#ddj OR (data journalism), Twitter, 2/7/2022 5:16:48 PM, 271502


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#ddj OR (data journalism)_2022-02-07_08-50-45.xlsx
#ddj OR (data journalism)_2022-02-07_08-50-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 07, 2022
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/34sEkYu
@gijn
@ftdata
@paulbradshaw
@alastairotter
@oliviafvane
@duggal_saurabh
@gibranashraf
@googlenewsinit
@journalismnews
@journalism_jobs

Top hashtags:
#ddj
#dataviz
#journalism
#data
#datajournalism
#omikron

Description:
Description
The graph represents a network of 2,116 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, 07 February 2022 at 16:54 UTC.

The requested start date was Monday, 07 February 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, 22-hour, 39-minute period from Monday, 31 January 2022 at 02:00 UTC to Monday, 07 February 2022 at 00:39 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 : 2116
Unique Edges : 1475
Edges With Duplicates : 2564
Total Edges : 4039
Number of Edge Types : 5
Tweet : 254
Retweet : 1139
MentionsInRetweet : 1683
Mentions : 807
Replies to : 156
Self-Loops : 274
Reciprocated Vertex Pair Ratio : 0.0293870696893367
Reciprocated Edge Ratio : 0.0570962479608483
Connected Components : 355
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 624
Maximum Edges in a Connected Component : 1582
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.982646
Graph Density : 0.000547891333395898
Modularity : 0.595826
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,116 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, 07 February 2022 at 16:54 UTC.

The requested start date was Monday, 07 February 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, 22-hour, 39-minute period from Monday, 31 January 2022 at 02:00 UTC to Monday, 07 February 2022 at 00:39 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:
[179] https://tsek.ph/
[35] https://github.com/Financial-Times/data-journalism-covid-hospital-counterfactual
[33] https://boards.eu.greenhouse.io/financialtimes33/jobs/4018476101?gh_src=db5f1902teu
[21] https://gijn.org/2022/02/04/data-journalism-top-10-snowless-winter-olympics-foods-carbon-footprint-illegal-mining/
[12] https://gijn.org/2022/01/31/top-10-ddj-ukraina-na-kartah-vulkan-u-beregov-tonga-i-rabovladeltsyi-v-kongresse-usa/
[11] https://www.analyticsinsight.net/artificial-intelligence-in-journalism-where-is-media-headed/
[9] https://www.analyticsvidhya.com/blog/2022/01/what-is-data-journalism-all-about/
[9] https://www.wsj.com/articles/drugmakers-raised-prices-by-6-6-on-average-early-this-year-11643538782?st=a1rkl1k6j29zdik&reflink=desktopwebshare_permalink
[7] https://www.inma.org/blogs/big-data-for-news-publishers/post.cfm/is-2022-the-year-robot-journalism-goes-mainstream
[7] https://www.bizcommunity.com/Article/410/367/224504.html

Top URLs in Tweet in G1:
[178] https://tsek.ph/
[1] https://cnnphilippines.com/news/2022/2/5/Lacson-ad-spending-2021-pcij.html
[1] https://cnnphilippines.com/news/2022/2/2/Robredo-Marcos-disinformation-misinformation-online-data.html????

Top URLs in Tweet in G2:
[15] https://gijn.org/2022/02/04/data-journalism-top-10-snowless-winter-olympics-foods-carbon-footprint-illegal-mining/
[12] https://gijn.org/2022/01/31/top-10-ddj-ukraina-na-kartah-vulkan-u-beregov-tonga-i-rabovladeltsyi-v-kongresse-usa/
[9] https://www.wsj.com/articles/drugmakers-raised-prices-by-6-6-on-average-early-this-year-11643538782?st=a1rkl1k6j29zdik&reflink=desktopwebshare_permalink
[3] https://gijn.org/2022/01/28/data-journalism-top-10-slaveholders-in-congress-tonga-eruption/
[3] https://ladatacuenta.com/2022/01/24/cambio_climatico_presidencia_costa_rica
[3] https://pulitzercenter.org/grants-fellowships/opportunities-journalists/data-journalism-grants
[2] https://gijn.org/2022/01/14/data-journalism-top-10-prenatal-testing-visualizing-death-threats-russian-military-bases/?mc_cid=1de6c31d2e&mc_eid=f08b291f18
[2] https://gijn.org/2022/02/02/francais-enquete-snapchat/
[2] https://acikveri.konya.bel.tr/
[2] https://www.theguardian.com/inequality/2022/feb/02/levelling-up-funding-inequality-exposed-by-guardian-research

