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#ddj OR (data journalism) since:2020-05-18 until:2020-05-25 Twitter NodeXL SNA Map and Report for We (experimental version)
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From:
SMRFoundation
Uploaded on:
May 27, 2020
Short Description:
#ddj OR (data journalism) since:2020-05-18 until:2020-05-25 via NodeXL https://bit.ly/36zjBPk
@donwinslow
@sulliview
@zackkanter
@gijn
@ewerickson
@jsquaredftl
@wirepusher
@samches
@indeadline
@datajournalism

Top hashtags:
#ddj
#metoo
#covid19
#dataviz
#data

Description:
Description
The graph represents a network of 7,125 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-05-18 until:2020-05-25", 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 Wednesday, 27 May 2020 at 09:34 UTC.

The tweets in the network were tweeted over the 5-day, 23-hour, 17-minute period from Tuesday, 19 May 2020 at 00:23 UTC to Sunday, 24 May 2020 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 : 7125
Unique Edges : 9020
Edges With Duplicates : 886
Total Edges : 9906
Number of Edge Types : 5
Retweet : 5661
MentionsInRetweet : 2060
Mentions : 1423
Tweet : 325
Replies to : 437
Self-Loops : 342
Reciprocated Vertex Pair Ratio : 0.0105227807007724
Reciprocated Edge Ratio : 0.0208264096599092
Connected Components : 445
Single-Vertex Connected Components : 123
Maximum Vertices in a Connected Component : 5321
Maximum Edges in a Connected Component : 7501
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.70762
Graph Density : 0.000177842134814859
Modularity : 0.807664
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 7,125 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2020-05-18 until:2020-05-25", 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 Wednesday, 27 May 2020 at 09:34 UTC.

The tweets in the network were tweeted over the 5-day, 23-hour, 17-minute period from Tuesday, 19 May 2020 at 00:23 UTC to Sunday, 24 May 2020 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:2020-05-18 until:2020-05-25
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:
[37] http://www.thefunctionalart.com/2020/05/about-that-weird-georgia-chart.html
[33] https://ohws.prospective.ch/public/v1/jobads/a8198da4-0e6f-4dd6-ae44-1f8a198c86dc
[27] https://gijn.org/2020/05/21/data-journalism-top-10-herd-immunity-coronavirus-in-prison-elder-abuse-journalism-rock-stars-layoffs/
[17] https://twitter.com/fayedsouza/status/1262705192165707777
[11] https://gijn.org/2020/05/21/top-10-zhurnalistiki-dannykh-kollektivnyy-immunitet/
[8] https://houstoncommunication.co1.qualtrics.com/jfe/form/SV_5BwkmgzxudnQXDT
[8] https://www.theguardian.com/news/datablog/2013/mar/15/john-snow-cholera-map
[7] https://www.inma.org/blogs/big-data-for-news-publishers/post.cfm/crisis-highlights-need-for-automated-journalism
[7] https://twitter.com/srfdata/status/1263026291575607296
[6] https://blog.datawrapper.de/weekly-chart-generative-line-art/

Top URLs in Tweet in G2:
[1] https://www.nytimes.com/interactive/2020/05/21/climate/songs-about-climate-change.html
[1] https://www.vanityfair.com/news/2020/05/nyt-smith-ronan-farrow-liberal-journalism-goes-to-war
[1] https://www.politico.com/states/florida/story/2020/05/20/as-pence-stands-by-desantis-unleashes-on-former-health-official-1284725

Top URLs in Tweet in G4:
[27] https://gijn.org/2020/05/21/data-journalism-top-10-herd-immunity-coronavirus-in-prison-elder-abuse-journalism-rock-stars-layoffs/
[11] https://gijn.org/2020/05/21/top-10-zhurnalistiki-dannykh-kollektivnyy-immunitet/
[7] https://www.inma.org/blogs/big-data-for-news-publishers/post.cfm/crisis-highlights-need-for-automated-journalism
[5] https://onlinejournalismblog.com/2020/05/18/coronavirus-3-ways-journalists-need-to-get-to-grips-with-uncertainty-during-the-pandemic/
[5] https://www.bbc.co.uk/sounds/play/m000j2s6
[5] https://www.meetup.com/Hacks-Hackers-Birmingham/events/270726298/
[4] https://datajournalism.com/read/longreads/mastering-data-for-better-business-journalism
[4] http://www.ukunderwater.co.uk
[4] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[4] https://twitter.com/dubasfisher/status/1263404504550121472

