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#ddj OR (data journalism)_2022-12-12_09-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3FhoSNo
@whstancil
@gijn
@journtoolbox
@mplenke
@richardkimnyc
@thecityny
@debr3322
@missb62
@nytimes
@dannyb_livingit

Top hashtags:
#ddj
#dataviz
#datajournalism
#data
#karankundrra
#kitnimohabathai
#bhediya

Description:
Description
The graph represents a network of 3,043 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, 12 December 2022 at 17:32 UTC.

The requested start date was Monday, 12 December 2022 at 01:01 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, 43-minute period from Monday, 05 December 2022 at 01:02 UTC to Monday, 12 December 2022 at 00:45 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 : 3043
Unique Edges : 1692
Edges With Duplicates : 4318
Total Edges : 6010
Number of Edge Types : 5
Retweet : 2076
MentionsInRetweet : 2842
Tweet : 242
Mentions : 632
Replies to : 218
Self-Loops : 257
Reciprocated Vertex Pair Ratio : 0.0140884756269372
Reciprocated Edge Ratio : 0.0277854959711031
Connected Components : 325
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 1808
Maximum Edges in a Connected Component : 4002
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.41024
Graph Density : 0.000388795012016024
Modularity : 0.558964
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,043 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, 12 December 2022 at 17:32 UTC.

The requested start date was Monday, 12 December 2022 at 01:01 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, 43-minute period from Monday, 05 December 2022 at 01:02 UTC to Monday, 12 December 2022 at 00:45 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:
[34] https://pressgazette.co.uk/media-audience-and-business-data/trust-in-journalism-news-literacy/
[29] https://gijn.org/2022/12/09/editors-pick-top-10-data-journalism-projects-from-2022/
[10] https://www.journalism.co.uk/vocational-skills-study/introduction-to-data-journalism/s43/a554228/
[9] https://aleph.occrp.org
[7] https://gijn.org/2022/12/07/top-10-ddj-chempionat-mira-po-futbolu-snyi-rossiyan-vo-vremya-voynyi-i-ozvuchivanie-diagramm/
[6] https://datajournalism.com/survey/2022/
[5] https://www.journaliststoolbox.org/2022/07/29/online_journalism/
[5] https://onlinejournalismblog.com/2022/11/29/video-an-introduction-to-sql-for-data-journalists/
[4] https://ico.org.uk/your-data-matters/data-protection-and-journalism/complaining-to-ipso/
[4] https://www.mediasupport.org/blogpost/how-african-newsrooms-are-using-ai-to-analyse-data-and-produce-good-journalism/

Top URLs in Tweet in G1:
[1] https://twitter.com/asmall_word/status/1601045689861287936

Top URLs in Tweet in G2:
[1] https://www.thecity.nyc/pages/jobs-internships-opportunties-at-the-city
[1] https://www.ire.org/applications-open-for-2023-total-newsroom-training/
[1] https://pico.link/wordinblack/offer?id=CheckoutWizard_wordinblack

Top URLs in Tweet in G3:
[22] https://gijn.org/2022/12/09/editors-pick-top-10-data-journalism-projects-from-2022/
[6] https://datajournalism.com/survey/2022/
[3] https://datajournalism.com/read/longreads/database-police-records-accountability
[2] https://gijn.org/2022/12/02/data-journalism-top-10/
[2] https://docs.google.com/forms/d/e/1FAIpQLSdkJ_lYxZpppg9JuhzKCtPzIgsLLJNa6KxJuEAiE9DIMl9ccQ/viewform?usp=send_form
[2] https://datajournalism.com/read/longreads/accessible-data-visualisation
[2] https://www.youtube.com/watch?v=8f_0AVeK5GA

[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Finside.mediahack.co.za%2Fdont-be-afraid-it-s-only-data-journalism-and-wait-for-it-it-is-pretty-easy-and-kinda-fun-cad7b64ad063
[2] https://inside.mediahack.co.za/talking-sports-data-journalism-with-espns-paula-lavigne-f9f9f19a4f46
[2] https://journalism.co.za/state-of-the-newsroom-2021-outside-the-mainstream/