Top URLs in Tweet in G3:
[7] https://www.analyticsvidhya.com/blog/2022/01/what-is-data-journalism-all-about/
[4] https://www.youtube.com/watch?v=KdbRZqKgjn4&feature=youtu.be

[4] https://www.eventbrite.com/e/global-investigative-journalism-conference-gijc21-on-demand-tickets-208121435817
[3] https://journalismresearchnews.org/local-news-organizations-in-germany-and-data-journalism/
[3] https://gijn.org/2022/02/04/data-journalism-top-10-snowless-winter-olympics-foods-carbon-footprint-illegal-mining/
[1] https://gijn.org/2022/01/28/data-journalism-top-10-slaveholders-in-congress-tonga-eruption/
[1] https://www.devonlive.com/news/devon-news/living-devons-most-isolated-towns-6491063
[1] https://www.devonlive.com/all-about/middle-of-nowhere
[1] https://twitter.com/parentinfluenc1/status/1486375247452553225
[1] https://twitter.com/sanket/status/1488053205934108672

Top URLs in Tweet in G4:
[29] https://boards.eu.greenhouse.io/financialtimes33/jobs/4018476101?gh_src=db5f1902teu
[3] https://boards.eu.greenhouse.io/financialtimes33/jobs/4016972101?gh_src=e0a7c7b2teu
[2] https://medium.com/warning-graphic-content/4-february-2022-2d8c143a5128
[2] https://boards.eu.greenhouse.io/financialtimes33/jobs/4016041101?gh_src=4909c812teu
[1] https://ft.trib.al/axR5Xk4
[1] https://twitter.com/joannaskao/status/1471812357353525248
[1] https://twitter.com/ftdata/status/1488844607802773504
[1] https://twitter.com/TI_EU/status/1488106124364632068
[1] https://tinyletter.com/plott/letters/plott-2022-02-03-hacking-betting-and-renting
[1] https://github.com/mtdukes/how-to#write-and-timestamp-a-csv

Top URLs in Tweet in G5:
[2] https://data.berkeley.edu/news/berkeley-data-science-students-journalism-faculty-building-public-database-police-misconduct
[1] https://www.thexylom.com/subscribe
[1] https://anchor.fm/ddjpodcast
[1] https://docs.google.com/document/d/1G-n_vCVHAv7_Xwn-GuYGojO12ZUnzRXI1y-GFsBZr-s/edit?usp=sharing

Top URLs in Tweet in G7:
[5] https://www.bizcommunity.com/JobView.aspx?l=196&c=849&i=405966&ct=10
[4] https://www.publico.pt/eleicoes-legislativas-2022/resultados-partidos-ventos-maioria
[2] https://pulitzercenter.org/grants-fellowships/opportunities-journalists/data-journalism-grants
[1] https://infocongo.org/en/about/
[1] https://gijn.org/2022/01/28/data-journalism-top-10-slaveholders-in-congress-tonga-eruption/
[1] https://gijn.org/2022/02/04/data-journalism-top-10-snowless-winter-olympics-foods-carbon-footprint-illegal-mining/
[1] https://github.com/CodeForAfrica/
[1] https://gijn.org/2022/01/25/the-rise-of-science-based-investigative-journalism/
[1] https://gijn.org/2021/12/13/top-12-guides-and-tipsheets-in-2021/
[1] https://gijn.org/data-journalism-books/

Top URLs in Tweet in G9:
[3] https://boards.eu.greenhouse.io/financialtimes33/jobs/4018476101?gh_src=db5f1902teu
[2] https://learn.r-journalism.com/en/
[1] https://github.com/globeandmail/startr

Top URLs in Tweet in G10:
[33] https://github.com/Financial-Times/data-journalism-covid-hospital-counterfactual
[1] https://www.ft.com/content/03aa46e2-ac3a-4c16-82be-431ea4c43e58
[1] https://www.economist.com/interactives/graphic-detail/2022/01/29/what-spotify-data-show-about-the-decline-of-english

Top Domains
Top Domains in Tweet in Entire Graph:
[179] tsek.ph
[90] twitter.com
[52] gijn.org
[39] github.com
[39] greenhouse.io
[21] datacenterfrontier.com
[12] co.uk
[12] bizcommunity.com
[11] analyticsinsight.net
[11] analyticsvidhya.com

