datajournalism, Twitter, 11/14/2019 12:01:44 AM, 216361


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datajournalism_2019-11-13_06-04-50.xlsx
datajournalism_2019-11-13_06-04-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/350nDyg
@gijn
@datajournalism
@alastairotter
@haddadme
@icijorg
@laurajgrant
@glenkcampbell
@e2d3org
@datatheism
@aijc_conference

Top hashtags:
#datajournalism
#ddj
#data
#dataviz
#startup
#startups
#hyperloop
#investing

Description:
Description
The graph represents a network of 870 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 November 2019 at 14:05 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 10-minute period from Monday, 28 October 2019 at 01:37 UTC to Monday, 11 November 2019 at 00:48 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 : 870
Unique Edges : 1192
Edges With Duplicates : 385
Total Edges : 1577
Number of Edge Types : 3
Mentions : 1399
Replies to : 32
Tweet : 146
Self-Loops : 146
Reciprocated Vertex Pair Ratio : 0.0310402684563758
Reciprocated Edge Ratio : 0.0602115541090317
Connected Components : 99
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 357
Maximum Edges in a Connected Component : 887
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.959589
Graph Density : 0.00162559686784916
Modularity : 0.693974
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 870 Twitter users whose tweets in the requested range contained "datajournalism", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 13 November 2019 at 14:05 UTC.

The requested start date was Monday, 11 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 23-hour, 10-minute period from Monday, 28 October 2019 at 01:37 UTC to Monday, 11 November 2019 at 00:48 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 : datajournalism
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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[10] https://datajournalism.com/read/newsletters/following-the-money
[10] https://datajournalism.tools
[6] https://gijn.org/2019/11/07/gijns-data-journalism-top-10-visualizing-philosophy-el-salvadors-violence-the-uks-john-bercow-mexican-bikes-and-russian-data/
[6] https://www.agi.it/search/?keyword=kpi6&sortField=pubdate&utm_content=96327591&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[6] https://datajournalism.com/watch/fundamental-search-for-journalists
[6] https://newsinitiative.withgoogle.com/training/
[6] http://learno.net/courses
[6] https://mediahelpingmedia.org
[5] https://www.bikeitalia.it/2019/11/07/la-mappa-degli-incidenti-stradali-di-bologna/

Top URLs in Tweet in G1:
[7] https://datajournalism.com/read/newsletters/following-the-money
[6] https://gijn.org/2019/11/07/gijns-data-journalism-top-10-visualizing-philosophy-el-salvadors-violence-the-uks-john-bercow-mexican-bikes-and-russian-data/
[4] https://datajournalism.com/watch/fundamental-search-for-journalists
[2] https://datajournalism.com/read/longreads/data-journalism-a-guide-for-editors
[2] https://sdelano.media/longs/datajournalism/
[2] https://gijn.org/2019/10/31/gijns-data-journalism-top-10-dealing-brexit-following-the-money-swiss-greens-and-a-kyrgyz-park-scam/
[1] https://t.co/SmJQ2vauv4
[1] https://twitter.com/i/web/status/1189961637836378112
[1] https://twitter.com/i/web/status/1190087320151695360
[1] https://twitter.com/i/web/status/1193545105128460295

Top URLs in Tweet in G2:
[1] https://www.thestar.com/news/investigations/lead-in-water.html?utm_source=Twitter&utm_medium=SocialMedia&utm_campaign=1000am&utm_campaign_id=Investigations&utm_content=lead-in-water
[1] https://threadreaderapp.com/thread/1191378107619577857.html
[1] https://www.thestar.com/news/investigations/lead-in-water.html
[1] https://projects.thestar.com/lead-in-water/

Top URLs in Tweet in G3:
[1] http://www.rai.it/programmi/report/news/2019/10/finanziamento-comuni-71fc4048-56c1-4a0b-a3fc-61aab3e31db7.html
[1] https://twitter.com/reportrai3/status/1191311484355272704

Top URLs in Tweet in G4:
[1] https://twitter.com/saniaazizr/status/1192310919356993536
[1] https://twitter.com/i/web/status/1190101165670842368
[1] https://icij.gitbook.io/datashare/all/search-with-operators
[1] https://datashare.icij.org/?utm_content=buffer36696&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://twitter.com/i/web/status/1188998976848257024

