datajournalism, Twitter, 9/9/2019 2:06:55 AM, 209136


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datajournalism_2019-09-08_19-01-57.xlsx
datajournalism_2019-09-08_19-01-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 09, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/2PYpocD
@datajournalism
@icijorg
@datastoriespk1
@zahratunda
@majdulinhasan
@gijn
@pinardag
@eromoselejohna
@femtech_
@googlenewsinit

Top hashtags:
#datajournalism
#ddj
#dataviz
#data
#icijdatashare
#wildlifetrafficking
#vg

Description:
Description
The graph represents a network of 578 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 Monday, 09 September 2019 at 02:02 UTC.

The requested start date was Monday, 09 September 2019 at 00:01 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, 22-hour, 16-minute period from Monday, 26 August 2019 at 00:09 UTC to Sunday, 08 September 2019 at 22:26 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 : 578
Unique Edges : 830
Edges With Duplicates : 267
Total Edges : 1097
Number of Edge Types : 3
Mentions : 947
Tweet : 130
Replies to : 20
Self-Loops : 130
Reciprocated Vertex Pair Ratio : 0.0443349753694581
Reciprocated Edge Ratio : 0.0849056603773585
Connected Components : 81
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 290
Maximum Edges in a Connected Component : 679
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.754246
Graph Density : 0.00254268289026284
Modularity : 0.684713
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[22] https://datajournalism.com/read/newsletters/learn-to-code-like-a-journalist
[15] https://datajournalism.com/read/longreads/data-in-the-air
[12] https://twitter.com/datajournalism/status/1165464775779745792
[6] https://www.agi.it/data-journalism/tempo_perso_traffico-6074418/news/2019-08-26/
[5] https://datajournalism.com/read/longreads/hard-data-and-soft-statistics-a-guide-to-critical-reporting
[3] https://solomonmag.com/the-visuals/mia-apotiposi-ton-pirkagion-pou-ekapsan-ta-dasi-tis-eladas-2000-2018/
[3] https://defyhatenow.org/south-sudan-fake-news/
[3] https://fivethirtyeight.com/?post_type=fte_features&p=217908&ex_cid=story-twitter
[2] https://refind.com/znmeb?hh=true#ddj
[2] https://ijnet.org/en/story/7-essential-data-journalism-tools-investigative-reporters

Top URLs in Tweet in G1:
[14] https://datajournalism.com/read/newsletters/learn-to-code-like-a-journalist
[4] https://datajournalism.com/read/longreads/hard-data-and-soft-statistics-a-guide-to-critical-reporting
[4] https://datajournalism.com/read/longreads/data-in-the-air
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] http://www.verigazeteciligi.com/veri-gazeteciligi-el-kitabi-1-giris-veri-gazeteciligi-nedir/
[1] https://twitter.com/i/web/status/1165907813228396545
[1] https://twitter.com/i/web/status/1166162732183277569
[1] https://datajournalism.com/read/handbook/two/assembling-data/alternative-data-practices-in-china
[1] https://twitter.com/i/web/status/1164140165683531776
[1] https://forms.gle/qQvSF3xodQWGgHyA8

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1167663312802373633
[1] https://twitter.com/i/web/status/1166213757862916096
[1] https://twitter.com/i/web/status/1166472944069033987
[1] https://twitter.com/i/web/status/1166545979396513792
[1] https://twitter.com/i/web/status/1167588591750537219
[1] https://datashare.icij.org/?utm_content=buffer36696&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter
[1] https://www.icij.org/blog/2019/02/datashare-help-test-and-improve-our-latest-journalism-tool/?utm_content=buffer95eca&utm_medium=social&utm_source=twitter.com&utm_campaign=Buffer+-+Twitter&utm_content=1567102361
[1] https://twitter.com/i/web/status/1167225446599135232
[1] https://datashare.icij.org
[1] https://twitter.com/i/web/status/1167692998043418624

Top URLs in Tweet in G3:
[12] https://twitter.com/datajournalism/status/1165464775779745792
[8] https://datajournalism.com/read/longreads/data-in-the-air
[2] http://www.verigazeteciligi.com/dunyanin-zorlu-bolgelerinde-yurutulen-veri-gazeteciligi-egitimleri-datajournalism-internews-org/
[2] https://datavizcatalogue.com/TR/yontemleri/hedef_grafigi.html
[2] http://www.verigazeteciligi.com/propublicadan-collaborative-data-journalism-rehberi/
[2] https://punchup.world/
[1] https://twitter.com/datajournalism/status/1167375393575206913
[1] https://gijn.org/2019/09/03/unicorns-and-superpowers-lessons-from-data-journalism-in-portugal/
[1] https://twitter.com/i/web/status/1165217440776839168
[1] https://twitter.com/i/web/status/1154324964486651905

