datajournalism, Twitter, 1/21/2019 3:24:33 AM, 182624


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datajournalism_2019-01-20_19-20-51.xlsx
datajournalism_2019-01-20_19-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 21, 2019
Short Description:
datajournalism via NodeXL http://bit.ly/2U6Q9ZU
@ddjournalism
@icfj
@khalid_khattak
@_ddjlab
@grjenkin
@smfrogers
@datajconf
@kirkdborne
@geninnovate
@evaconstantaras

Top hashtags:
#datajournalism
#dataviz
#ddj
#data
#html5
#excel
#datavisualization
#e2d3
#d3js

Description:
Description
The graph represents a network of 675 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, 21 January 2019 at 03:20 UTC.

The requested start date was Monday, 21 January 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, 22-hour, 48-minute period from Monday, 07 January 2019 at 01:55 UTC to Monday, 21 January 2019 at 00:44 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 : 675
Unique Edges : 865
Edges With Duplicates : 177
Total Edges : 1042
Number of Edge Types : 3
Mentions : 902
Tweet : 129
Replies to : 11
Self-Loops : 129
Reciprocated Vertex Pair Ratio : 0.0244498777506112
Reciprocated Edge Ratio : 0.0477326968973747
Connected Components : 119
Single-Vertex Connected Components : 40
Maximum Vertices in a Connected Component : 297
Maximum Edges in a Connected Component : 577
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.419177
Graph Density : 0.00184196065501703
Modularity : 0.767891
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/jors6M
[18] https://mailchi.mp/ceec604624c5/voyd-veri-bulteni-13
[9] https://twitter.com/kirkdborne/status/1080507987570159616?s=21
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[6] https://medium.com/@EmekaOkoye/a-framework-for-publishing-election-data-and-results-in-structured-formats-219df6029ead?source=tw-5465d371d7ca-1426848375597
[5] https://www.postandcourier.com/news/many-sc-charter-schools-are-racially-imbalanced-triggering-investigations/article_f752358c-03b0-11e9-9856-bf42b5299a84.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[4] https://medium.com/@haddadme/my-10-key-takeaways-from-the-new-data-journalism-handbook-553e1814f0fb
[4] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[4] http://www.datastories.pk/17-key-traits-of-data-literacy-explained/
[3] https://medium.com/data-journalism-awards/key-trends-for-data-journalism-in-2019-machine-learning-collaborations-and-code-art-da7ffbea5ec6

Top URLs in Tweet in G1:
[18] https://mailchi.mp/ceec604624c5/voyd-veri-bulteni-13
[9] https://mailchi.mp/1caf7e4fd853/voyd-veri-bulteni-12
[4] https://medium.com/@haddadme/my-10-key-takeaways-from-the-new-data-journalism-handbook-553e1814f0fb
[4] http://www.datastories.pk/17-key-traits-of-data-literacy-explained/
[2] https://gijn.org/2018/12/27/the-25-best-data-visualizations-of-2018/
[2] https://mailchi.mp/acbb3a87ec1c/voyd-veri-bulteni-11
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] https://data.world/
[2] https://datajournalism.tools/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=181840

Top URLs in Tweet in G2:
[21] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/jors6M
[4] https://www.icfj.org/our-work/icfj-alumni-reporting-grants-data-journalism-and-immersive-storytelling
[3] https://twitter.com/ICFJ/status/1085582597126799361
[1] https://twitter.com/i/web/status/1085786324479758336
[1] https://twitter.com/i/web/status/1086148747422253057
[1] https://twitter.com/i/web/status/1086012892833558533
[1] https://twitter.com/i/web/status/1085937686815432704
[1] https://paper.li/bepe_b21/1319005324?edition_id=9d9aa0c0-1b24-11e9-aee0-002590a5ba2d
[1] https://paper.li/bepe_b21/1319005324?edition_id=70f0dbd0-1a5b-11e9-aee0-002590a5ba2d
[1] https://twitter.com/i/web/status/1085899545874128901

Top URLs in Tweet in G3:
[3] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/jors6M
[2] https://blogs.microsoft.com/blog/2019/01/16/teaming-up-to-help-journalism-thrive-in-the-digital-age/
[1] http://www.storybench.org/the-future-of-machine-learning-in-journalism/
[1] https://www.facebook.com/1196805443/posts/10216133434227392/
[1] https://twitter.com/IJNet/status/1082617668497227776
[1] https://trendydots.com/datajournalism/
[1] https://twitter.com/jmlucero/status/1082640085999333382
[1] https://twitter.com/i/web/status/1083510204354961409
[1] https://twitter.com/i/web/status/1083712140240998400
[1] https://twitter.com/i/web/status/1084526096308228096

Top URLs in Tweet in G4:
[9] https://twitter.com/kirkdborne/status/1080507987570159616?s=21
[2] https://www.datasciencecentral.com/video/building-a-compelling-argument-with-data
[1] https://www.datasciencecentral.com/profiles/blogs/state-of-data-science-machine-learning-in-2018
[1] https://twitter.com/MHiesboeck/status/1081877776930549760
[1] https://twitter.com/i/web/status/1083993985973215232
[1] https://datajournalismhandbook.org/handbook/two
[1] https://datajournalismhandbook.org/
[1] https://twitter.com/i/web/status/1083751797267750913
[1] https://twitter.com/i/web/status/1083751890079207425
[1] https://twitter.com/i/web/status/1084789749921935361