Top Domains in Tweet in G1:
[178] tsek.ph
[2] cnnphilippines.com

Top Domains in Tweet in G2:
[36] gijn.org
[10] twitter.com
[9] wsj.com
[4] pulitzercenter.org
[4] ladatacuenta.com
[4] bel.tr
[2] istories.media
[2] theguardian.com
[1] novayagazeta.ru
[1] nationalpress.org

Top Domains in Tweet in G3:
[23] twitter.com
[9] analyticsvidhya.com
[4] gijn.org
[4] youtube.com
[4] eventbrite.com
[3] journalismresearchnews.org
[2] devonlive.com
[2] europeandatajournalism.eu
[2] trialsitenews.com
[2] instagram.com

Top Domains in Tweet in G4:
[34] greenhouse.io
[4] twitter.com
[2] medium.com
[1] trib.al
[1] tinyletter.com
[1] github.com

Top Domains in Tweet in G5:
[2] berkeley.edu
[1] thexylom.com
[1] anchor.fm
[1] google.com

Top Domains in Tweet in G7:
[6] gijn.org
[5] bizcommunity.com
[4] publico.pt
[3] pulitzercenter.org
[1] infocongo.org
[1] github.com
[1] dataphyte.com
[1] humanrightsmeasurement.org
[1] urbanet.info
[1] nyu.edu

Top Domains in Tweet in G9:
[3] greenhouse.io
[2] r-journalism.com
[1] github.com

Top Domains in Tweet in G10:
[33] github.com
[1] ft.com
[1] economist.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[195] ddj
[45] dataviz
[44] journalism
[36] data
[27] datajournalism
[21] omikron
[21] elecciones2022
[21] datacenter
[21] erasmus
[15] election2022



Top Hashtags in Tweet in G2:
[54] ddj
[8] elecciones2022
[8] grants
[6] ai
[3] journalists
[3] bcujournos
[3] dataviz
[2] ð¢ð¾ð½ð³ð°
[2] facebook
[2] top10

Top Hashtags in Tweet in G3:
[17] ddj
[10] journalism
[6] datascience
[6] data
[4] analytics
[4] gijc21
[3] ai
[3] ml
[3] datajournalism
[3] dj

Top Hashtags in Tweet in G4:
[19] ddj
[4] dataviz
[4] data
[3] datajournalism
[3] opengov
[1] rstats
[1] datajournalist
[1] opendata
[1] datibenecomune
[1] lobby

Top Hashtags in Tweet in G5:
[1] ddj
[1] datajournalism
[1] dataviz

Top Hashtags in Tweet in G7:
[6] ddj
[6] datajournalism
[4] mapmakoko
[2] wildeye
[2] machinelearning
[1] winterolympics

Top Hashtags in Tweet in G8:
[1] freeassange

Top Hashtags in Tweet in G9:
[3] rstats
[1] ddj

Top Hashtags in Tweet in G10:
[1] climatechange

Top Words
Top Words in Tweet in Entire Graph:
[1191] data
[1065] journalism
[195] #ddj
[191] biggest
[180] professor
[179] yvonne
[179] chua
[179] vice
[179] president
[179] leni

Top Words in Tweet in G1:
[179] journalism
[178] professor
[178] yvonne
[178] chua
[178] vice
[178] president
[178] leni
[178] robredo
[178] biggest
[177] cnnphilippines

Top Words in Tweet in G2:
[83] ðµð
[77] data
[72] journalism
[62] gijn
[59] ðµñ
[58] ø
[54] 10
[54] #ddj
[51] ðºð
[49] ù

Top Words in Tweet in G3:
[106] data
[85] journalism
[53] ø
[33] ù
[17] ú
[17] #ddj
[11] û
[10] #journalism
[10] science
[9] news

Top Words in Tweet in G4:
[122] ftdata
[78] data
[45] hiring
[43] journalism
[41] london
[41] jobs
[36] come
[36] work
[34] alertðÿš
[33] york

Top Words in Tweet in G5:
[56] data
[41] journalism
[34] ire_nicar
[32] college
[32] student
[32] studying
[32] early
[32] career
[32] reporter
[32] sponsoring