Top URLs in Tweet in G4:
[2] https://twitter.com/ftdata/status/1166650063919222784
[2] https://www.axios.com/television-political-polarization-succession-wwe-raw-e97db462-e55d-4491-98a6-256101ff3c3a.html?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiosam&stream=top
[1] https://twitter.com/i/web/status/1165890350466183168
[1] https://twitter.com/i/web/status/1166601478762651650
[1] https://oxpeckers.org/2017/05/r60-billion-held-mines-never-closed/
[1] https://twitter.com/MarkOlalde/status/1163464693995986945
[1] https://twitter.com/RobinKwong/status/1166602959825887233
[1] https://twitter.com/i/web/status/1166632457992646656
[1] https://datajournalism.com/read/handbook/two/organising-data-journalism/data-journalisms-entanglements-with-civic-tech##Civic+technologists+and+data+journalists+share+some+important+characteristics.+First%2C+many+practitioners+in+both+groups+are+committed+to+the+principles+of+open+source+culture+and+promote+sharing%2C+the+use+of+open+source+tools+and+data+standards.+Second%2C+data+journalists+and+civic+technologists+heavily+rely+on+data%2C+be+it+from+official+institutions%2C+via+crowdsourcing+or+other+sources.+Third%2C+while+differing+in+their+means%2C+both+groups+aspire+to+provide+a+public+service+that+empowers+citizens+and+holds+authorities+accountable.+Because+of+this+overlapping+set+of+data+skills%2C+complementary+ambitions+and+joint+commitment+to+sharing%2C+civic+technologists+and+data+journalists+easily+perceive+each+other+as+complementary.+In+addition%2C+support+from+media+organizations%2C+foundations+like+the+Knight+Foundation%2C+and+grassroots+initiatives+like+Hacks%2FHackers+have+created+a+continuous+exchange+and+collaborations+between+data+journalists+and+civic+technologists
[1] https://datajournalism.com/read/handbook/two/organising-data-journalism/data-journalisms-entanglements-with-civic-tech##Civic+tech+is+about+the+development+of+tools+that+aim+to+empower+citizens+by+making+it+easier+for+them+to+engage+with+their+governments+or+to+hold+them+accountable

Top URLs in Tweet in G5:
[2] http://www.gov.uk/
[2] https://twitter.com/gijn/status/1169295311069749248
[1] https://twitter.com/i/web/status/1166175143200272385
[1] https://twitter.com/datajournalism/status/1166162732183277569
[1] https://twitter.com/i/web/status/1166243755474784257
[1] https://twitter.com/i/web/status/1166339698911932417
[1] https://twitter.com/i/web/status/1166632299246641156
[1] https://towardsdatascience.com/ruben-verborgh-on-data-privacy-accf91d280c9?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/web/status/1166684754206265351
[1] https://towardsdatascience.com/love-robots-the-future-is-ai-4feda87b46e6?source=rss----7f60cf5620c9---4&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G6:
[2] https://www.nan.ng/news/nbs-code-for-africa-train-nan-reporters-on-data-journalism/
[1] https://twitter.com/i/web/status/1169987275666722816
[1] https://twitter.com/i/web/status/1167355728732000256
[1] https://twitter.com/maartenzam/status/1135944405477724160
[1] https://twitter.com/i/web/status/1167367584670539776

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1169857452252131329

Top URLs in Tweet in G8:
[1] https://vizzingdata.blogspot.com/2019/09/the-data-journalist-week1.html

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1169701848800014336

Top URLs in Tweet in G10:
[3] https://defyhatenow.org/south-sudan-fake-news/
[1] https://twitter.com/i/web/status/1166271833387294720
[1] https://twitter.com/i/web/status/1167050501118205952

Top Domains
Top Domains in Tweet in Entire Graph:
[100] twitter.com
[60] datajournalism.com
[7] mailchi.mp
[6] verigazeteciligi.com
[6] agi.it
[5] paper.li
[4] gijn.org
[4] truenumbers.it
[4] datavizcatalogue.com
[3] solomonmag.com

