records-en-europe/

Top URLs in Tweet in G2:
[3] https://ft.wd3.myworkdayjobs.com/FT_External_Careers/job/London-Editorial-Journalism/Data-Journalist_JR006889
[3] https://graphics.reuters.com/ISRAEL-PALESTINIANS/GAZA/azgpoozagpd/index.html
[3] https://twitter.com/martinstabe/status/1409821646219735040
[1] https://apply.workable.com/ookla/j/04F72C5865/
[1] https://fivethirtyeight.com/features/science-isnt-broken/
[1] https://twitter.com/davidottewell/status/1409795295316172800
[1] https://www.efgs2021.de/EFGS2021/keynotespeaker/kira-schacht.html

Top URLs in Tweet in G3:
[12] https://www.rawstory.com/republican-unemployment-lie/
[3] https://twitter.com/sfchronicle/status/1409376193170882563
[3] https://www.poynter.org/reporting-editing/2021/a-valuable-journalism-lesson-on-how-to-read-data/
[3] https://ft.wd3.myworkdayjobs.com/FT_External_Careers/job/London-Editorial-Journalism/Data-Journalist_JR006889
[2] https://twitter.com/StockJabber/status/1408074684634173440
[2] https://www.clarksvilleonline.com/2021/06/29/austin-peay-state-university-to-offer-data-journalism-class-this-fall/
[2] http://www.journalism.org/fact-sheet/newspapers/
[2] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Data-Journalist_JR006889
[2] https://gijn.org/2021/07/02/data-journalism-top-10-chinese-propaganda-social-media-abuse-herd-immunity-florida-condo-collapse-pandemic-plastic/
[2] https://www.juiceanalytics.com/writing/remaking-a-google-data-studio-dashboard

Top URLs in Tweet in G4:
[1] https://www.nytimes.com/interactive/2021/06/30/opinion/environmental-inequity-trees-critical-infrastructure.html?action=click&module=Opinion&pgtype=Homepage

Top URLs in Tweet in G5:
[1] https://www.poynter.org/reporting-editing/2021/a-valuable-journalism-lesson-on-how-to-read-data/

Top URLs in Tweet in G7:
[1] https://projects.propublica.org/graphics/data-institute-2021
[1] https://twitter.com/opennews/status/1407717833744650248
[1] https://opennews.org/what/community/scholarships/
[1] https://docs.google.com/forms/d/e/1FAIpQLSeHTILFeeBwPn69Vr-JUt0nOMhdYIYCBHnHcgsDrIcQRgRgRA/closedform
[1] https://sites.google.com/view/mj-basic-data-academy/home
[1] https://journalismcourses.org/course/intro-to-mapping-and-gis-for-journalists/
[1] https://www.detroitnews.com/restricted/?return=https:%2F%2Fwww.detroitnews.com%2Fstory%2Fnews%2Flocal%2Fdetroit-city%2F2021%2F06%2F21%2Fdetroit-most-segregated-city-country-berkeley-study-finds%2F7718514002%2F

Top URLs in Tweet in G8:
[3] https://www.ire.org/event/august-data-journalism-bootcamp-online/
[2] https://warninggraphiccontent.tumblr.com/post/655581422060552192/2-july-2021
[1] https://ire.org/event/august-data-journalism-bootcamp-online/
[1] https://twitter.com/palewire/status/1409877470166323202
[1] https://en.wikipedia.org/wiki/Sankey_diagram
[1] https://twitter.com/anmccartney/status/1410387112822820871
[1] https://www.nytimes.com/2021/06/24/insider/covid-tracking-data.html
[1] https://www.ire.org/training/fellowships-and-scholarships/knight-tv-data-fellowship/
[1] https://twitter.com/PattiDiVincenzo/status/1409925300981362690

Top URLs in Tweet in G9:
[1] https://boards.greenhouse.io/axios/jobs/3237332

Top URLs in Tweet in G10:
[1] https://www.aljazeera.com/news/2021/7/1/interactive-mapping-hottest-temperatures-around-world
[1] https://gijn.org/2021/06/25/data-journalism-top-10-refugee-trails-sri-lankas-eco-disaster-pandemic-poachers-german-voters-sigma-awards/

