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#ddj OR (data journalism) since:2022-11-14 until:2022-11-21 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
November 21, 2022
Short Description:
#ddj OR (data journalism) since:2022-11-14 until:2022-11-21 via NodeXL https://bit.ly/3VaLiqx
@juliustroeger
@chelm
@gijn
@datajournalism
@gijnafrica
@margymaclibrary
@gijnru
@zeitonline
@paulbradshaw
@washingtonpost

Top hashtags:
#ddj
#datajournalism
#journalism

Description:
Description
The graph represents a network of 2,076 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-11-14 until:2022-11-21", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 21 November 2022 at 15:13 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 23-minute period from Monday, 14 November 2022 at 00:17 UTC to Sunday, 20 November 2022 at 23:41 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 : 2076
Unique Edges : 3311
Edges With Duplicates : 416
Total Edges : 3727
Number of Edge Types : 5
Replies to : 214
Mentions : 632
Retweet : 1193
MentionsInRetweet : 1415
Tweet : 273
Self-Loops : 292
Reciprocated Vertex Pair Ratio : 0.0209375
Reciprocated Edge Ratio : 0.0410162228344047
Connected Components : 343
Single-Vertex Connected Components : 104
Maximum Vertices in a Connected Component : 684
Maximum Edges in a Connected Component : 1496
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.497866
Graph Density : 0.000758409359983286
Modularity : 0.824743
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 2,076 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2022-11-14 until:2022-11-21", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 21 November 2022 at 15:13 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 23-minute period from Monday, 14 November 2022 at 00:17 UTC to Sunday, 20 November 2022 at 23:41 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 : TwitterSearch
Graph Term : #ddj OR (data journalism) since:2022-11-14 until:2022-11-21
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[287] https://www.zeit.de/zustimmung?url=https%3A%2F%2Fwww.zeit.de%2Fmobilitaet%2F2022-11%2Fautodichte-deutschland-entwicklung-verkehrswende
[62] https://datajournalism.com/survey/2022/
[53] https://www.rcdij.org/data-journalism-masterclass-2022/
[53] https://gijn.org/2022/11/18/data-journalism-top-10-election-deniers-toxic-twitter/
[40] https://youtu.be/pndEs-xFVr8
[23] https://newsera2020.eu/events/newsera-enjoi-data-journalism-and-misinformation/
[21] https://twitter.com/brish_ti/status/1593706091619418112
[15] https://gijn.org/2022/11/11/data-journalism-top-10-biased-missing-persons-coverage-funding-election-deniers-brazil-electoral-violence-mapping-irans-protests/
[15] https://twentytendaily.com/orodata-announces-its-africa-data-hub-cohort-3community-climate-journalism-fellowship/
[13] https://www.sueddeutsche.de/projekte/artikel/wissen/klimapolitik-klimakrise-optimistisch-negativ-e258672/?utm_source=twitter&utm_medium=twitterbot&utm_content=e258672&reduced=true

Top URLs in Tweet in G1:
[285] https://www.zeit.de/zustimmung?url=https%3A%2F%2Fwww.zeit.de%2Fmobilitaet%2F2022-11%2Fautodichte-deutschland-entwicklung-verkehrswende

Top URLs in Tweet in G2:
[57] https://datajournalism.com/survey/2022/
[50] https://gijn.org/2022/11/18/data-journalism-top-10-election-deniers-toxic-twitter/
[11] https://gijn.org/2022/11/11/data-journalism-top-10-biased-missing-persons-coverage-funding-election-deniers-brazil-electoral-violence-mapping-irans-protests/
[10] https://gijn.org/2022/11/16/top-10-ddj-propavshie-bez-vesti-sponsory-protivnikov-vyborov-nasilie-protiv-izbiratelej-v-brazilii-i-karta-protestov-v-irane/
[7] https://interaktiv.tagesspiegel.de/lab/in-diese-laender-exportiert-deutschland-die-meisten-lebensmittel/
[6] https://corporate.dw.com/en/data-journalism-why-usability-is-more-than-nice-to-have/a-63539204
[5] https://twitter.com/geplapper/status/1591731294094127105
[5] https://twitter.com/datajournalism/status/1592490819755593728
[4] https://onlinejournalismblog.com/2022/11/01/what-stories-can-you-tell-using-ai-and-satellite-imagery-here-are-some-ideas/
[4] https://docs.google.com/document/d/1VjmajCeu-JlMiQ0dZ9Q2NrZnuLWy0A_KT0SyaQ_2MhA/edit?usp=sharing