Top URLs in Tweet in G4:
[6] https://pressgazette.co.uk/media-audience-and-business-data/trust-in-journalism-news-literacy/
[1] https://twitter.com/RepTroyNehls/status/1601594350433349632
[1] https://www.pewresearch.org/journalism/fact-sheet/newspapers/
[1] https://twitter.com/mtaibbi/status/1601388537815105537
[1] https://twitter.com/bariweiss/status/1601132867668836353
[1] https://twitter.com/bariweiss/status/1601007575633305600

Top URLs in Tweet in G5:
[10] https://pressgazette.co.uk/media-audience-and-business-data/trust-in-journalism-news-literacy/
[7] https://gijn.org/2022/12/09/editors-pick-top-10-data-journalism-projects-from-2022/
[3] https://www.rawstory.com/katrina-hurricane/
[2] https://pressgazette.co.uk/media-audience-and-business-data/trust-in-journalism-news-literacy/?utm_source=Pew+Research+Center&utm_campaign=ce997f423e-EMAIL_CAMPAIGN_2022_12_02_03_07&utm_medium=email&utm_term=0_-ce997f423e-%5BLIST_EMAIL_ID%5D
[2] https://www.getrevue.co/profile/ReutersInstitute
[1] http://www.ft.com/
[1] https://www.ft.com/content/f2c47cf6-c515-4655-aacf-e4ba30d1b105
[1] https://declassifieduk.org/11-years-after-toppling-gaddafi-uk-gets-libyas-oil/
[1] https://www.theguardian.com/news/datablog/2011/may/22/nato-libya-data-journalism-operations-country
[1] https://www.washingtonpost.com/technology/2022/04/26/twitter-musk-data-protect-2/?pwapi_token=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWJpZCI6IjQ0MTEwMTc2IiwicmVhc29uIjoiZ2lmdCIsIm5iZiI6MTY3MDIxODU0OSwiaXNzIjoic3Vic2NyaXB0aW9ucyIsImV4cCI6MTY3MTQyODE0OSwiaWF0IjoxNjcwMjE4NTQ5LCJqdGkiOiJhN2FhYTYyMi05ZjllLTQ5MTQtYTMyYy0xNWVmODUxNTA4MGQiLCJ1cmwiOiJodHRwczovL3d3dy53YXNoaW5ndG9ucG9zdC5jb20vdGVjaG5vbG9neS8yMDIyLzA0LzI2L3R3aXR0ZXItbXVzay1kYXRhLXByb3RlY3QtMi8ifQ.7jNxi2PhwJSmhRxAGgOVTJpLXa01L63BBMWzR4J29fI&itid=gfta

Top URLs in Tweet in G9:
[1] https://docs.google.com/spreadsheets/d/1xyqbf16wzZSJM1LMCyLiXNBW0h5OIE3fW0W2VCzbkjw/edit#gid=0
[1] https://medium.com/warning-graphic-content/2-december-2022-d86d167983e5

Top Domains
Top Domains in Tweet in Entire Graph:
[60] twitter.com
[54] co.uk
[42] gijn.org
[14] datajournalism.com
[12] journaliststoolbox.org
[11] occrp.org
[8] org.uk
[8] google.com
[8] datacenterfrontier.com
[7] onlinejournalismblog.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[1] thecity.nyc
[1] ire.org
[1] pico.link

Top Domains in Tweet in G3:
[26] gijn.org
[12] datajournalism.com
[6] co.za
[3] africadatahub.org
[3] medium.com
[2] google.com
[2] org.ua
[2] youtube.com
[2] washingtonpost.com
[2] gov.uk

Top Domains in Tweet in G4:
[6] co.uk
[4] twitter.com
[1] pewresearch.org

Top Domains in Tweet in G5:
[23] twitter.com
[12] co.uk
[9] gijn.org
[4] rawstory.com
[2] ft.com
[2] getrevue.co
[2] earthjournalism.net
[2] bigearth-data.com
[1] declassifieduk.org
[1] theguardian.com