Top Domains
Top Domains in Tweet in Entire Graph:
[89] twitter.com
[54] gijn.org
[23] datacenterfrontier.com
[19] rawstory.com
[16] voxeurop.eu
[16] poynter.org
[16] publico.pt
[13] verigazeteciligi.com
[13] co.uk
[12] myworkdayjobs.com

Top Domains in Tweet in G1:
[43] gijn.org
[16] voxeurop.eu
[10] twitter.com
[3] verigazeteciligi.com
[2] istories.media
[2] youtube.com
[1] thatfigures.org
[1] onlinejournalismblog.com
[1] sigmaawards.org
[1] r-journalism.com

Top Domains in Tweet in G2:
[4] twitter.com
[3] myworkdayjobs.com
[3] reuters.com
[1] workable.com
[1] fivethirtyeight.com
[1] efgs2021.de

Top Domains in Tweet in G3:
[30] twitter.com
[14] rawstory.com
[5] myworkdayjobs.com
[4] poynter.org
[3] google.com
[3] tweetedtimes.com
[3] linkedin.com
[2] instagram.com
[2] clarksvilleonline.com
[2] journalism.org

Top Domains in Tweet in G4:
[1] nytimes.com

Top Domains in Tweet in G5:
[1] poynter.org

Top Domains in Tweet in G7:
[2] google.com
[1] propublica.org
[1] twitter.com
[1] opennews.org
[1] journalismcourses.org
[1] detroitnews.com

Top Domains in Tweet in G8:
[5] ire.org
[3] twitter.com
[2] tumblr.com
[1] wikipedia.org
[1] nytimes.com

Top Domains in Tweet in G9:
[1] greenhouse.io

Top Domains in Tweet in G10:
[1] aljazeera.com
[1] gijn.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[229] ddj
[50] dataviz
[47] data
[28] journalism
[27] tidytuesday
[20] datacenter
[18] datajournalism
[18] fatf_is_worthless
[16] covid19pt
[16] nahj2021



Top Hashtags in Tweet in G1:
[90] ddj
[10] data
[10] psychological
[9] covid_19
[7] mentaldisorders
[6] cijsummer
[6] eu
[4] mapmakoko
[3] twitter
[3] journojobs

Top Hashtags in Tweet in G2:
[8] ddj
[4] rstats
[4] dataviz
[4] datajournalism
[3] jobs
[1] gistribe
[1] tidytuesday
[1] rladies
[1] data
[1] datenjournalismus

Top Hashtags in Tweet in G3:
[14] ddj
[12] journalism
[9] data
[3] covid19
[3] news
[2] clarksville
[2] clarksvilletn
[2] montgomerycounty
[2] apsu
[2] austinpeay

Top Hashtags in Tweet in G8:
[6] ddj
[6] data
[5] dataviz
[3] datajournalism
[1] journalism

Top Hashtags in Tweet in G9:
[16] nahj2021
[1] datajournalism
[1] datavisualization
[1] mediatraining
[1] newmedia
[1] journojobs
[1] journalism

Top Hashtags in Tweet in G10:
[1] heatwave2021
[1] ddj
[1] weather

Top Words
Top Words in Tweet in Entire Graph:
[1093] data
[699] journalism
[229] #ddj
[211] things
[149] piece
[148] job
[141] team
[141] journalist
[131] showing
[122] join

Top Words in Tweet in G1:
[90] #ddj
[86] data
[59] journalism
[59] gijn
[44] 10
[41] в
[38] nytimes
[30] top
[30] র
[26] applications

Top Words in Tweet in G2:
[127] data
[106] team
[102] hiring
[98] ftdata
[97] job
[97] journalist
[93] martinstabe
[92] alert
[92] re
[92] join

Top Words in Tweet in G3:
[125] data
[102] journalism
[20] people
[19] shows
[19] story
[18] years
[16] work
[14] unemployment
[14] keeping
[14] republicans

Top Words in Tweet in G4:
[113] stark
[113] piece
[113] data
[113] journalism
[113] showing
[113] urban
[113] trees
[113] living
[113] infrastructure
[113] things

Top Words in Tweet in G5:
[87] great
[87] example
[87] need
[87] careful
[87] reporting
[87] breakthrough
[87] infections
[87] saying
[87] alarmist
[87] things