Top URLs in Tweet in G5:
[3] https://twitter.com/tomphillipsin/status/1263963541024931841?s=19
[3] https://www.nytimes.com/interactive/2020/05/24/us/us-coronavirus-deaths-100000.html?action=click&module=Spotlight&pgtype=Homepage
[2] https://twitter.com/HeyKunz/status/1263963776656855043
[2] https://twitter.com/heykunz/status/1263963776656855043
[1] https://twitter.com/i/web/status/1264688011528323072
[1] https://twitter.com/i/web/status/1263126081835462656
[1] https://twitter.com/i/web/status/1263132763944779778
[1] https://twitter.com/i/web/status/1263147900281946120
[1] https://twitter.com/i/web/status/1263163002578251778
[1] https://twitter.com/i/web/status/1262753396991262726

Top URLs in Tweet in G6:
[1] https://www.axios.com/new-york-times-advertising-792b3cd6-4bdb-47c3-9817-36601211a79d.html
[1] https://twitter.com/jackmirkinson/status/1263459378671296513
[1] http://www.thefunctionalart.com/2020/05/about-that-weird-georgia-chart.html

Top URLs in Tweet in G7:
[1] https://twitter.com/rajeev_mp/status/1244355354562977792

Top URLs in Tweet in G8:
[36] http://www.thefunctionalart.com/2020/05/about-that-weird-georgia-chart.html
[33] https://ohws.prospective.ch/public/v1/jobads/a8198da4-0e6f-4dd6-ae44-1f8a198c86dc
[6] https://blog.datawrapper.de/weekly-chart-generative-line-art/
[4] https://twitter.com/srfdata/status/1263026291575607296
[2] https://twitter.com/lisacrost/status/1259786314339287045
[2] https://scicar.de/files/cfp20de.pdf
[2] https://scicar.de/files/cfp20en.pdf
[1] https://www.searchingcovid19.com/
[1] https://twitter.com/EeDanhi/status/1263449655569981440
[1] https://twitter.com/Stollovo/status/1230911637005242369

Top URLs in Tweet in G9:
[16] https://twitter.com/fayedsouza/status/1262705192165707777

Top URLs in Tweet in G10:
[4] https://digitaleditions.telegraph.co.uk/data/233/reader/reader.html?social
[3] http://efarmnewsar.com/2020-02-26/agtrace-the-software-that-helps-with-food-traceability.html?utm_source=NoticiasDeCampo&utm_medium=twitter
[2] https://twitter.com/mikarv/status/1262439722670002182
[2] https://www.wfla.com/community/health/coronavirus/shes-not-a-data-scientist-desantis-says-fired-doh-employee-was-insubordinate-facing-criminal-charges/
[2] https://soundcloud.com/user-645038514-900581805/close-the-door-wav/https://audiomack.com/song/count-brown/close-the-door-count-brown#audiomack/https://youtu.be/mjRosu8wm1Y/https://youtu.be/hsSo7vpuH9Q
[2] https://tweetedtimes.com/v/2857?s=tnp
[2] https://www.theatlantic.com/health/archive/2020/05/cdc-and-states-are-misreporting-covid-19-test-data-pennsylvania-georgia-texas/611935/
[2] https://www.independent.co.uk/life-style/gadgets-and-tech/news/parallel-universe-time-backwards-reverse-nasa-physics-antarctica-a9526226.html
[2] http://efarmnewsar.com/2020-05-12/bioceres-crop-solutions-reported-a-9-rise-for-the-first-3-months-of-the-year.html
[1] https://www.airr.io/quote/5ec2d92b0124dc6e4c6118db