Top Words in Tweet in G6:
[63] times
[63] used
[62] know
[62] those
[62] dodgy
[62] school
[62] league
[62] tables
[62] managed
[62] hands

Top Words in Tweet in G7:
[101] data
[64] journalism
[51] africa
[26] top
[22] gijnafrica
[22] know
[21] centres
[17] apply
[16] based
[15] hub

Top Words in Tweet in G8:
[2] julie_nonumbers
[2] tyronewjackson
[2] planetdoge
[2] sundog723
[2] dave92442188
[2] hirdman
[2] bconnectedj
[2] durandundee7105

Top Words in Tweet in G9:
[46] data
[43] journalism
[40] sharon000
[40] globeandmail
[40] open
[40] sourced
[40] template
[40] projects
[40] call
[40] œan

Top Words in Tweet in G10:
[34] story
[34] full
[34] reproducible
[34] code
[34] github
[33] jburnmurdoch
[33] thereâ
[33] extensive
[33] methodology
[33] box

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[424] data,journalism
[179] journalism,professor
[179] professor,yvonne
[179] yvonne,chua
[179] chua,vice
[179] vice,president
[179] president,leni
[179] leni,robredo
[179] robredo,biggest
[177] cnnphilippines,journalism

Top Word Pairs in Tweet in G1:
[178] journalism,professor
[178] professor,yvonne
[178] yvonne,chua
[178] chua,vice
[178] vice,president
[178] president,leni
[178] leni,robredo
[178] robredo,biggest
[177] cnnphilippines,journalism
[173] biggest,victimâ

Top Word Pairs in Tweet in G2:
[44] data,journalism
[39] top,10
[27] 10,#ddj
[24] ðµð,ðµð
[23] ø,ù
[23] ø,ø
[17] ðµñ,ðºð
[17] ù,ø
[16] ù,ù
[13] #ddj,gijn

Top Word Pairs in Tweet in G3:
[39] data,journalism
[21] ø,ø
[12] ø,ù
[11] ù,ø
[8] ù,ù
[5] ú,ø
[5] ø,û
[4] û,ù
[4] ù,ú
[4] data,driven

Top Word Pairs in Tweet in G4:
[42] data,journalism
[36] come,work
[36] work,ftdata
[31] sr,data
[29] jobs,alertðÿš
[29] alertðÿš,come
[29] ftdata,hiring
[29] hiring,sr
[29] data,journalist
[29] journalist,york

Top Word Pairs in Tweet in G5:
[32] college,student
[32] student,studying
[32] studying,journalism
[32] journalism,early
[32] early,career
[32] career,reporter
[32] reporter,sponsoring
[32] sponsoring,ire_nicar
[32] ire_nicar,'s
[32] 's,annual

Top Word Pairs in Tweet in G6:
[62] know,those
[62] those,dodgy
[62] dodgy,school
[62] school,league
[62] league,tables
[62] tables,times
[62] times,managed
[62] managed,hands
[62] hands,spreadsheet
[62] spreadsheet,used

Top Word Pairs in Tweet in G7:
[52] data,journalism
[22] top,data
[21] know,top
[21] journalism,centres
[21] centres,africa
[17] gijnafrica,know
[15] africa,data
[15] data,hub
[11] africa,dataphyte
[11] dataphyte,nigeria

Top Word Pairs in Tweet in G8:
[2] julie_nonumbers,tyronewjackson
[2] tyronewjackson,planetdoge
[2] planetdoge,sundog723
[2] sundog723,dave92442188
[2] dave92442188,hirdman
[2] hirdman,bconnectedj
[2] bconnectedj,durandundee7105

Top Word Pairs in Tweet in G9:
[43] data,journalism
[40] globeandmail,open
[40] open,sourced
[40] sourced,template
[40] template,data
[40] journalism,projects
[40] projects,call
[40] call,œan
[40] œan,opinionated
[40] opinionated,frameworkâ

Top Word Pairs in Tweet in G10:
[34] full,reproducible
[34] reproducible,code
[33] thereâ,extensive
[33] extensive,methodology
[33] methodology,box
[33] box,story
[33] story,full
[33] code,github
[32] jburnmurdoch,thereâ
[6] data,journalism

Top Replied-To
Top Replied-To in Entire Graph:
@nrod144
@benedictevans
@lttimmcmillan
@skynews
@juliahb1
@timesofindia
@rachelschraer
@cardoso
@kaushikcbasu
@nadiabilchik