Top Words in Tweet in G6:
[2] patriqt_1776
[2] jdd2169
[2] jdw714
[2] dertommi2
[2] asjah8
[2] henriziolkowski
[2] ohnodano
[2] forseti_pazzo
[2] putinsbeotch
[2] toothangry

Top Words in Tweet in G7:
[54] data
[46] opennews
[45] propublica
[44] excited
[44] announce
[44] ida
[44] wells
[44] society
[44] institute
[44] class

Top Words in Tweet in G8:
[18] datos
[18] data
[16] ire_nicar
[15] bootcamp
[10] convoca
[10] online
[10] periodismo
[10] agosto
[10] evento
[10] será

Top Words in Tweet in G9:
[24] nahj
[21] data
[17] today
[17] 30pm
[16] #nahj2021
[16] 12
[16] newsroom
[16] leader
[16] 1pm
[16] dei

Top Words in Tweet in G10:
[32] ajenglish
[31] 49
[31] 6c
[31] 121f
[31] canada
[31] 53
[31] 2c
[31] 127
[31] 7f
[31] kuwait

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[339] data,journalism
[119] piece,data
[115] data,journalist
[114] stark,piece
[114] journalism,showing
[114] showing,urban
[114] urban,trees
[114] trees,living
[114] living,infrastructure
[114] infrastructure,things

Top Word Pairs in Tweet in G1:
[30] data,journalism
[23] top,10
[21] 10,#ddj
[16] edjnet,#ddj
[15] data,driven
[14] nytimes,analyzed
[14] over,000
[14] #ddj,gijn
[13] propublica,nytimes
[13] в,топ

Top Word Pairs in Tweet in G2:
[101] hiring,data
[97] data,journalist
[95] ftdata,team
[92] job,alert
[92] alert,re
[92] re,hiring
[92] journalist,join
[92] join,ftdata
[92] team,london
[92] london,full

Top Word Pairs in Tweet in G3:
[38] data,journalism
[17] data,shows
[14] unemployment,keeping
[14] keeping,people
[14] people,work
[14] work,republicans
[14] republicans,claimed
[14] claimed,data
[14] shows,something
[14] something,happening

Top Word Pairs in Tweet in G4:
[113] stark,piece
[113] piece,data
[113] data,journalism
[113] journalism,showing
[113] showing,urban
[113] urban,trees
[113] trees,living
[113] living,infrastructure
[113] infrastructure,things
[113] things,clean

Top Word Pairs in Tweet in G5:
[87] great,example
[87] example,need
[87] need,careful
[87] careful,reporting
[87] reporting,breakthrough
[87] breakthrough,infections
[87] infections,saying
[87] saying,alarmist
[87] alarmist,things
[87] things,50

Top Word Pairs in Tweet in G6:
[2] patriqt_1776,jdd2169
[2] jdd2169,jdw714
[2] jdw714,dertommi2
[2] dertommi2,asjah8
[2] asjah8,henriziolkowski
[2] henriziolkowski,ohnodano
[2] ohnodano,forseti_pazzo
[2] forseti_pazzo,putinsbeotch
[2] putinsbeotch,toothangry

Top Word Pairs in Tweet in G7:
[44] excited,announce
[44] announce,ida
[44] ida,wells
[44] wells,society
[44] society,opennews
[44] opennews,propublica
[44] propublica,data
[44] data,institute
[44] institute,class
[44] class,2021

Top Word Pairs in Tweet in G8:
[10] ire_nicar,convoca
[10] convoca,bootcamp
[10] bootcamp,online
[10] online,periodismo
[10] periodismo,datos
[10] datos,agosto
[10] agosto,evento
[10] evento,será
[10] será,linea
[10] linea,asistentes

Top Word Pairs in Tweet in G9:
[16] today,#nahj2021
[16] #nahj2021,12
[16] 12,30pm
[16] 30pm,newsroom
[16] newsroom,leader
[16] leader,1pm
[16] 1pm,dei
[16] dei,diversity
[16] diversity,equity
[16] equity,inclusion