Top Domains
Top Domains in Tweet in Entire Graph:
[262] twitter.com
[39] gijn.org
[37] thefunctionalart.com
[34] prospective.ch
[30] co.uk
[21] datacenterfrontier.com
[16] medium.com
[16] theguardian.com
[15] verigazeteciligi.com
[13] pulitzercenter.org

Top Domains in Tweet in G2:
[1] nytimes.com
[1] vanityfair.com
[1] politico.com

Top Domains in Tweet in G4:
[39] gijn.org
[16] twitter.com
[13] co.uk
[10] datajournalism.com
[10] ac.uk
[7] inma.org
[5] medium.com
[5] onlinejournalismblog.com
[5] meetup.com
[2] github.com

Top Domains in Tweet in G5:
[127] twitter.com
[3] nytimes.com
[2] com.br
[1] ponte.org
[1] google.com
[1] washingtonpost.com

Top Domains in Tweet in G6:
[1] axios.com
[1] twitter.com
[1] thefunctionalart.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[36] thefunctionalart.com
[34] prospective.ch
[15] twitter.com
[6] datawrapper.de
[5] scicar.de
[1] searchingcovid19.com
[1] datafest.ge
[1] gabriellemerite.com
[1] dropbox.com
[1] studioterp.nl

Top Domains in Tweet in G9:
[16] twitter.com

Top Domains in Tweet in G10:
[31] twitter.com
[7] co.uk
[7] efarmnewsar.com
[4] instagram.com
[4] theguardian.com
[3] youtube.com
[3] medium.com
[3] nytimes.com
[3] soundcloud.com
[3] 23degrees.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[746] ddj
[556] metoo
[294] covid19
[135] dataviz
[86] data
[85] datafest
[82] infographics
[73] datavisualization
[71] datafesttbilisi
[68] coronavirus



Top Hashtags in Tweet in G2:
[545] metoo

Top Hashtags in Tweet in G4:
[110] ddj
[47] covid19
[23] data
[17] datajournalism
[16] deepfakes
[16] verification
[14] icijdatashare
[12] journalism
[7] startup
[7] startups

Top Hashtags in Tweet in G5:
[373] ddj
[4] covid19
[2] jornalismodedados
[1] arb
[1] ddjbr
[1] dados
[1] covid_19
[1] dataviz
[1] opendata

Top Hashtags in Tweet in G6:
[2] metoo
[1] dataviz
[1] infographics
[1] ddj

Top Hashtags in Tweet in G7:
[175] covid19
[1] mannkibaat

Top Hashtags in Tweet in G8:
[145] ddj
[85] datafest
[71] datavisualization
[71] datafesttbilisi
[61] dataviz
[41] infographics
[8] scicar20
[5] opendata
[4] corona
[3] datajournalism

Top Hashtags in Tweet in G10:
[17] ddj
[14] journalism
[13] data
[5] pioneerdj
[4] djlife
[4] dj
[4] djlifestyle
[3] privacy
[3] seratodj
[3] music

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[2673] fact
[2673] more
[2673] stories
[2673] re
[2673] opening
[2673] president
[2673] united
[2673] states
[2673] multiple
[2673] republican

Top Words in Tweet in G2:
[576] data
[545] #metoo
[544] people
[543] struck
[543] thoroughly
[543] male
[543] contretemps
[543] especially
[543] given
[543] subject

Top Words in Tweet in G3:
[788] data
[399] geography
[396] fired
[395] journalism
[395] communication
[395] rondesantisfl
[394] health
[393] scientist
[393] somebody
[393] degree

Top Words in Tweet in G4:
[204] #ddj
[171] data
[118] journalism
[88] 10
[69] top
[68] journalists
[50] #covid19
[46] #datajournalism
[41] free
[41] gijn

Top Words in Tweet in G5:
[386] em
[377] #ddj
[371] dou
[128] jornalismodados
[124] jornalismo
[124] dados
[47] brasil
[41] patocorporation
[41] fórmula
[41] manjada

Top Words in Tweet in G6:
[193] data
[190] journalism
[186] tech
[185] wow
[185] adtech
[185] giant
[185] nyt
[185] 800m
[185] arr
[185] 6b