Top URLs in Tweet in G4:
[53] https://www.rcdij.org/data-journalism-masterclass-2022/
[15] https://twentytendaily.com/orodata-announces-its-africa-data-hub-cohort-3community-climate-journalism-fellowship/
[11] https://newsletters.mediahack.co.za/subscribe/learndatajournalism/
[8] https://newsletters.mediahack.co.za/subscribe/databites/
[8] https://inside.mediahack.co.za/digging-data-at-the-2022-african-investigative-journalism-conference-2e99327d8e42
[6] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Finside.mediahack.co.za%2Fdigging-data-at-the-2022-african-investigative-journalism-conference-2e99327d8e42
[6] https://ijnet.org/en/opportunity/ripples-centre-offers-data-journalism-masterclass-africa?utm_source=twitter&utm_medium=social
[6] https://opportunities.youthhubafrica.org/africa-data-hub-adh-community-climate-journalism-fellowship-2022-2023/
[5] https://ijnet.org/en/story/geo-journalism-platform-covers-worsening-climate-crisis-nigeria
[5] https://docs.google.com/forms/d/1lqJC7jEaCsjn5KJG4qdrddInN0JZbP-UXqdLr9Afhaw/viewform?edit_requested=true

Top URLs in Tweet in G5:
[3] https://datajournalism.com/survey/2022/
[3] https://www.getrevue.co/profile/ReutersInstitute
[2] https://twitter.com/jackshafer/status/1590095319529816071
[2] https://www.journaliststoolbox.org/whatsnew/
[2] https://jobelephant.com/
[2] https://www.rawstory.com/what-the-world-would-lose-with-the-demise-of-twitter-valuable-eyewitness-accounts-and-raw-data-on-human-behavior-as-well-as-a-habitat-for-trolls-2658722598/
[1] https://gijn.org/2022/11/11/data-journalism-top-10-biased-missing-persons-coverage-funding-election-deniers-brazil-electoral-violence-mapping-irans-protests/
[1] http://www.guardian.co.uk/news/datablog/2013/mar/15/john-snow-cholera-map
[1] https://twitter.com/KenCunn77721220/status/1591910253079461888
[1] https://twitter.com/axios/status/1590767248394059776

Top URLs in Tweet in G6:
[13] https://digiphile.info/2011/12/12/what-open-source-can-teach-open-journalism/
[2] https://twitter.com/elonmusk/status/1593264249731620864
[1] http://worrydream.com/ClimateChange/#media

Top URLs in Tweet in G7:
[40] https://youtu.be/pndEs-xFVr8

Top URLs in Tweet in G8:
[11] https://www.thenewsminute.com/article/former-bjp-bengaluru-mla-paid-rs-18-lakh-chilume-ngo-voter-data-170105
[5] https://twitter.com/dhanyarajendran/status/1592879540317343744
[3] https://www.thenewsminute.com/article/tnm-investigation-armed-govt-order-bengaluru-ngo-steal-voter-data-170013
[1] https://twitter.com/dhanyarajendran/status/1592897679650361344
[1] https://twitter.com/thenewsminute/status/1592894617355423745

Top URLs in Tweet in G9:
[13] https://www.nytimes.com/interactive/2022/11/18/world/middleeast/extreme-heat.html
[1] https://www.nytimes.com/interactive/2022/11/18/world/middleeast/extreme-heat.html?smid=nytcore-ios-share&referringSource=articleShare
[1] https://twitter.com/nytimes/status/1593220192879902720

Top URLs in Tweet in G10:
[1] https://data.oecd.org/youthinac/youth-not-in-employment-education-or-training-neet.htm

Top Domains
Top Domains in Tweet in Entire Graph:
[287] zeit.de
[151] twitter.com
[86] gijn.org
[62] datajournalism.com
[53] rcdij.org
[40] youtu.be
[38] co.za
[27] co.uk
[24] sueddeutsche.de
[24] google.com