Top Domains in Tweet in G9:
[1] google.com
[1] medium.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[126] ddj
[43] dataviz
[30] datajournalism
[28] data
[22] karankundrra
[20] kitnimohabathai
[20] bhediya
[18] journalism
[9] sustainability
[9] wolesoyinkaaward



Top Hashtags in Tweet in G3:
[33] ddj
[21] datajournalism
[13] dataviz
[8] climatechange
[7] ukraine
[5] datajournalists
[4] data
[4] journalism
[4] icymi
[4] stateofthenewsroom

Top Hashtags in Tweet in G4:
[2] cough
[1] robertmalone
[1] ahem

Top Hashtags in Tweet in G5:
[15] ddj
[4] journalism
[2] medialiteracy
[2] dataviz
[2] data
[2] journojobs
[1] chinese
[1] financial
[1] times
[1] libya

Top Hashtags in Tweet in G6:
[22] ddj
[22] karankundrra
[20] kitnimohabathai
[20] bhediya
[2] tejran
[2] naagin6
[2] lockupp
[1] tejranfam
[1] ddjwithkaran
[1] dancedeewanejuniors

Top Hashtags in Tweet in G7:
[3] freejulianassange
[1] julianassange
[1] lanterns4assange
[1] truth
[1] dropthecharges

Top Hashtags in Tweet in G9:
[24] dataviz
[3] ddj
[2] data
[2] datajournalism

Top Words
Top Words in Tweet in Entire Graph:
[1080] taibbi
[1054] told
[1050] files
[1048] musk
[1048] thing
[1046] bunch
[1045] handed
[1044] pr
[1044] write
[1043] seemed

Top Words in Tweet in G1:
[1029] handed
[1028] musk
[1028] write
[1028] thing
[1028] taibbi
[1028] told
[1028] files
[1028] pr
[1028] seemed
[1028] bunch

Top Words in Tweet in G2:
[262] journalism
[256] investigative
[245] again
[245] hiring
[245] layoffs
[245] great
[245] thecityny
[245] brutal
[245] season
[245] roles

Top Words in Tweet in G3:
[101] data
[69] journalism
[63] gijn
[33] #ddj
[27] influence
[25] russian
[25] top
[24] 2022
[24] datajournalism
[23] 10

Top Words in Tweet in G4:
[63] data
[50] journalism
[33] elonmusk
[17] bariweiss
[13] mtaibbi
[11] story
[9] giving
[8] masses
[8] committed
[8] unwashed

Top Words in Tweet in G5:
[71] journalism
[70] data
[23] news
[19] ন
[15] #ddj
[14] য
[12] industry
[12] more
[12] র
[10] দ

Top Words in Tweet in G6:
[64] kkundrra
[63] perfect
[63] gonna
[63] colors
[63] head
[63] segment
[63] entire
[63] voot
[63] rent
[63] live

Top Words in Tweet in G7:
[30] journalism
[29] data
[28] experimental
[28] standard
[28] physics
[28] paper
[28] without
[28] results
[28] publish
[28] full

Top Words in Tweet in G8:
[90] impressed
[46] fahmi_fadzil
[46] kkmm_gov
[45] yb
[45] minister
[45] bernamadotcom
[45] glad
[45] very
[45] fahmi
[40] fadâ

Top Words in Tweet in G9:
[46] data
[24] #dataviz
[24] journalism
[24] amazing
[22] open
[22] list
[22] newsletters
[22] podcasts
[22] checkout
[21] seriesâ

Top Words in Tweet in G10:
[33] taibbi
[26] given
[26] owned
[26] mattbinder
[26] laptops
[26] thread
[26] believe
[26] same
[26] led
[26] twitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1042] files,musk
[1042] bunch,files
[1042] write,pr
[1042] handed,bunch
[1042] told,write
[1042] thing,taibbi
[1042] taibbi,seemed
[1042] musk,told
[1042] seemed,handed
[1041] whstancil,thing

