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#ddj OR (data journalism) since:2020-08-24 until:2020-08-31 Twitter NodeXL SNA Map and Report for Mo (experimental version)
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From:
SMRFoundation
Uploaded on:
August 31, 2020
Short Description:
#ddj OR (data journalism) since:2020-08-24 until:2020-08-31 via NodeXL https://bit.ly/2QBKN96
@gijn
@drrpnishank
@pmoindia
@narendramodi
@khushiyadav03
@icijorg
@b9joker108
@jornalismodados
@paulbradshaw
@tagesspiegel

Top hashtags:
#ddj
#mann_ki_nahi_students_ki_baat

Description:
Description
The graph represents a network of 3,237 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-08-24 until:2020-08-31", 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, 31 August 2020 at 10:17 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 30-minute period from Monday, 24 August 2020 at 00:05 UTC to Sunday, 30 August 2020 at 23:36 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 : 3237
Unique Edges : 7180
Edges With Duplicates : 774
Total Edges : 7954
Number of Edge Types : 5
Retweet : 1954
Replies to : 300
Mentions : 1211
MentionsInRetweet : 4228
Tweet : 261
Self-Loops : 276
Reciprocated Vertex Pair Ratio : 0.015177065767285
Reciprocated Edge Ratio : 0.0299003322259136
Connected Components : 396
Single-Vertex Connected Components : 107
Maximum Vertices in a Connected Component : 760
Maximum Edges in a Connected Component : 3070
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.838743
Graph Density : 0.000689646481714631
Modularity : 0.740248
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 3,237 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-08-24 until:2020-08-31", 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, 31 August 2020 at 10:17 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 30-minute period from Monday, 24 August 2020 at 00:05 UTC to Sunday, 30 August 2020 at 23:36 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:2020-08-24 until:2020-08-31
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:
[144] https://www.nytimes.com/interactive/2020/07/23/magazine/climate-migration.html?referringSource=articleShare
[86] https://gijn.org/2020/08/27/data-journalism-top-10-north-korea-ghost-ships-trolls-attack-who-al-pacinos-wardrobe-covid-air-travel/
[71] https://logicmag.io/play/my-stepdad's-huge-data-set/
[52] https://fulbright.uark.edu/departments/journalism/news-events/sjsm-news/arkansas-covid-data-project.php
[42] https://interaktiv.tagesspiegel.de/lab/corona-risikogebiete-und-reisewarnungen-fuer-alle-laender/
[33] https://twitter.com/apoorva_nyc/status/1299705092178956288
[26] https://opportunities.codeforafrica.org/2020/08/17/investigative-analyst-come-help-investigate-online-disinformation-networks/
[25] https://www.youtube.com/watch?v=vOml9EZ0sh8&feature=youtu.be

[20] https://twitter.com/SethAbramson/status/1298299224476573701
[19] https://interaktiv.tagesspiegel.de/lab/antisemitische-uebergriffe-so-wurde-die-gewalt-zum-flaechenbrand/

Top URLs in Tweet in G2:
[81] https://gijn.org/2020/08/27/data-journalism-top-10-north-korea-ghost-ships-trolls-attack-who-al-pacinos-wardrobe-covid-air-travel/
[26] https://opportunities.codeforafrica.org/2020/08/17/investigative-analyst-come-help-investigate-online-disinformation-networks/
[19] https://interaktiv.tagesspiegel.de/lab/antisemitische-uebergriffe-so-wurde-die-gewalt-zum-flaechenbrand/
[18] https://interaktiv.tagesspiegel.de/lab/corona-risikogebiete-und-reisewarnungen-fuer-alle-laender/
[15] https://www.journalism.co.uk/news/pulitzer-prize-winning-journalist-launches-a-stress-management-tool-for-newsrooms/s2/a760147/
[12] https://twitter.com/guardiannews/status/1299089305957265408
[11] https://www.zeit.de/zustimmung?url=https%3A%2F%2Fwww.zeit.de%2Fmobilitaet%2F2020-08%2Fflugverkehr-flightradar24-flugbewegungen-coronavirus-anstieg-flugzahlen
[10] https://gijn.org/2020/08/24/using-earth-observation-data-to-do-investigations-from-the-sky/
[9] https://www.journalism.co.uk/tip-of-the-day/tip-how-to-be-digitally-secure-as-a-journalist-working-from-home-through-covid-19/s419/a759390/
[7] https://www.nbcnews.com/specials/china-illegal-fishing-fleet/index.html?utm_medium=email&_hsmi=91839365&_hsenc=p2ANqtz-_SCazaitQxmrsYALQAU2menz37jQ8F3PW-w6eDXszmDgUU2V3PJirEVuLDZxMzE32maKg2NTom7fkzSBFrqo4zIhnx3Q&utm_content=91839365&utm_source=hs_email