Top Domains in Tweet in G1:
[285] zeit.de

Top Domains in Tweet in G2:
[77] gijn.org
[57] datajournalism.com
[22] twitter.com
[9] tagesspiegel.de
[7] dw.com
[4] onlinejournalismblog.com
[4] google.com
[3] github.com
[3] co.uk
[2] googleapis.com

Top Domains in Tweet in G4:
[53] rcdij.org
[38] co.za
[15] ijnet.org
[15] twentytendaily.com
[6] medium.com
[6] youthhubafrica.org
[5] google.com
[5] gijn.org
[5] twitter.com
[3] cfi.fr

Top Domains in Tweet in G5:
[33] twitter.com
[4] washingtonpost.com
[3] datajournalism.com
[3] journaliststoolbox.org
[3] getrevue.co
[2] co.uk
[2] tvnewscheck.com
[2] ilsole24ore.com
[2] tweetedtimes.com
[2] 7wdata.be

Top Domains in Tweet in G6:
[13] digiphile.info
[2] twitter.com
[1] worrydream.com

Top Domains in Tweet in G7:
[40] youtu.be

Top Domains in Tweet in G8:
[14] thenewsminute.com
[7] twitter.com

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

Top Domains in Tweet in G10:
[1] oecd.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[531] ddj
[104] datajournalism
[52] journalism
[48] icfjawards
[36] cop27
[31] data
[25] dataviz
[21] data4citscinews
[20] klimakrise
[18] citizenscience



Top Hashtags in Tweet in G1:
[287] ddj

Top Hashtags in Tweet in G2:
[116] ddj
[60] datajournalism
[15] cop27
[7] climatechange
[7] klimakrise
[6] festivalofjournalism
[5] collaborativej
[5] data
[5] kampalageopolitics
[5] kgc2022

Top Hashtags in Tweet in G4:
[9] aijc2022
[6] sudan
[3] climate
[3] climatecrisis
[3] nigeria
[2] cfimédias
[2] sadamedia
[2] training
[1] cop27
[1] data

Top Hashtags in Tweet in G5:
[17] ddj
[8] journalism
[8] data
[3] datascience
[3] dataviz
[2] ethics
[2] internet
[2] gov
[2] datajournalism
[2] nhs

Top Hashtags in Tweet in G6:
[2] freeprof_freedom
[1] freeassange
[1] freeassangenow

Top Hashtags in Tweet in G7:
[48] icfjawards

Top Hashtags in Tweet in G8:
[4] journalism
[2] ngo
[1] karnataka
[1] tnmexclusive
[1] bbmp
[1] bangalore
[1] india

Top Hashtags in Tweet in G9:
[4] data
[4] journalism

Top Words
Top Words in Tweet in Entire Graph:
[1534] data
[1357] journalism
[532] #ddj
[426] र
[354] die
[295] pro
[294] region
[289] zeigt
[288] öpnv
[287] gut

Top Words in Tweet in G1:
[287] #ddj
[287] die
[285] pro
[285] nimmt
[285] gut
[285] öpnv
[285] zeitonline
[285] zeigt
[285] entwickelt
[285] region

Top Words in Tweet in G2:
[117] #ddj
[113] data
[88] journalism
[63] 2022
[60] #datajournalism
[60] survey
[60] state
[49] help
[47] gijn
[44] open

Top Words in Tweet in G3:
[426] र
[284] spin
[284] ह
[142] normalize
[142] master
[142] journalism
[142] daily
[142] murder
[142] vulture
[142] trying

Top Words in Tweet in G4:
[266] journalism
[253] data
[97] journalists
[75] climate
[67] masterclass
[59] rcdij
[51] investigative
[51] training
[50] africa
[50] environment

Top Words in Tweet in G5:
[103] data
[92] journalism
[17] #ddj
[16] more
[10] news
[8] #journalism
[8] journalists
[8] lot
[8] #data
[8] media

Top Words in Tweet in G6:
[42] journalism
[39] data
[35] elonmusk
[30] open
[25] news
[14] showing
[13] speed
[13] sourcing
[13] code
[13] scholars

Top Words in Tweet in G7:
[48] journalism
[48] christogrozev
[48] award
[48] #icfjawards
[48] bellingcat
[48] data
[40] social
[40] reporting
[40] more
[40] groundbreaking

Top Words in Tweet in G8:
[38] thenewsminute
[35] journalism
[33] chilume
[26] data
[17] investigative
[14] superb
[14] dhanyarajendran
[14] citizens'
[14] ngo
[14] horde