Top URLs in Tweet in G5:
[4] https://institute.aljazeera.net/sites/default/files/2019/Data%20Journalism%20En%20-%20Web.pdf
[1] https://twitter.com/i/web/status/1189580734694072320
[1] https://twitter.com/i/web/status/1188770911316594688
[1] https://twitter.com/i/web/status/1189174339373031424
[1] https://twitter.com/i/web/status/1188724192570728449
[1] https://twitter.com/i/web/status/1188748523237457920
[1] https://twitter.com/i/web/status/1189099380466442240
[1] https://twitter.com/i/web/status/1189078347126575104

Top URLs in Tweet in G6:
[3] https://www.nytimes.com/interactive/2019/11/02/us/politics/trump-twitter-disinformation.html
[2] https://datajournalism.com/read/longreads/putting-data-back-into-context
[1] https://twitter.com/i/web/status/1188745609035030528
[1] https://www.aljazeera.com/datajournalism
[1] https://twitter.com/Edu_FdP/status/1188725823513214976
[1] https://twitter.com/i/web/status/1188910562207399936
[1] https://sdelano.media/longs/datajournalism
[1] https://twitter.com/i/web/status/1189467291836145664
[1] https://twitter.com/i/web/status/1190030699732066304
[1] http://news.kbs.co.kr/news/view.do?ncd=4315120

Top URLs in Tweet in G7:
[11] https://medium.com/datadriveninvestor/are-hyperloops-good-investment-32281ebc58ae
[6] https://www.agi.it/search/?keyword=kpi6&sortField=pubdate&utm_content=96327591&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[4] https://www.brand-news.it/player/agenzie/kpi6-presenta-la-nuova-vision-dedicata-alla-consumer-intelligence-con-un-evento-a-milano/?utm_content=105174628&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[2] https://www.agi.it/politica/twitter_elezioni_carta_identita_marattin-6463046/news/2019-11-01/?utm_content=104749344&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[1] https://twitter.com/i/web/status/1189503284408737794
[1] https://www.agi.it/cronaca/arcelormittal_balotelli_salvini_twitter-6508572/news/2019-11-07/?utm_content=105298821&utm_medium=social&utm_source=twitter&hss_channel=tw-1707233839
[1] https://twitter.com/i/web/status/1193472762091843585
[1] https://twitter.com/i/web/status/1193422325288505345
[1] https://twitter.com/i/web/status/1189035339949793281
[1] https://twitter.com/i/web/status/1189309018319265793

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1193574526354939906
[1] https://medium.com/nightingale/power-to-the-powerless-an-interview-with-mona-chalabi-39d73647d80a

Top URLs in Tweet in G9:
[2] https://www.truenumbers.it/stipendio-dei-vigili-del-fuoco/
[1] https://www.truenumbers.it/ilva-taranto/
[1] https://twitter.com/i/web/status/1188731885943439360
[1] https://twitter.com/i/web/status/1188862582469332996
[1] https://www.truenumbers.it/rifugiati-in-germania/
[1] https://www.truenumbers.it/reati-di-corruzione/
[1] https://twitter.com/i/web/status/1189471660962959360
[1] https://twitter.com/i/web/status/1189498655805526016
[1] https://twitter.com/i/web/status/1189539244504694795
[1] https://www.truenumbers.it/finanziamenti-bandi-start-up/

Top URLs in Tweet in G10:
[1] https://datajournalism.com/
[1] https://datajournalism.com/read/handbook/two/investigating-data-platforms-and-algorithms/the-algorithms-beat-angles-and-methods-for-investigation

Top Domains
Top Domains in Tweet in Entire Graph:
[105] twitter.com
[42] datajournalism.com
[17] medium.com
[17] truenumbers.it
[10] gijn.org
[10] datajournalism.tools
[9] agi.it
[6] withgoogle.com
[6] learno.net
[6] mediahelpingmedia.org

Top Domains in Tweet in G1:
[19] twitter.com
[19] datajournalism.com
[9] gijn.org
[2] sdelano.media
[1] t.co
[1] icfj.org
[1] google.com
[1] exposure.co
[1] firstdraftnews.org
[1] verigazeteciligi.com

Top Domains in Tweet in G2:
[3] thestar.com
[1] threadreaderapp.com

Top Domains in Tweet in G3:
[1] rai.it
[1] twitter.com

Top Domains in Tweet in G4:
[3] twitter.com
[1] gitbook.io
[1] icij.org

Top Domains in Tweet in G5:
[7] twitter.com
[4] aljazeera.net

Top Domains in Tweet in G6:
[13] twitter.com
[6] datajournalism.com
[5] medium.com
[4] nytimes.com
[3] datawrapper.de
[1] aljazeera.com
[1] sdelano.media
[1] co.kr
[1] openpolis.it
[1] facebook.com