Top URLs in Tweet in G3:
[4] https://ijnet.org/pt-br/opportunity/inscri%C3%A7%C3%B5es-abertas-pr%C3%AAmio-brasileiro-de-jornalismo-de-dados
[3] https://novonoticias.com/geral/projeto-preve-prisao-para-quem-divulgar-dados-de-crianca-vitima-de-violencia/
[3] https://twitter.com/ortegopolis/status/1299392245330837505
[3] https://www.sbt.com.br/jornalismo/sbt-brasil/noticia/147768-ministerio-da-saude-diz-que-brasil-nao-tem-casos-confirmados-de-reinfeccao-da-covid-19
[2] https://twitter.com/i/web/status/1298661540179181568
[2] https://twitter.com/i/web/status/1299409643299581952
[2] https://twitter.com/i/web/status/1298001299699630080
[2] https://twitter.com/i/web/status/1300168223732772864
[1] https://twitter.com/i/web/status/1298555628063985665
[1] https://twitter.com/i/web/status/1297922059193004033

Top URLs in Tweet in G4:
[143] https://www.nytimes.com/interactive/2020/07/23/magazine/climate-migration.html?referringSource=articleShare
[13] https://www.youtube.com/watch?v=yCSTqxcOrkU

[13] https://www.youtube.com/watch?v=z896oxmp5Qw

[4] https://www.journaliststoolbox.org/2020/07/01/mapping-and-geocoding-tools/
[4] https://www.publicaccountability.org/
[2] https://twitter.com/journtoolbox/status/1284835665851682816
[2] https://twitter.com/propublica/status/1298877271961370626
[1] https://medium.com/news-uk-technology/adventures-with-metrics-in-a-newsroom-part-1-problems-81ff8ace132

Top URLs in Tweet in G5:
[3] https://blog.google/outreach-initiatives/google-news-initiative/journalism-emergency-relief-fund-data/
[2] https://twitter.com/alisonkilling/status/1298933918620672000
[1] https://www.holdthefrontpage.co.uk/2020/news/ex-police-chief-calls-for-journalists-to-get-easier-access-to-data/?utm_source=dlvr.it&utm_medium=twitter
[1] https://gijn.org/2020/08/20/data-journalism-top-10-election-forecasts-the-sweatpants-era-hong-kong-protests-dj-in-eastern-europe-caucasus/
[1] https://medium.com/jamlab/seven-tips-to-kickstart-a-data-journalism-project-87390c45fd45
[1] https://onlinejournalismblog.com/2020/08/11/here-are-the-7-types-of-stories-most-often-found-in-data/
[1] https://aemarketinggroup.com/journalism/marketing-minute/
[1] https://gijn.org/2020/08/18/from-relationships-to-ranking-angles-for-your-next-data-story/?utm_content=buffer19ee4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/bradplumer/status/1297863972390080512
[1] https://trends.e-strategyblog.com/2020/07/16/twitter-instagram-news-source/34362/?utm_source=dynamic&utm_medium=Social%20Media&utm_campaign=e-Strategy%20Trends&utm_content=Twitter%20vs%20Instagram%20As%20A%20News%20Source%2C%202014-2020

Top URLs in Tweet in G6:
[71] https://logicmag.io/play/my-stepdad's-huge-data-set/

Top URLs in Tweet in G7:
[52] https://fulbright.uark.edu/departments/journalism/news-events/sjsm-news/arkansas-covid-data-project.php
[6] https://news.uark.edu/articles/54510/school-of-journalism-to-run-arkansascovid-com?utm_source=newsletter&utm_medium=email2020-08-28&utm_campaign=news_headlines&utm_content=school-of-journalism-to-run-arkansascovid-com
[1] https://twitter.com/ArkansasOnline/status/1299710921821106178
[1] https://twitter.com/rwells1961/status/1299121665335586817
[1] https://twitter.com/arkansascovid/status/1299151559570276352

Top URLs in Tweet in G8:
[33] https://twitter.com/apoorva_nyc/status/1299705092178956288

Top URLs in Tweet in G9:
[1] https://www.indiatoday.in/movies/celebrities/story/exclusive-sushant-asked-me-to-delete-data-from-hard-drive-after-disha-s-death-siddharth-pithani-in-statement-1716571-2020-08-29
[1] https://scroll.in/article/918234/is-the-bjp-less-dynastic-than-the-congress-not-so-lok-sabha-data-shows