Top Words in Tweet in G9:
[32] nytimes
[27] journalism
[27] data
[15] power
[14] great
[13] heat
[13] temp
[13] integration
[13] headed
[13] love

Top Words in Tweet in G10:
[5] journalism
[4] wsj
[3] data
[3] sources
[3] news
[2] average
[2] foxnews
[2] berkeleyjr
[2] much
[2] pink

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[476] data,journalism
[287] region,entwickelt
[287] klimakrise,nimmt
[287] zeitonline,zeigt
[287] pkw,pro
[287] ausgebaut,auswertung
[287] entwickelt,#ddj
[287] gut,ausgebaut
[287] öpnv,gut
[287] eure,region

Top Word Pairs in Tweet in G1:
[285] einwohner,weiter
[285] auswertung,zeitonline
[285] region,entwickelt
[285] zeitonline,zeigt
[285] trotz,klimakrise
[285] weiter,öpnv
[285] ausgebaut,auswertung
[285] zeigt,eure
[285] nimmt,die
[285] die,zahl

Top Word Pairs in Tweet in G2:
[72] data,journalism
[47] state,#datajournalism
[45] survey,2022
[38] help,map
[37] #datajournalism,survey
[37] #ddj,landscape
[37] map,#ddj
[37] available,multiple
[37] multiple,languages
[37] participants,chance

Top Word Pairs in Tweet in G3:
[142] journalism,see
[142] horrific,incident
[142] भ,इसक
[142] स,र
[142] data,daily
[142] see,vulture
[142] ग,र
[142] कम,न
[142] पर,व
[142] ह,radharamndas

Top Word Pairs in Tweet in G4:
[144] data,journalism
[56] journalism,masterclass
[44] journalists,africa
[43] environment,focused
[43] solutions,journalism
[43] focused,solutions
[40] data,investigative
[40] climate,environment
[39] rcdij,offering
[38] offering,data

Top Word Pairs in Tweet in G5:
[38] data,journalism
[6] data,driven
[4] state,data
[4] cost,read
[4] share,access
[4] check,gift
[4] subscription,allows
[4] journalism,2022
[4] journalism,check
[4] gift,article

Top Word Pairs in Tweet in G6:
[13] news,showing
[13] community,talk
[13] help,speed
[13] showing,work
[13] open,sourcing
[13] reporting,community
[13] both,scholars
[13] open,journalism
[13] talk,topic
[13] sourcing,news

Top Word Pairs in Tweet in G7:
[40] award,learn
[40] innovation,international
[40] investigative,journalism
[40] learn,more
[40] work,#icfjawards
[40] international,reporting
[40] pioneers,use
[40] won,innovation
[40] director,christogrozev
[40] use,public

Top Word Pairs in Tweet in G8:
[17] investigative,journalism
[14] bolted,citizens'
[14] stable,door
[14] journalism,dhanyarajendran
[14] citizens',data
[14] journalism,thenewsminute
[14] locking,stable
[14] dhanyarajendran,thenewsminute
[14] door,horde
[14] horde,bolted

Top Word Pairs in Tweet in G9:
[13] love,integration
[13] temp,data
[13] great,report
[13] extreme,heat
[13] nytimes,extreme
[13] piece,journalism
[13] journalism,headed
[13] more,near
[13] data,piece
[13] integration,video

Top Word Pairs in Tweet in G10:
[2] slime,journalism
[2] pink,slime

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@zhizhuweb
@ctvnews
@leyallyie
@center_tammy
@orodata
@christbangalore
@inquisi08379630
@nytimes
@fumbuake

Top Replied-To in G2:
@infoamazonia
@guardian
@danwainwright
@axios
@lauren_zo

Top Replied-To in G4:
@orodata
@boeresoutie
@rcdij
@cfimedias

Top Replied-To in G6:
@elonmusk
@center_tammy
@runningeyre
@volanmars
@jordanbpeterson
@chazman
@jornaloglobo
@lexfridman
@scottcrates
@minliangtan