Top Domains in Tweet in G1:
[26] datajournalism.com
[9] twitter.com
[5] mailchi.mp
[2] newsimpact.io
[2] buff.ly
[2] verigazeteciligi.com
[1] forms.gle
[1] ejc.net
[1] newslabturkey.org
[1] bewitched.com

Top Domains in Tweet in G2:
[7] twitter.com
[3] icij.org
[1] datajournalism.com

Top Domains in Tweet in G3:
[19] twitter.com
[10] datajournalism.com
[4] verigazeteciligi.com
[4] datavizcatalogue.com
[3] gijn.org
[2] mailchi.mp
[2] punchup.world

Top Domains in Tweet in G4:
[17] twitter.com
[2] axios.com
[2] datajournalism.com
[1] oxpeckers.org

Top Domains in Tweet in G5:
[17] twitter.com
[3] towardsdatascience.com
[2] withgoogle.com
[2] gov.uk
[2] datajournalism.com
[2] ria.ru
[1] co.uk
[1] reddit.com
[1] theguardian.com
[1] pagesix.com

Top Domains in Tweet in G6:
[4] twitter.com
[2] nan.ng

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

Top Domains in Tweet in G8:
[1] blogspot.com

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

Top Domains in Tweet in G10:
[3] defyhatenow.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[210] datajournalism
[62] ddj
[36] dataviz
[35] data
[31] icijdatashare
[15] wildlifetrafficking
[13] vg
[13] misinfopopupke
[12] journalism
[10] factchecking



Top Hashtags in Tweet in G1:
[20] ddj
[11] data
[10] datajournalism
[6] verigazeteciliği
[4] factchecking
[4] metrics
[4] codelikeajournalist
[4] veriokuryazarlığı
[4] verigörselleştirme
[3] journalism

Top Hashtags in Tweet in G2:
[30] icijdatashare
[8] panamapapers
[3] datashare
[1] datajournalism

Top Hashtags in Tweet in G3:
[31] ddj
[16] dataviz
[13] vg
[10] data
[6] datajournalism
[2] rddj
[2] datastorytelling
[1] журнокодер
[1] codelikeajournalist
[1] charts

Top Hashtags in Tweet in G4:
[44] datajournalism
[15] wildlifetrafficking
[13] data
[10] socialmedia
[8] e2d3
[8] excel
[8] dataviz
[8] d3js
[8] github
[8] datavizualization

Top Hashtags in Tweet in G5:
[22] datajournalism
[3] datascience
[3] dataviz
[3] ddj
[2] python
[1] journalism
[1] webscrapping
[1] ecommerce
[1] jobboards
[1] marketing

Top Hashtags in Tweet in G6:
[14] datajournalism
[1] opendata

Top Hashtags in Tweet in G7:
[9] datajournalism
[6] womenintech
[3] solutionjournalism
[2] sdgs

Top Hashtags in Tweet in G8:
[7] thedatajournalist
[3] datajournalism
[2] periodismodedatos
[1] trabajoar
[1] coders
[1] visualjournalism
[1] amazonfires
[1] sunddj
[1] djawards

Top Hashtags in Tweet in G10:
[13] misinfopopupke
[2] datajournalism
[2] womenintech

Top Words
Top Words in Tweet in Entire Graph:
[432] Words in Sentiment List#1: Positive
[120] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[12120] Non-categorized Words
[12672] Total Words
[210] #datajournalism
[200] data
[142] datajournalism
[69] icijorg
[66] statistics

Top Words in Tweet in G1:
[107] datajournalism
[65] statistics
[37] mjerven
[37] data
[36] hard
[36] soft
[36] piece
[36] great
[33] examples
[32] facts

Top Words in Tweet in G2:
[68] icijorg
[38] country
[32] now
[30] #icijdatashare
[28] documents
[28] here
[24] investigative
[23] peruvian
[23] member
[23] fabiolatorres

Top Words in Tweet in G3:
[31] #ddj
[26] data
[19] pinardag
[16] #dataviz
[15] journalism
[13] gijn
[13] datajournalism
[13] #vg
[10] #data
[9] rui_barros17

Top Words in Tweet in G4:
[44] #datajournalism
[28] data
[17] out
[15] check
[15] #wildlifetrafficking
[15] enviroem
[14] oxciej
[14] resource_watch
[13] angolo
[13] #data

Top Words in Tweet in G5:
[22] #datajournalism
[7] data
[5] journalism
[4] journalists
[3] news
[3] excellent
[3] #datascience
[3] #dataviz
[3] #ddj
[2] african