Top Words in Tweet in G7:
[362] data
[350] graphs
[182] journalism
[180] pandemic
[177] india
[175] reminder
[175] bullshit
[175] pedalled
[175] shape
[175] mid

Top Words in Tweet in G8:
[222] #ddj
[101] data
[92] #datafest
[87] datafesttbilisi
[80] #dataviz
[79] #datavisualization
[78] #datafesttbilisi
[67] 100
[66] 70
[56] #infographics

Top Words in Tweet in G9:
[215] australian
[168] data
[168] journalism
[108] nepali
[108] nepalis
[107] known
[107] one
[107] personally
[107] life
[107] messaged

Top Words in Tweet in G10:
[110] journalism
[101] data
[17] #ddj
[16] good
[14] #journalism
[13] #data
[11] more
[11] media
[10] see
[9] news

Top Word Pairs
Top Word Pairs in Tweet in G2:
[2673] struck,thoroughly
[2673] thoroughly,male
[2673] male,contretemps
[2673] contretemps,especially
[2673] especially,given
[2673] given,#metoo
[2673] #metoo,subject
[2673] subject,matter
[2673] matter,heart
[2673] heart,one

Top Word Pairs in Tweet in G3:
[543] data,scientist
[543] scientist,somebody
[543] somebody,degree
[543] degree,journalism
[543] journalism,communication
[543] communication,geography
[543] geography,rondesantisfl
[543] rondesantisfl,fired
[543] fired,health
[543] health,official

Top Word Pairs in Tweet in G4:
[393] 10,#ddj
[393] top,10
[393] data,journalism
[393] #datajournalism,#ddj
[393] use,data
[393] learn,use
[392] machine,learning
[392] herd,immunity
[392] journalism,wondering
[392] wondering,start

Top Word Pairs in Tweet in G5:
[70] dou,em
[69] em,#ddj
[66] #ddj,jornalismodados
[27] jornalismodados,dou
[23] jornalismo,dados
[20] patocorporation,fórmula
[20] fórmula,manjada
[19] manjada,cnn
[18] cnn,brasil
[18] brasil,igualar

Top Word Pairs in Tweet in G6:
[369] wow,adtech
[369] adtech,giant
[128] giant,nyt
[128] nyt,800m
[65] 800m,arr
[41] arr,6b
[41] 6b,valuation
[41] valuation,begin
[41] begin,selling
[41] selling,user

Top Word Pairs in Tweet in G7:
[185] reminder,bullshit
[185] bullshit,pedalled
[185] pedalled,shape
[185] shape,graphs
[185] graphs,mid
[185] mid,stages
[185] stages,#covid19
[185] #covid19,pandemic
[185] pandemic,india
[185] india,data

Top Word Pairs in Tweet in G8:
[175] #datafesttbilisi,#ddj
[175] datafesttbilisi,#datafest
[175] #datafest,#datafesttbilisi
[175] #ddj,#datavisualization
[175] 70,100
[175] #infographics,#ddj
[175] #dataviz,#infographics
[175] weird,georgia
[175] georgia,chart
[175] chart,#dataviz

Top Word Pairs in Tweet in G9:
[77] data,journalism
[75] known,one
[75] one,nepali
[75] nepali,personally
[66] personally,life
[56] life,messaged
[52] messaged,fb
[36] fb,ask
[36] ask,opinion
[36] opinion,india

Top Word Pairs in Tweet in G10:
[108] data,journalism
[107] good,journalism
[107] data,scientist
[107] investigative,journalism
[107] young,beginning
[107] beginning,see
[107] see,true
[107] true,value
[107] value,bbc
[107] bbc,good

Top Replied-To
Top Replied-To in Entire Graph:
@amabhungane
@fingalols
@kanmyexcellent
@joshgnosis
@fayedsouza
@johncardillo
@realdonaldtrump
@jimwaterson
@shekhargupta
@bbcnews

Top Replied-To in G2:
@team_harbaugh
@soledadobrien

Top Replied-To in G3:
@taylorcaffery

Top Replied-To in G4:
@xhgmattia
@datajournalism
@petesherlock79
@susanchira
@maxcroser
@charliebeckett
@fivethirtyeight
@j_cd_t
@shmagun
@hsienk