Top Domains
Top Domains in Tweet in Entire Graph:
[291] twitter.com
[168] nytimes.com
[126] gijn.org
[71] logicmag.io
[68] youtube.com
[63] tagesspiegel.de
[58] uark.edu
[53] co.uk
[49] datacenterfrontier.com
[39] medium.com

Top Domains in Tweet in G2:
[102] gijn.org
[39] tagesspiegel.de
[35] co.uk
[26] codeforafrica.org
[24] twitter.com
[11] zeit.de
[8] nbcnews.com
[7] medium.com
[6] newsimpact.io
[5] nytimes.com

Top Domains in Tweet in G3:
[111] twitter.com
[4] ijnet.org
[3] novonoticias.com
[3] com.br
[1] youtube.com

Top Domains in Tweet in G4:
[143] nytimes.com
[26] youtube.com
[4] twitter.com
[4] journaliststoolbox.org
[4] publicaccountability.org
[1] medium.com

Top Domains in Tweet in G5:
[26] twitter.com
[5] co.uk
[3] gijn.org
[3] medium.com
[3] tweetedtimes.com
[3] blog.google
[3] instagram.com
[2] nytimes.com
[2] cnn.com
[2] nptelegraph.com

Top Domains in Tweet in G6:
[71] logicmag.io

Top Domains in Tweet in G7:
[58] uark.edu
[3] twitter.com

Top Domains in Tweet in G8:
[33] twitter.com

Top Domains in Tweet in G9:
[1] indiatoday.in
[1] scroll.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[846] ddj
[768] mann_ki_nahi_students_ki_baat
[768] mannkibaat
[768] postponejeeandneet
[62] dataviz
[62] journalism
[48] corona
[46] datajournalism
[44] data
[39] covid19



Top Hashtags in Tweet in G1:
[768] mann_ki_nahi_students_ki_baat
[768] mannkibaat
[768] postponejeeandneet

Top Hashtags in Tweet in G2:
[172] ddj
[26] ethiopia
[26] uganda
[26] sudan
[26] nigeria
[26] senegal
[22] corona
[19] niewieder
[19] antisemitismus
[12] datajournalism

Top Hashtags in Tweet in G3:
[424] ddj
[5] ddjbr
[5] jornalismodedados
[4] tatuindica
[3] stalkeando
[2] brasil
[2] footballleaks
[2] jornalismo
[2] assange
[1] julianassange

Top Hashtags in Tweet in G4:
[17] ddj
[14] dataviz
[13] webscraping
[4] journalism
[4] maps
[4] mapping
[2] storytelling
[1] data
[1] ccpa

Top Hashtags in Tweet in G5:
[17] ddj
[8] journalism
[4] dj
[3] datajournalism
[3] google
[3] publishing
[3] beats
[3] djcontroller
[3] midicontroller
[3] djing

Top Hashtags in Tweet in G7:
[6] arnews
[6] startsomethingar
[6] uark

Top Hashtags in Tweet in G9:
[9] shameonaajtak
[5] aakthurajdeep
[1] sushantmysterydeepens
[1] bhand

Top Hashtags in Tweet in G10:
[4] cjsjournalismtoolkit
[4] cjs21
[4] cjs22

Top Words
Top Words in Tweet in Entire Graph:
[2259] data
[2022] journalism
[870] students
[846] #ddj
[801] wrong
[784] case
[778] shame
[769] insult
[768] presented
[768] neet

Top Words in Tweet in G1:
[768] insult
[768] journalism
[768] case
[768] students
[768] presented
[768] wrong
[768] data
[768] neet
[768] jee
[768] shame

Top Words in Tweet in G2:
[172] #ddj
[158] data
[91] die
[80] journalism
[78] jobs
[71] investigative
[68] 10
[66] top
[43] more
[43] pandemic

Top Words in Tweet in G3:
[457] em
[424] #ddj
[422] dou
[222] dados
[129] jornalismo
[115] jornalismodados
[62] vai
[60] pesquisa
[59] 10_5_6_5
[59] 61

Top Words in Tweet in G4:
[286] go
[168] data
[151] journalism
[144] people
[144] propublica
[143] today
[143] world
[143] barely
[143] livable
[143] hot

Top Words in Tweet in G5:
[98] data
[90] journalism
[17] #ddj
[10] more
[9] news
[9] media
[8] #journalism
[8] journalist
[8] people
[8] see