Top Words in Tweet in G6:
[14] #datajournalism
[12] desks
[12] media
[10] justinarenstein
[10] googlenewsinit
[8] awesome
[8] see
[8] ubbotswana
[8] citing
[8] code4africa's

Top Words in Tweet in G7:
[34] kwa
[34] wa
[32] zahratunda
[24] humanrightstz
[17] nitoe
[17] shukrani
[17] za
[17] dhati
[17] mwaliko
[17] kuja

Top Words in Tweet in G8:
[8] lndata
[7] 1
[7] post
[7] weekly
[7] series
[7] called
[7] #thedatajournalist
[7] collection
[7] interesting
[7] pieces

Top Words in Tweet in G9:
[17] little
[17] over
[17] year
[17] ago
[17] used
[17] data
[17] confirm
[17] woman
[17] already
[17] knows

Top Words in Tweet in G10:
[29] data
[14] meedan
[13] naima
[13] mungai
[13] codeforkenya
[13] presenting
[13] tools
[13] investigations
[13] #misinfopopupke
[13] shout

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] data,journalism
[33] soft,statistics
[32] hard,facts
[32] facts,soft
[32] statistics,wrote
[32] wrote,piece
[32] piece,factchecking
[32] factchecking,statistics
[32] statistics,datajournalism
[32] datajournalism,great

Top Word Pairs in Tweet in G1:
[32] hard,facts
[32] facts,soft
[32] soft,statistics
[32] statistics,wrote
[32] wrote,piece
[32] piece,factchecking
[32] factchecking,statistics
[32] statistics,datajournalism
[32] datajournalism,great
[32] great,examples

Top Word Pairs in Tweet in G2:
[25] #icijdatashare,now
[23] member,fabiolatorres
[19] freedom,information
[19] information,laws
[19] laws,vary
[19] vary,country
[19] country,country
[19] country,here
[19] here,great
[19] great,resources

Top Word Pairs in Tweet in G3:
[12] data,journalism
[11] pinardag,#ddj
[9] #ddj,#vg
[8] data,journalist
[8] journalist,rui_barros17
[8] rui_barros17,spent
[8] spent,past
[8] past,three
[8] three,years
[8] years,building

Top Word Pairs in Tweet in G4:
[15] check,out
[13] angolo,#datajournalism
[10] out,#socialmedia
[10] #socialmedia,hotspots
[10] hotspots,#wildlifetrafficking
[10] #wildlifetrafficking,download
[10] download,data
[10] data,6
[10] 6,month
[10] month,investigation

Top Word Pairs in Tweet in G5:
[3] data,journalism
[3] #datajournalism,#dataviz
[3] #ddj,#datajournalism
[2] house,prices
[2] prices,england
[2] england,recorded
[2] recorded,2018
[2] 2018,surprisingly
[2] surprisingly,big
[2] big,differences

Top Word Pairs in Tweet in G6:
[12] #datajournalism,desks
[8] awesome,see
[8] see,ubbotswana
[8] ubbotswana,citing
[8] citing,code4africa's
[8] code4africa's,work
[8] work,googlenewsinit
[8] googlenewsinit,seed
[8] seed,#datajournalism
[8] desks,media

Top Word Pairs in Tweet in G7:
[17] nitoe,shukrani
[17] shukrani,za
[17] za,dhati
[17] dhati,kwa
[17] kwa,humanrightstz
[17] humanrightstz,kwa
[17] kwa,mwaliko
[17] mwaliko,wa
[17] wa,kuja
[17] kuja,kuwajengea

Top Word Pairs in Tweet in G8:
[7] 1,post
[7] post,weekly
[7] weekly,series
[7] series,called
[7] called,#thedatajournalist
[7] #thedatajournalist,collection
[7] collection,interesting
[7] interesting,pieces
[7] pieces,around
[7] around,world

Top Word Pairs in Tweet in G9:
[17] little,over
[17] over,year
[17] year,ago
[17] ago,used
[17] used,data
[17] data,confirm
[17] confirm,woman
[17] woman,already
[17] already,knows
[17] knows,true

Top Word Pairs in Tweet in G10:
[13] naima,mungai
[13] mungai,codeforkenya
[13] codeforkenya,presenting
[13] presenting,data
[13] data,tools
[13] tools,data
[13] data,investigations
[13] investigations,#misinfopopupke
[13] #misinfopopupke,shout
[12] meedan,naima

Top Replied-To
Top Replied-To in Entire Graph:
@zahratunda
@datajournalism
@enviroem
@humanrightstz
@mkulimagauteng
@gijn
@googlenewsinit
@businessline
@lukebuckmaster
@datasciwithr