Top Domains in Tweet in G7:
[11] medium.com
[9] agi.it
[9] twitter.com
[4] brand-news.it

Top Domains in Tweet in G8:
[1] twitter.com
[1] medium.com

Top Domains in Tweet in G9:
[17] truenumbers.it
[11] twitter.com

Top Domains in Tweet in G10:
[2] datajournalism.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[389] datajournalism
[78] ddj
[64] data
[46] dataviz
[42] startup
[36] startups
[36] hyperloop
[36] investing
[34] report
[27] opensource



Top Hashtags in Tweet in G1:
[33] ddj
[33] datajournalism
[19] data
[6] verification
[5] visualisation
[5] geo
[5] mapping
[5] conversationswithdata
[4] russia
[3] climate

Top Hashtags in Tweet in G2:
[73] datajournalism
[4] taintedh2o

Top Hashtags in Tweet in G3:
[34] report
[12] datajournalism
[2] serviziopubblico
[2] italia
[1] pa
[1] zeroalsud
[1] sapevatelo
[1] federalismofiscale

Top Hashtags in Tweet in G4:
[25] icijdatashare
[15] datajournalism
[11] brexit
[1] abriendodatospanamá
[1] periodismodedatos
[1] ddj

Top Hashtags in Tweet in G5:
[44] datajournalism
[24] aijc19
[6] easterncape
[5] vjoy2019
[4] statecapture
[4] kenya
[3] ddj
[3] crimestats
[2] data
[1] awardwinning

Top Hashtags in Tweet in G6:
[31] datajournalism
[3] dataviz
[3] towardsdatascience
[2] datavisualization
[2] jrn3100
[2] perugia
[2] serieb
[2] seriebkt
[2] stadiumreporter
[2] statistician

Top Hashtags in Tweet in G7:
[41] startup
[36] data
[36] startups
[36] hyperloop
[36] investing
[22] e2d3
[22] excel
[22] dataviz
[22] d3js
[22] github

Top Hashtags in Tweet in G8:
[1] datajournalism

Top Hashtags in Tweet in G9:
[19] datajournalism
[17] truenumbers
[4] italia
[4] 4novembre
[3] europa
[3] germania
[3] corruzione
[3] lavoro
[3] mazzetta
[3] 6novembre

Top Words
Top Words in Tweet in Entire Graph:
[772] Words in Sentiment List#1: Positive
[214] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[19918] Non-categorized Words
[20904] Total Words
[458] ð
[388] #datajournalism
[357] à
[217] data
[204] ñ

Top Words in Tweet in G1:
[458] ð
[341] à
[204] ñ
[163] datajournalism
[128] gijn
[86] questions
[83] data
[76] editing
[64] journalists
[51] search

Top Words in Tweet in G2:
[73] #datajournalism
[73] lead
[72] â
[72] flints
[72] right
[72] country
[72] wide
[72] investigation
[72] shows
[72] unacceptably

Top Words in Tweet in G3:
[40] reportrai3
[34] openpolis
[34] #report
[33] dati
[33] e
[33] comuni
[33] italiani
[32] miseria
[32] nobilitã
[32] dei

Top Words in Tweet in G4:
[50] operators
[33] icijorg
[26] more
[25] make
[25] precise
[25] using
[25] #icijdatashare
[25] here
[25] use
[21] search

Top Words in Tweet in G5:
[44] #datajournalism
[24] #aijc19
[20] haddadme
[14] samip_mdif
[14] data
[13] ajenews
[12] stories
[12] ajlabs
[10] story
[9] attending

Top Words in Tweet in G6:
[31] #datajournalism
[11] data
[9] di
[7] e
[4] per
[4] journalism
[4] s
[3] one
[3] google
[3] #dataviz

Top Words in Tweet in G7:
[41] #startup
[37] data
[36] #data
[36] hyperloops
[36] good
[36] investment
[36] driven
[36] investor
[36] medium
[36] pensignal

Top Words in Tweet in G8:
[18] monachalabi
[18] interview
[17] super
[17] excited
[17] share
[17] one
[17] important
[17] practitioners
[17] dataviz
[17] today