Top Word Pairs in Tweet in G10:
[31] 49,6c
[31] 6c,121f
[31] 121f,canada
[31] canada,53
[31] 53,2c
[31] 2c,127
[31] 127,7f
[31] 7f,kuwait
[31] kuwait,ajenglish
[31] ajenglish,looks

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@robertmoor_
@ftdata
@martinstabe
@robroc
@propublica
@gijn
@opennews
@ibwellssociety
@nytimes
@ajenglish

Top Mentioned in G1:
@gijn
@nytimes
@pulitzercenter
@edjnet
@gijnafrica
@propublica
@paulbradshaw
@nielsdhg
@civio
@bcujournalism

Top Mentioned in G2:
@ftdata
@martinstabe
@speedtest
@katiejolly6
@davidottewell
@patrick_e_scott
@opennews
@reuters
@umarhassan96
@d3js_org

Top Mentioned in G3:
@againstgop

Top Mentioned in G4:
@robertmoor_

Top Mentioned in G5:
@robroc

Top Mentioned in G6:
@jdd2169
@jdw714
@dertommi2
@asjah8
@henriziolkowski
@ohnodano
@forseti_pazzo
@putinsbeotch
@toothangry
@jeffreysharper1

Top Mentioned in G7:
@opennews
@propublica
@ibwellssociety
@hayley__harding
@gijn
@nytimes
@robertmoor_
@sarahrahal_
@detroitnews

Top Mentioned in G8:
@ire_nicar
@connectaslab
@pattidivincenzo
@bbgvisualdata
@warninggraphicc
@knightfdn
@phe_uk
@econdailycharts
@policyatkings
@wonkhe

Top Mentioned in G9:
@nahj
@axios
@nabj
@aaja
@najournalists
@russcontreras
@jnyabor
@ijournoafrica
@youthgh
@unfpaghana

Top Mentioned in G10:
@ajenglish
@haddadme
@ajlabs

Top Tweeters
Top Tweeters in Entire Graph:
@baarahk
@bexxmodd
@john1966olsen
@ligayaloyola
@codernotesbot
@breakinews
@ndtv
@justiceoutcry
@indianexpress
@tadrow

Top Tweeters in G1:
@ndtv
@fleming77
@guardian
@nytimes
@nypost
@washingtonpost
@bquest_shipsco_
@mjoehlerich
@jupiterxc
@buzzfeed

Top Tweeters in G2:
@reuters
@rstatstweet
@margymaclibrary
@jonnelledge
@sejorg
@stonecoldpillar
@perezlozano
@imsahilbhalla
@fivethirtyeight
@jamesrbuk

Top Tweeters in G3:
@justiceoutcry
@biconnections
@xscoutie
@madhyamam
@twihusband
@opovoonline
@patwhite70
@mileenkirkpatr3
@bewickwren
@nolore

Top Tweeters in G4:
@utzaake
@p1z4t
@amorgaia
@amedawg18
@motherofmoons
@jasxiverson
@thediorhomie
@jkohlmann
@lifeofzach__
@andyrose12

Top Tweeters in G5:
@torontoddg
@wbbfan4ever
@max_habs
@etanvir
@markusoff
@richsavarie
@2020willbelit
@khawlis
@djsallyboo
@bkives

Top Tweeters in G6:
@rickysi16087724
@vickie627
@ladyoftheocean1
@politicspot
@medwoman1
@ziggystardad
@lindaquackenbus
@wookietim
@_kel_varnsen_
@concernedinpv

Top Tweeters in G7:
@ligayaloyola
@tadrow
@detroitnews
@janeinak
@rp4democrats
@buckleyswartz
@oakstreetbella
@propublica
@rrichard09
@nixonron

Top Tweeters in G8:
@digiphile
@opendemocracy
@knightfdn
@kenniav
@wonkhe
@thenewsan
@opengovpart
@silviapedrazaca
@odileeds
@dataeditor

Top Tweeters in G9:
@bexxmodd
@watchdogdiva
@samro
@axios
@russcontreras
@mayatprabhu
@rosemarysantan2
@nahj
@jnyabor
@nabj

Top Tweeters in G10:
@john1966olsen
@ajenglish
@r0nggo05
@jonletman
@omzomer
@shehzaib
@historiannnnnnn
@drmalowais
@usaidm16
@catebrady


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