Top Replied-To in G1:
@datajournalism
@datasciwithr
@nicucalcea

Top Replied-To in G3:
@musmekh
@gijn
@datajournalism

Top Replied-To in G4:
@enviroem
@mad_firenze
@resource_watch

Top Replied-To in G6:
@googlenewsinit

Top Replied-To in G7:
@zahratunda
@humanrightstz
@mkulimagauteng

Top Mentioned
Top Mentioned in Entire Graph:
@datajournalism
@icijorg
@mjerven
@afri
@zahratunda
@humanrightstz
@fabiolatorres
@code4africa
@pinardag
@puddingviz

Top Mentioned in G1:
@datajournalism
@mjerven
@afri
@maryjowebster
@ejcnet
@kateomega
@africacheck
@codeforafrica
@ceostroff
@animvw

Top Mentioned in G2:
@icijorg
@fabiolatorres
@datajournalism

Top Mentioned in G3:
@pinardag
@gijn
@datajournalism
@rui_barros17
@renascenca
@voydorg
@liliasaul
@journocode
@ejonews
@highcharts

Top Mentioned in G4:
@oxciej
@resource_watch
@enviroem
@mad_firenze
@e2d3org
@wriindonesia
@earthjournalism
@silvestroram
@rudibressa
@earthj

Top Mentioned in G5:
@andyclarkemedia

Top Mentioned in G6:
@code4africa
@justinarenstein
@googlenewsinit
@ubbotswana
@motilolaakin
@eromoselejohna
@nigeriastats
@codefornigeria_
@datajournalism
@odihq

Top Mentioned in G7:
@zahratunda
@humanrightstz
@code4africa
@datajournalism
@datadriveninnov
@suphianjuma
@titomagoti

Top Mentioned in G8:
@lndata
@filmastroianni
@lncreativa
@lanacion
@diegocabot
@pabloferblanco
@nytimes
@guardian
@bbcworld
@bbgvisualdata

Top Mentioned in G9:
@puddingviz

Top Mentioned in G10:
@meedan
@codeforkenya
@work
@defyhatenow
@zahratunda

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@chidambara09
@kokusizu2
@guardian
@markplackett1
@calcaware
@melissajpeltier
@nytimes
@rog_2
@tzdiscovery

Top Tweeters in G1:
@calcaware
@google
@bbbcccnnn
@albertocairo
@margymaclibrary
@rstatstweet
@paulwhelan745
@richarddenooy
@penpendede
@robinlturnerphd

Top Tweeters in G2:
@kokusizu2
@markplackett1
@melissajpeltier
@harmonyis1
@kimpy123
@waybaby
@d_dextra
@ressiger1111
@thekeeper2016
@tristramwyatt

Top Tweeters in G3:
@renascenca
@liliasaul
@danabatnag
@soldadoryan
@gijn
@pinardag
@oponiak
@ivanhoemd
@anaserranot
@titosniper

Top Tweeters in G4:
@ft
@applenews_it
@startupbulletin
@cecil4allofus
@nvsdata
@annamasera
@teamofindore
@mad_firenze
@putraditama
@andee_mat

Top Tweeters in G5:
@tunnelbreeze
@eldidito
@marc_almond
@datascientistsf
@newsography1
@mightyreds
@nhasive
@re_sieber
@nuj_lfb
@julianafrancis

Top Tweeters in G6:
@dazmsmith
@unionesarda
@emekaokoye
@lanuovasardegna
@knightfdn
@willperrin
@chrisroper
@tedtalks
@smfrogers
@journoresource

Top Tweeters in G7:
@tzdiscovery
@yose_hoza
@jaliluzaid
@allan_lucky
@kazimotoinc
@titomagoti
@suphianjuma
@womentechbot
@theogiyan
@bintisalha

Top Tweeters in G8:
@guardian
@nytimes
@lanacion
@bbcworld
@giuliog
@mariabe22360758
@lndata
@geninnovate
@lucatremolada
@albertobellotto

Top Tweeters in G9:
@newilluminatus
@daurmith
@desselebrada
@c_porcel
@tzaroestelar
@amoli
@barbietouric
@certainlynotrik
@esloho
@taigabatkali

Top Tweeters in G10:
@mougendi
@femtech_
@meedan
@wewe_mimi
@nelsonkwaje
@wafheikal
@johnpaulkarijo
@defyhatenow
@check
@codeforkenya


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