Top Word Pairs in Tweet in G1:
[1028] thing,taibbi
[1028] handed,bunch
[1028] taibbi,seemed
[1028] bunch,files
[1028] seemed,handed
[1028] write,pr
[1028] files,musk
[1028] told,write
[1028] musk,told
[1027] whstancil,thing

Top Word Pairs in Tweet in G2:
[245] layoffs,again
[245] again,hiring
[245] thecityny,investigative
[245] great,roles
[245] journalism,layoffs
[245] hiring,great
[245] roles,thecityny
[245] brutal,season
[245] season,journalism
[244] richardkimnyc,brutal

Top Word Pairs in Tweet in G3:
[58] data,journalism
[21] textyorgua,investigated
[21] top,10
[21] investigated,russian
[21] russian,influence
[21] influence,networks
[21] networks,europe
[17] europe,published
[17] independent,ukrainian
[17] list,300

Top Word Pairs in Tweet in G4:
[9] giving,data
[8] committed,giving
[8] elonmusk,committed
[8] curate,unwashed
[8] unwashed,masses
[8] data,curate
[8] masses,story
[7] irishspy,elonmusk
[6] mtaibbi,bariweiss
[5] bariweiss,thefp

Top Word Pairs in Tweet in G5:
[25] data,journalism
[10] news,industry
[7] trust,news
[7] survey,suggests
[7] suggests,people
[5] ন,য
[5] people,donâ
[5] industry,donâ
[5] donâ,understand
[5] donâ,trust

Top Word Pairs in Tweet in G6:
[63] kkundrra,colors
[63] rent,free
[63] gonna,live
[63] perfect,kkundrra
[63] entire,segment
[63] colors,voot
[63] head,forever
[63] free,head
[63] live,rent
[63] segment,gonna

Top Word Pairs in Tweet in G7:
[28] paper,physics
[28] without,full
[28] data,results
[28] publish,paper
[28] results,standard
[28] physics,without
[28] experimental,data
[28] full,experimental
[26] visionary,first
[26] recognize,major

Top Word Pairs in Tweet in G8:
[45] impressed,yb
[45] kkmm_gov,fahmi
[45] impressed,minister
[45] minister,kkmm_gov
[45] fahmi_fadzil,very
[45] very,impressed
[45] glad,impressed
[45] yb,fahmi_fadzil
[44] bernamadotcom,glad
[40] fahmi,fadâ

Top Word Pairs in Tweet in G9:
[22] data,#dataviz
[22] list,newsletters
[22] newsletters,podcasts
[22] journalism,checkout
[22] #dataviz,data
[22] checkout,amazing
[22] amazing,list
[22] data,journalism
[22] open,data
[21] lisahornung_,open

Top Word Pairs in Tweet in G10:
[26] mattbinder,taibbi
[26] same,thread
[26] believe,given
[26] given,twitter
[26] owned,laptops
[26] led,believe
[26] thread,led
[26] twitter,owned
[26] taibbi,same
[25] chadwikotww,mattbinder

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@shellenbergermd
@bariweiss
@sardesairajdeep
@keitholbermann
@rohini_sgh
@atrachelgilmore
@newslambert
@micsolana
@jamessurowiecki

Top Replied-To in G2:
@heathat

Top Replied-To in G3:
@redpalta
@textyorgua_eng
@palewire
@npr
@guardian

Top Replied-To in G4:
@elonmusk
@bariweiss
@keitholbermann
@scottsa20301286
@evanlsolomon
@adlawfan
@clredpill
@chaosman
@jason_a_w
@boca_buzz

Top Replied-To in G7:
@speakerpelosi

Top Replied-To in G8:
@senatorrasadiba

Top Replied-To in G10:
@mattbinder
@fisher_tx14

Top Mentioned
Top Mentioned in Entire Graph:
@whstancil
@thecityny
@richardkimnyc
@kkundrra
@hidoikyou
@gijn
@fahmi_fadzil
@kkmm_gov
@bernamadotcom
@elonmusk