Top Replied-To in G2:
@john_sipher
@guardian
@reuters
@adababbage
@majesticsiddhi

Top Replied-To in G4:
@fivethirtyeight

Top Replied-To in G5:
@film_girl
@alex
@ire_nicar
@albertocairo

Top Replied-To in G8:
@julie_nonumbers

Top Replied-To in G9:
@ameliamn

Top Replied-To in G10:
@mroliverbarnes

Top Mentioned
Top Mentioned in Entire Graph:
@cnnphilippines
@ftdata
@gijn
@mrmcenaney
@sharon000
@globeandmail
@ire_nicar
@jburnmurdoch
@theparanoids
@cnn

Top Mentioned in G1:
@cnnphilippines

Top Mentioned in G2:
@gijn
@internews
@earthjournalism
@tagesspiegel
@wsj
@guardian
@reuters
@joewalkerwsj
@paulbradshaw
@drugchannels

Top Mentioned in G3:
@brilliant_1990
@vegxcodes

Top Mentioned in G4:
@ftdata
@martinstabe
@ons
@opengovuk
@carbonbrief
@fivethirtyeight
@cezary
@warninggraphicc
@instituteforgov

Top Mentioned in G5:
@ire_nicar
@theparanoids
@biglocalnews
@cephillips
@pickoffwhite
@ucbsoj
@davidbarstow
@robconery
@albertocairo
@adityagp

Top Mentioned in G6:
@mrmcenaney

Top Mentioned in G7:
@gijnafrica
@code4africa
@dataphyte
@africa_datahub
@pulitzercenter
@sigmaawards
@nodexl
@rui_barros17
@rightsmetrics
@fabiolatorres

Top Mentioned in G8:
@tyronewjackson
@planetdoge
@sundog723
@dave92442188
@hirdman
@bconnectedj
@durandundee7105
@thewreckingbal5
@julie_nonumbers

Top Mentioned in G9:
@sharon000
@globeandmail
@ftdata
@abtran
@ameliamn

Top Mentioned in G10:
@jburnmurdoch
@wolfgangkhuber
@gijn
@ftdata
@donatopmancini

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@world_news_eng
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@lizditz
@httweets
@glasgow_watch
@repubblica

Top Tweeters in G1:
@dangzb
@cnnphilippines
@queenbee_xxii
@zero8zero6
@vertacoy
@womanitymp
@oxymorontoo
@mjestil0115
@analizamanzon
@glecybalm

Top Tweeters in G2:
@rapplerdotcom
@reuters
@business
@guardian
@el_pais
@redboybroken
@nytimes
@wagjuer
@washingtonpost
@wsj

Top Tweeters in G3:
@the_lady_red
@zachvat
@rifleman4wvu
@7wdata
@andhravilasnews
@jalanjalans
@shiftypc
@journalismjobs
@drfourny
@hrbrmstr

Top Tweeters in G4:
@joshspero
@syawal
@pmagn
@dominiccampbell
@fivethirtyeight
@sophiagrene
@timandraharknes
@monet1279
@mahimmaher
@david_batty

Top Tweeters in G5:
@film_girl
@yahoo
@albertocairo
@alex
@nixonron
@fvaraorta
@lby3
@martyswant
@byamberworthy
@emmacarew

Top Tweeters in G6:
@glasgow_watch
@susanchubb1
@peternimmo1
@ron_mould
@longitude0
@moocowe
@gordonwright
@roberttyrebute
@mrmcenaney
@doublehelix

Top Tweeters in G7:
@bnb952
@publico
@aimlegend_
@pulitzercenter
@_sindelo
@fromthehip
@zahratunda
@rightsmetrics
@pvanheus
@kainazamaria

Top Tweeters in G8:
@birdseye1
@sandraclunie
@marvin_hill123
@kas22_kaarinn_s
@truthsearch1957
@poguemoran
@8brianvogel4
@wikileaks
@forsolace
@spiralwrap

Top Tweeters in G9:
@globeandmail
@rstatstweet
@gizmomathboy
@rstats_tweets
@abtran
@roelandtn42
@elpidiofilho
@annapurani93
@thomas_mock
@straubingerdk

Top Tweeters in G10:
@lizditz
@lllwry
@deepvard
@elkehollings
@njdoc
@ygjumi
@scorpiotiger77
@petuniasforever
@monasmitte
@culturalfatwa


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