Top Words in Tweet in G9:
[31] di
[18] #datajournalism
[17] #truenumbers
[17] il
[12] truenumberstw
[11] e
[10] sono
[8] per
[7] gli
[7] che

Top Words in Tweet in G10:
[2] ossia
[2] rogerafcollier
[2] freecodecamp
[2] mpjme
[2] techsith1
[2] traversymedia
[2] codenewbies
[2] saronyitbarek
[2] wesbos
[2] ottawa_js

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[321] à,à
[254] ð,ð
[112] ñ,ð
[101] ð,ñ
[83] flints,right
[83] country,wide
[83] wide,#datajournalism
[83] investigation,shows
[82] â,œwe
[82] œwe,flints

Top Word Pairs in Tweet in G1:
[309] à,à
[254] ð,ð
[112] ñ,ð
[101] ð,ñ
[51] ñ,ñ
[43] questions,editor
[43] editor,ask
[43] ask,editing
[43] editing,datajournalism
[43] datajournalism,data

Top Word Pairs in Tweet in G2:
[72] flints,right
[72] country,wide
[72] wide,#datajournalism
[72] #datajournalism,investigation
[72] investigation,shows
[72] shows,unacceptably
[72] unacceptably,high
[72] high,lead
[72] lead,levels
[71] â,œwe

Top Word Pairs in Tweet in G3:
[33] comuni,italiani
[32] miseria,e
[32] e,nobilitã
[32] nobilitã,dei
[32] dei,comuni
[32] italiani,#report
[32] #report,collaborazione
[32] collaborazione,openpolis
[32] openpolis,presenta
[32] presenta,dati

Top Word Pairs in Tweet in G4:
[25] more,precise
[25] precise,using
[25] using,operators
[25] here,operators
[25] operators,use
[23] icijorg,make
[21] make,search
[21] search,more
[21] operators,#icijdatashare
[21] #icijdatashare,here

Top Word Pairs in Tweet in G5:
[11] haddadme,ajenews
[8] ajenews,ajlabs
[7] samip_mdif,haddadme
[6] winner,#datajournalism
[6] using,#datajournalism
[5] ajenews,used
[5] used,#datajournalism
[5] lots,exciting
[5] exciting,#datajournalism
[5] #datajournalism,stories

Top Word Pairs in Tweet in G6:
[4] data,journalism
[3] #towardsdatascience,#datajournalism
[2] #datajournalism,#dataviz
[2] di,#datajournalism
[2] first,piece
[2] piece,#datajournalism
[2] #datajournalism,seven
[2] seven,10
[2] 10,largest
[2] largest,labour

Top Word Pairs in Tweet in G7:
[36] hyperloops,good
[36] good,investment
[36] investment,data
[36] data,driven
[36] driven,investor
[36] investor,medium
[36] medium,pensignal
[36] pensignal,#startup
[36] #startup,#startups
[36] #startups,#hyperloop

Top Word Pairs in Tweet in G8:
[17] super,excited
[17] excited,share
[17] share,interview
[17] interview,monachalabi
[17] monachalabi,one
[17] one,important
[17] important,practitioners
[17] practitioners,dataviz
[17] dataviz,today
[16] datavizsociety,super

Top Word Pairs in Tweet in G9:
[15] #datajournalism,#truenumbers
[5] solo,nel
[4] 3,anni
[4] milioni,di
[3] miliardi,di
[3] #corruzione,il
[3] il,posto
[3] posto,di
[3] di,#lavoro
[3] #lavoro,è

Top Word Pairs in Tweet in G10:
[2] ossia,rogerafcollier
[2] rogerafcollier,freecodecamp
[2] freecodecamp,mpjme
[2] mpjme,techsith1
[2] techsith1,traversymedia
[2] traversymedia,codenewbies
[2] codenewbies,saronyitbarek
[2] saronyitbarek,wesbos
[2] wesbos,ottawa_js

Top Replied-To
Top Replied-To in Entire Graph:
@aidilarazak
@datajournalism
@haddadme
@davidbflower
@gijn
@landconflicts
@spcrucianelli
@easyinve
@thitiluang
@mirkolorenz

Top Replied-To in G1:
@datajournalism
@datatheism
@landconflicts
@gijn
@sourcefabric