Top Mentioned in G1:
@whstancil
@namattes

Top Mentioned in G2:
@thecityny
@richardkimnyc
@byadamrhodes
@anissadmedia
@wordinblack
@lamthuyvo
@whstancil
@mitpress
@arianapeca2
@merbroussard

Top Mentioned in G3:
@gijn
@datajournalism
@textyorgua
@gijnafrica
@emiliaruzicka
@washingtonpost
@mediahackza
@africa_datahub
@alastairotter
@teganbedser

Top Mentioned in G4:
@elonmusk
@bariweiss
@mtaibbi
@irishspy
@ggreenwald
@thefp
@jack
@billmaher
@cernovich
@ellagirwin

Top Mentioned in G5:
@jpw95439444
@whoalbania

Top Mentioned in G6:
@kkundrra
@hidoikyou
@nehhaaa__
@saha_tridha

Top Mentioned in G7:
@seventhelion
@j__flieger
@potus
@jenmarya55
@speakerpelosi

Top Mentioned in G8:
@fahmi_fadzil
@kkmm_gov
@bernamadotcom
@bernamatv
@bernamaradio

Top Mentioned in G9:
@lisahornung_
@ons
@timkershaw8
@danwainwright
@theathleticfc
@nytgraphics
@edconwaysky
@rachel_pricetag
@charlottetosh
@census2021

Top Mentioned in G10:
@chadwikotww
@mattbinder
@whstancil
@sandibachom

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@federicoalves
@lizditz
@phillip92321
@ndtv
@russelltim151
@wally_wests
@awelab1956
@bellesapepper37
@reuters

Top Tweeters in G1:
@federicoalves
@lizditz
@phillip92321
@awelab1956
@jamestoupin
@morgfair
@micjojd
@rcrockett
@manchuriandevil
@sallyagale

Top Tweeters in G2:
@missb62
@debr3322
@mrtachilles
@tigerbeat
@prison_health
@reagangomez
@taterpie
@siadasha
@thatvdovault
@thatladyj

Top Tweeters in G3:
@guardian
@nytimes
@washingtonpost
@eldiarioes
@imagine_garden
@fcassia
@financialtimes
@guardianaus
@tujadili
@npr

Top Tweeters in G4:
@7newsdc
@stillgray
@irishspy
@mooshakins
@msnbc
@wholemarsblog
@tomcoates
@cernovich
@jhamatl
@kbdabear

Top Tweeters in G5:
@tian_a1
@agsb_bilbao
@portal_com
@klkolz
@themediamentor
@ecobearwitness
@telebunn
@timesmithing
@rep4bettergovt
@fancyandthecity

Top Tweeters in G6:
@kashishsinha51
@nishija38425206
@shiningarushi
@goppremila1818
@srinisha_m
@shraddha_tejran
@umerbut97228970
@jaypoojara11
@priya918045201
@aancyxannie

Top Tweeters in G7:
@carolehope2
@rubycooper007
@claracampostor1
@annasilvani
@paulbris2010
@halobenson
@lakota_uncpapa
@ronald3
@eugeneprojectil
@nakaka_

Top Tweeters in G8:
@bernamadotcom
@bernamaradio
@hakimkeemo
@bernamatv
@piquantexp
@niezam
@vanridzwan
@adamezique
@miss_rights
@akeemashrawi_

Top Tweeters in G9:
@wesalha_
@theathleticfc
@psythor
@ons
@edconwaysky
@cswnews
@nickmhalliday
@favourboroks
@yanoak
@gavinfreeguard

Top Tweeters in G10:
@wally_wests
@bellesapepper37
@redhed67
@am_mccarthy
@sandibachom
@texttexas
@briantrice
@thunder_struck
@etoileluna77
@mr_mojo_risin0


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