Top Replied-To in G6:
@pavelow_pr

Top Replied-To in G7:
@shekhargupta
@rupasubramanya
@vidyakrishnan

Top Replied-To in G8:
@datafesttbilisi

Top Replied-To in G9:
@gappistanradio

Top Mentioned
Top Mentioned in Entire Graph:
@rondesantisfl
@datafesttbilisi
@jornalismodados
@gijn
@theaag
@simonelandon
@bobby_l33
@tahtone
@patocorporation
@highcountrynews

Top Mentioned in G2:
@kendrawrites
@soledadobrien

Top Mentioned in G3:
@rondesantisfl
@whitehouse

Top Mentioned in G4:
@gijn
@datajournalism
@googlenewsinit
@tomvandeweghe
@samgregory
@fivethirtyeight
@jburnmurdoch
@theeconomist
@sophiewarnes
@charliebeckett

Top Mentioned in G5:
@jornalismodados
@patocorporation
@escoladedados
@metropoles
@sbtonline
@o_antagonista
@veramagalhaes
@suzanabarbosa
@oigorodrigues
@jairbolsonaro

Top Mentioned in G6:
@philnotes2017
@zackkanter

Top Mentioned in G7:
@shekhargupta
@nit_set
@d_s_thakur

Top Mentioned in G8:
@datafesttbilisi
@schemadesign
@googlenewsinit
@albertocairo
@rki_de
@schmdjhnnsn
@datawrapper
@srfdata
@swrdata
@ddj_bw

Top Tweeters
Top Tweeters in Entire Graph:
@cloudwanderer3
@mattmurph24
@kat4obama
@ez4u2say_janis
@wrikent3500
@cherokeesher2
@manmet80
@pavan_sethi
@miltonespinozaf
@aaroncuddeback

Top Tweeters in G1:
@kat4obama
@ez4u2say_janis
@cherokeesher2
@manmet80
@yarosisnancy
@homegypsy
@kenkircher1
@kak089
@netminnow
@politicalbee

Top Tweeters in G2:
@wrikent3500
@vedehimajumdar
@_silversmith
@purplegarter1
@fight4freedom72
@radlein
@wise_diva
@amyayers16
@estarianne
@cotey_mary

Top Tweeters in G3:
@miltonespinozaf
@patriot_girl_tx
@inittowinit007
@dcexaminer
@izzysroses
@oldsalz
@desdeflorida
@purpledalmation
@gopclammer
@samvalley

Top Tweeters in G4:
@mr_spock
@nytimes
@corriere
@donaldndoro
@justbementalist
@ft
@ap
@vrtnws
@robertcaruso
@charlesarthur

Top Tweeters in G5:
@luthordefense
@lucrjviola
@folha
@carlatoscan
@jlfleite
@estadao
@jovempannews
@mau10
@eurobo36
@thegoidengirl

Top Tweeters in G6:
@dropoutnation
@mackette52
@aparanjape
@ayirpelle
@up_viking
@seanchai313
@desiprocess
@tinucherian
@xchixm
@indeadline

Top Tweeters in G7:
@pavan_sethi
@aaplogical
@nikhil_p_b
@lalitpagal
@sarahtitus0306
@aadharscam
@ineeshadvs
@juneymb
@kabirazad2017
@grumpeoldman

Top Tweeters in G8:
@iinderz
@srfnews
@fullnam35087976
@briantrice
@nggalai
@brodiegal
@albertocairo
@pornhub
@map_maker
@chabis_ch

Top Tweeters in G9:
@samir_patil
@rajivnayan7
@gurujeegayabh
@truthspeakstuff
@tejay29
@0807ankit
@ajeetj_20
@viivekanand
@sanjaymshra
@bittu_pal1981

Top Tweeters in G10:
@amyharlib
@blamebiggovt
@catfitz
@globalnational
@journalismjobs
@dd_nana_
@todaycourses
@nebuiosity
@riley1999
@raythegrouch


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