Top Replied-To in G2:
@esccrowns

Top Replied-To in G4:
@spcrucianelli

Top Replied-To in G5:
@haddadme
@dailynation
@viewfinderjourn
@adriaanbasson

Top Replied-To in G8:
@davidbflower

Top Replied-To in G9:
@tinder

Top Replied-To in G10:
@ossia

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@gijn
@torontostar
@reportrai3
@pensignal
@icijorg
@openpolis
@opensemsearch
@monachalabi
@rodolfoviana

Top Mentioned in G1:
@datajournalism
@gijn
@mrvincentryan
@google
@datatheism
@jerryvermanen
@paulbradshaw
@paldhous
@gijnru
@novaya_gazeta

Top Mentioned in G2:
@torontostar
@starvancouver

Top Mentioned in G3:
@reportrai3
@openpolis
@raitre
@davelsign
@memeesposito
@manuelebonak
@elisamarincol
@stefanocoletta2
@artventuno

Top Mentioned in G4:
@icijorg
@gijn
@icfj
@nuevanacion
@alfonsoagp
@usembpan
@meeddubai
@diegocesar_pan
@spcrucianelli
@bcujournalism

Top Mentioned in G5:
@haddadme
@samip_mdif
@ajenews
@ajlabs
@dorothyotieno
@thenation
@astrosibs
@clearlykath
@johnallannamu
@afuncensored

Top Mentioned in G6:

Top Mentioned in G7:
@pensignal
@e2d3org
@chrisoldcorn
@kpi6com
@agenzia_italia
@massimofellini
@chidambara09
@hashtageventi
@gijn
@datajournalism

Top Mentioned in G8:
@monachalabi
@datavizsociety
@sophiewarnes
@datastories
@datakater
@curiouslemur
@elijah_meeks

Top Mentioned in G9:
@truenumberstw
@alitalia
@emergenzavvf
@arcelormittalit
@donatella_tesei
@lego_group
@starwars
@starwarsit

Top Mentioned in G10:
@rogerafcollier
@freecodecamp
@mpjme
@techsith1
@traversymedia
@codenewbies
@saronyitbarek
@wesbos
@ottawa_js
@ellecer

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@startupsbot
@marino29b
@chidambara09
@repubblica
@threadreaderapp
@huffpost
@santchiweb
@markplackett1
@dailynation

Top Tweeters in G1:
@dwatchnews
@ndorokakung
@theeconomist
@google
@bbbcccnnn
@margymaclibrary
@24heuresch
@ofilipequintans
@novaya_gazeta
@fangelico

Top Tweeters in G2:
@threadreaderapp
@meeksvs
@dawnroseturner
@sschinke
@torontostar
@geoffypjohnston
@dmrider
@avildsen
@rcileaksorg
@michaelcozens

Top Tweeters in G3:
@marino29b
@vivodisogniebas
@signoraldo
@giuliog
@folucar
@gia___p
@angela23763271
@claudiozavatti1
@lgiova66
@raitre

Top Tweeters in G4:
@santchiweb
@markplackett1
@omelettedepoulp
@sitahyderabadi
@teiram67
@jedgarren
@yuvi_nation
@2ndleprechaun
@danjcass
@writingfactory

Top Tweeters in G5:
@dailynation
@mwangp01
@ajenews
@thenation
@luca
@siyafrica
@kassnaidoo
@bilalr
@samsoleza
@tcmallinson

Top Tweeters in G6:
@gamergeeknews
@gadflyquebec
@estate4
@tecnoetica
@coberdigital
@karda70
@frankformisano
@oscar_ray
@substockman
@domenicopennone

Top Tweeters in G7:
@startupsbot
@chidambara09
@startzai
@agenzia_italia
@thecuriousluke
@justbementalist
@chrisoldcorn
@scalarhumanity
@e_nterdiscipl
@markj_ohnson

Top Tweeters in G8:
@davidbflower
@indeadline
@becomingdatasci
@sophiewarnes
@daniellealberti
@paulblaser
@elijah_meeks
@sjmustafa
@monachalabi
@cgenialparis

Top Tweeters in G9:
@rog_2
@es1670
@alchiari
@alitalia
@elygabrysabry1
@1whistleblowers
@couponofferte
@mattiasavoia
@lego_group
@starwars

Top Tweeters in G10:
@wesbos
@codenewbies
@macdonst
@serginator_rt
@saronyitbarek
@freecodecamp
@mongodb
@mpjme
@ossia
@learncodewithme


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