Top Words in Tweet in G6:
[142] everyone
[71] onlyfans
[71] news
[71] again
[71] perfect
[71] time
[71] remind
[71] abt
[71] incredible
[71] piece

Top Words in Tweet in G7:
[101] data
[72] students
[59] uarkjournalism
[55] arkansascovid
[49] journalism
[46] excited
[46] covid
[46] led
[46] rwells1961
[44] news

Top Words in Tweet in G8:
[44] data
[40] journalism
[35] apoorva_nyc
[33] state
[33] labs
[33] suggest
[33] 90
[33] people
[33] positive
[33] result

Top Words in Tweet in G9:
[29] journalism
[27] data
[18] interview
[14] questions
[13] deleted
[12] sardesairajdeep
[10] channel
[9] rahulkanwal
[9] #shameonaajtak
[9] drug

Top Words in Tweet in G10:
[70] journalism
[37] data
[33] help
[33] congratulate
[33] comrade
[33] very
[33] good
[33] friend
[33] njanjaannie
[33] bd_africa

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[769] insult,journalism
[768] journalism,case
[768] case,students
[768] students,presented
[768] presented,wrong
[768] wrong,data
[768] data,neet
[768] neet,jee
[768] jee,shame
[768] shame,#mann_ki_nahi_students_ki_baat

Top Word Pairs in Tweet in G1:
[768] insult,journalism
[768] journalism,case
[768] case,students
[768] students,presented
[768] presented,wrong
[768] wrong,data
[768] data,neet
[768] neet,jee
[768] jee,shame
[768] shame,#mann_ki_nahi_students_ki_baat

Top Word Pairs in Tweet in G2:
[66] top,10
[62] 10,#ddj
[39] data,journalism
[26] jobs,jobs
[26] jobs,code4africa
[26] code4africa,jobs
[26] jobs,three
[26] three,investigative
[26] investigative,analysts
[26] analysts,extensive

Top Word Pairs in Tweet in G3:
[419] dou,em
[419] em,#ddj
[115] #ddj,jornalismodados
[115] jornalismodados,dou
[59] 10_5_6_5,61
[59] 61,pesquisa
[59] pesquisa,vai
[59] vai,levar
[59] levar,dados
[59] dados,interessantes

Top Word Pairs in Tweet in G4:
[149] data,journalism
[143] today,world
[143] world,barely
[143] barely,livable
[143] livable,hot
[143] hot,zone
[143] zone,2070
[143] 2070,portion
[143] portion,go
[143] go,19

Top Word Pairs in Tweet in G5:
[29] data,journalism
[5] investigative,journalism
[4] data,journalist
[4] see,data
[3] data,driven
[3] see,more
[3] google,provided
[3] provided,39
[3] 39,million
[3] million,more

Top Word Pairs in Tweet in G6:
[71] onlyfans,news
[71] news,again
[71] again,perfect
[71] perfect,time
[71] time,remind
[71] remind,everyone
[71] everyone,abt
[71] abt,incredible
[71] incredible,piece
[71] piece,sextech

Top Word Pairs in Tweet in G7:
[48] data,journalism
[46] led,rwells1961
[27] opportunity,students
[27] beyond,excited
[27] excited,share
[27] share,uarkjournalism
[27] uarkjournalism,soon
[27] soon,taking
[27] taking,lead
[27] lead,arkansas

Top Word Pairs in Tweet in G8:
[33] data,state
[33] state,labs
[33] labs,suggest
[33] suggest,90
[33] 90,people
[33] people,positive
[33] positive,result
[33] result,longer
[33] longer,contagious
[33] contagious,don

Top Word Pairs in Tweet in G9:
[11] data,deleted
[10] questions,data
[7] indiatoday,shameless
[7] shameless,channel
[7] channel,asking
[7] asking,following
[7] following,questions
[7] deleted,drug
[7] drug,chat
[7] chat,allowsed

Top Word Pairs in Tweet in G10:
[33] help,congratulate
[33] congratulate,comrade
[33] comrade,very
[33] very,good
[33] good,friend
[33] friend,njanjaannie
[33] njanjaannie,bd_africa
[33] bd_africa,bagged
[33] bagged,full
[33] full,scholarship

Top Replied-To
Top Replied-To in Entire Graph:
@jstein_wapo
@mishaglenny
@zimcodd1
@natesilver538
@rahulkanwal
@jamestodaromd
@realdonaldtrump
@uarkjournalism
@sardesairajdeep
@ahmad_noorani

Top Replied-To in G2:
@withmeaa
@adamofthesmiths
@ariz2cali
@riasestito
@newsjean
@kenroth
@ennisnyt
@trbrtc
@bmgrafik
@mrtrevmccarthy