Top Replied-To in G8:
@pallavict

Top Replied-To in G9:
@zhizhuweb
@nytimes
@eve_n_ct
@proftblittwin

Top Replied-To in G10:
@justinsigrist
@elerianm
@dawn_kopecki
@berkeleyjr

Top Mentioned
Top Mentioned in Entire Graph:
@zeitonline
@vlkaspr0nam0
@nationfirst_96
@rcdij
@bellingcat
@christogrozev
@thenewsminute
@ripplesng
@nytimes

Top Mentioned in G1:
@zeitonline
@chelm
@destatis
@dstatg

Top Mentioned in G2:
@datajournalism
@gijn
@infonile
@paulbradshaw
@nodexl
@chadskelton
@marvel
@axios
@bbgvisualdata
@carbonbrief

Top Mentioned in G3:
@vlkaspr0nam0
@nationfirst_96

Top Mentioned in G4:
@rcdij
@ripplesng
@africa_datahub
@mediahackza
@aijc_conference
@athi_saba
@adamoxford
@econaiplus
@orodata
@cfimedias

Top Mentioned in G5:
@djdouglascba

Top Mentioned in G6:
@elonmusk
@prof_freedom
@jordanbpeterson
@nypost
@mtaibbi
@cbcnews
@elontimes
@worrydream
@mrwhosetheboss
@sawyermerritt

Top Mentioned in G7:
@bellingcat
@christogrozev

Top Mentioned in G8:
@thenewsminute
@dhanyarajendran
@pratidhvaninews
@sardesairajdeep
@bdutt
@bainjal
@jhasanjay
@rohini_sgh
@suhasinih
@vishnundtv

Top Mentioned in G9:
@nytimes
@profmmurray
@nycsouthpaw
@jodikantor
@jo_becker
@jkeefe
@fordhamnyc
@fordhamcms
@juliannewelby
@krugermacro

Top Mentioned in G10:
@foxnews
@wsj
@santiag00san
@ashleys_twittah
@momnovavax
@washingtonpost
@drewgriffincnn
@cnn
@tuckercarlson
@nythealth

Top Tweeters
Top Tweeters in Entire Graph:
@hrblock_21
@_redfrog
@chrisbrey1
@marthalynneowe1
@ansisegle
@1loriking
@amoltikam
@akuma_river
@timesnow
@willseattle

Top Tweeters in G1:
@grundsaetzlich
@michael_kunz
@steph80335
@halleverkehrt
@raumplanungtv
@thomasknorra
@martingaedt
@zeitonline
@creation_2011
@dtzb

Top Tweeters in G2:
@guardian
@avonan
@milatrud11
@bbcnews
@washingtonpost
@lemondefr
@jane__eden
@elconfidencial
@alezetab
@marxculture

Top Tweeters in G3:
@amoltikam
@shakthigj
@senag23
@chandeldhiresh
@bakshi4ever
@dilipkumar9990
@binugazi
@abhishek_anjani
@vinodku71488162
@rscool67

Top Tweeters in G4:
@magaji_1
@skatiq3
@lilbrezzy07__
@ripplesng
@naijanews
@thatgirltinuke
@josephburite
@ijnet
@ninadhora
@elviseroms

Top Tweeters in G5:
@marthalynneowe1
@jchapman1729
@nwjs_jobs
@uwesteiner
@trstdtravlr
@biconnections
@realworldrj
@natty4bumpo
@fisco24_info
@7wdata

Top Tweeters in G6:
@akuma_river
@nypost
@jornaloglobo
@margo94
@cbcnews
@digiphile
@craigthomler
@abytw
@kennethlipp
@scottcrates

Top Tweeters in G7:
@ansisegle
@ghostcatbce
@fireytopaz
@afronola
@rafaeldelarocha
@black_cat46
@eliothiggins
@globalcmrpt
@vuduchick
@kimberrry

Top Tweeters in G8:
@simplecommonman
@alinedobbie
@thenewsminute
@sandeep71121431
@bdutt
@pallavict
@rohini_sgh
@dhanyarajendran
@dsouza_paul
@shitalkumar3

Top Tweeters in G9:
@nytimes
@kimbafed
@nycsouthpaw
@suzette_sommer
@tinamcmanus
@codeforpdx
@franciesmary
@zhizhuweb
@arthursmid
@n4tvm

Top Tweeters in G10:
@foxnews
@washtimes
@abc
@cnn
@wsj
@nbcnews
@fortunemagazine
@theweek
@nythealth
@hildabast


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