Top Replied-To in G4:
@douglaskmurray
@propublica

Top Replied-To in G5:
@midwesttgs

Top Replied-To in G7:
@uarkjournalism
@arkansascovid

Top Replied-To in G8:
@apoorva_nyc
@highwiretalk
@ryanstruyk
@gld301218

Top Replied-To in G9:
@rahulkanwal
@sardesairajdeep
@indiatoday
@adatewithcocoa
@aranganathan72
@zoo_bear
@aajtak

Top Mentioned
Top Mentioned in Entire Graph:
@narendramodi
@pmoindia
@drrpnishank
@propublica
@abrahml
@meridithkohut
@nytmag
@jornalismodados
@10_5_6_5
@uarkjournalism

Top Mentioned in G1:
@narendramodi
@pmoindia
@drrpnishank

Top Mentioned in G2:
@code4africa
@bellingcat
@who
@drtedros
@uclab_potsdam
@gijn
@tagesspiegel
@flightradar24
@edward_the6

Top Mentioned in G3:
@jornalismodados
@10_5_6_5
@escoladedados
@belisards
@haroldodesouza
@dii_lua
@antena1rio
@sbtonline
@munihin_
@sbtjornalismo

Top Mentioned in G4:
@propublica
@abrahml
@meridithkohut
@nytmag
@thetimes
@journtoolbox
@drdebrasoh
@dangilbot

Top Mentioned in G7:
@uarkjournalism
@arkansascovid
@rwells1961
@maryhennigan_

Top Mentioned in G8:
@apoorva_nyc
@mlevitt_np2013
@fatemperor
@telegraph
@mattmurph24
@vox

Top Mentioned in G9:
@indiatoday
@sardesairajdeep
@anjanaomkashyap
@aajtak
@itsssr
@tweet2rhea
@timesnow
@rahulkanwal
@republic
@arnabofficial7

Top Mentioned in G10:
@njanjaannie
@bd_africa
@columbiajourn
@alykatzz
@chrissychung
@essayolumhense

Top Tweeters
Top Tweeters in Entire Graph:
@mattmurph24
@chidambara09
@_redfrog
@john1966olsen
@chrisbrey1
@indiatoday
@alizardx
@snottiedrippen
@eraser
@guardian

Top Tweeters in G1:
@mdhafiz59473117
@shekhar_q
@mdayaz18265120
@drrpnishank
@sunilsi51471210
@narendramodi
@pmoindia
@ciripuramanupam
@shubhiksha_111
@anubhav12213859

Top Tweeters in G2:
@_redfrog
@npsusa
@nytimes
@dwatchnews
@lordbonkers
@latimes
@konstantinabel3
@nbcnews
@mathewi
@maggienyt

Top Tweeters in G3:
@89nuncamais
@folha
@egty
@daysebarela
@gazetadopovo
@vivianerecife
@herculanofagu
@umbrios
@lucihelenolivei
@angoneto

Top Tweeters in G4:
@new_narrative
@mwhalan
@ken_crichlow
@deathtocrazy
@idreamin4d
@dropoutnation
@xaipe3
@masky_jay_hoody
@realdavidcarter
@thetimes

Top Tweeters in G5:
@muzaffar1969
@williammorgan83
@razarumi
@drunkseorobot
@magdaabufadil
@r4isstatic
@ron_miller
@puntofisso
@semibogan
@researchbuzz

Top Tweeters in G6:
@alizardx
@snottiedrippen
@blogdiva
@notgeauxgabby
@adamantxyves
@itsthebrandi
@lovingshante
@pecanyasmin
@thesarahkelly
@srubenfeld

Top Tweeters in G7:
@sharptusk
@rphawg3150
@ademillo
@dunekacke
@indiviseurekasp
@arexpats
@heathersd2u
@sylviawingfield
@mhignite
@lustigsandi

Top Tweeters in G8:
@mattmurph24
@telegraph
@kaydm49
@mollygalt
@cat25mom
@jcperales
@naomirwolf
@pmevans5
@eddiecoke
@fatemperor

Top Tweeters in G9:
@indiatoday
@timesnow
@aajtak
@republic
@madversity
@bharatvanshi_tw
@digshukladon008
@gaurav512eee
@sardesairajdeep
@lekhachakrborty

Top Tweeters in G10:
@john1966olsen
@billowyussuf89
@macotani
@konemoheavy
@khahu_kani
@bd_africa
@rasamani
@dankurgat
@naisenya
@akardi_jeff


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