Top URLs in Tweet in G5:
[3] https://datajournalismawards.org/2019/01/03/how-to-apply-to-the-data-journalism-awards-2019/
[1] https://twitter.com/i/web/status/1085890688489644040
[1] https://cloud.google.com/visualize-2030
[1] https://simonrogers.github.io/datajournalism/
[1] https://twitter.com/i/web/status/1083783655850336258
[1] https://features.propublica.org/uic-journal/university-of-illinois-at-chicago-clinical-trial-bipolar-children-pavuluri-lithium/

Top URLs in Tweet in G6:
[2] http://pakrtidata.org/awards/
[1] https://www.dw.com/en/dw-akademie/dataship/s-46570656
[1] https://twitter.com/i/web/status/1085838658052255744
[1] https://drive.google.com/file/d/0B-dTRqkrNLbcdVk3SWhNVHBlSlU/view?usp=drive_open
[1] https://twitter.com/i/web/status/1085104860331237376

Top URLs in Tweet in G7:
[6] https://medium.com/@EmekaOkoye/a-framework-for-publishing-election-data-and-results-in-structured-formats-219df6029ead?source=tw-5465d371d7ca-1426848375597
[1] https://twitter.com/i/web/status/1086394269013815296
[1] https://twitter.com/i/web/status/1086392170171506689

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1085918952230813701
[1] https://twitter.com/datajconf/status/1085918952230813701

Top URLs in Tweet in G10:
[5] https://www.postandcourier.com/news/many-sc-charter-schools-are-racially-imbalanced-triggering-investigations/article_f752358c-03b0-11e9-9856-bf42b5299a84.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] http://womeninmining.it/IT
[1] https://twitter.com/i/web/status/1083896228126048257

Top Domains
Top Domains in Tweet in Entire Graph:
[111] twitter.com
[32] mailchi.mp
[24] po.st
[15] paper.li
[13] medium.com
[5] pudding.cool
[5] postandcourier.com
[4] datajournalismhandbook.org
[4] datajournalismawards.org
[4] datajournalism.tools

Top Domains in Tweet in G1:
[31] mailchi.mp
[7] twitter.com
[4] medium.com
[4] datastories.pk
[4] datajournalism.tools
[3] gijn.org
[3] org.tr
[2] data.world
[1] nodexlgraphgallery.org
[1] routledge.com

Top Domains in Tweet in G2:
[21] po.st
[8] twitter.com
[4] icfj.org
[2] paper.li

Top Domains in Tweet in G3:
[24] twitter.com
[3] po.st
[3] paper.li
[2] microsoft.com
[1] storybench.org
[1] facebook.com
[1] trendydots.com
[1] datajournalism.it
[1] internews.org
[1] nytimes.com

Top Domains in Tweet in G4:
[23] twitter.com
[3] datasciencecentral.com
[2] datajournalismhandbook.org
[1] schoolvoorjournalistiek.com

Top Domains in Tweet in G5:
[3] datajournalismawards.org
[2] twitter.com
[1] google.com
[1] github.io
[1] propublica.org

Top Domains in Tweet in G6:
[2] twitter.com
[2] pakrtidata.org
[1] dw.com
[1] google.com

Top Domains in Tweet in G7:
[6] medium.com
[2] twitter.com

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

Top Domains in Tweet in G10:
[5] postandcourier.com
[1] womeninmining.it
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[277] datajournalism
[57] dataviz
[55] ddj
[35] data
[27] html5
[26] excel
[25] datavisualization
[25] e2d3
[25] d3js
[25] github



Top Hashtags in Tweet in G1:
[44] datajournalism
[31] ddj
[12] dataliteracy
[11] datahandbook
[8] dataviz
[7] opendata
[5] verigazeteciliäÿi
[5] voyd
[5] storytellingwithdata
[4] verigazeteciliği

Top Hashtags in Tweet in G2:
[25] datajournalism
[6] immersivestorytelling
[2] dataviz
[2] ddj
[2] msftadvocate
[1] foia

Top Hashtags in Tweet in G3:
[23] datajournalism
[2] dataviz
[2] ddj
[2] journalism
[2] virtualreality
[1] nlproc
[1] deeplearning
[1] machinelearning
[1] recordsrequest
[1] awards

Top Hashtags in Tweet in G4:
[34] dataviz
[27] html5
[25] e2d3
[25] excel
[25] d3js
[25] github
[25] data
[25] datavizualization
[25] javascript
[22] datavisualization

Top Hashtags in Tweet in G5:
[28] datajournalism
[12] machinelearning
[3] visualize2030
[3] dja
[2] ddj

Top Hashtags in Tweet in G6:
[14] datajournalism
[3] ddj
[1] mediadev
[1] d3
[1] nairobiattack
[1] riverside
[1] nationnewsplex

Top Hashtags in Tweet in G7:
[6] linkeddata
[6] election
[4] datajournalism
[1] emx

Top Hashtags in Tweet in G8:
[5] ddj
[1] datajournalism
[1] ddjedu

Top Hashtags in Tweet in G9:
[19] datajournalism
[14] profkarimhijri
[9] waandishinishati
[1] statisticsinmedialearningfrompractice
[1] wanazuonihijri

Top Hashtags in Tweet in G10:
[4] datajournalism
[2] yikes
[1] charterschools
[1] edchat
[1] edpolicy
[1] edequity
[1] dataviz
[1] datavisualization

Top Words
Top Words in Tweet in Entire Graph:
[468] Words in Sentiment List#1: Positive
[135] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[13492] Non-categorized Words
[14095] Total Words
[285] datajournalism
[224] data
[111] icfj
[99] journalism
[82] microsoft

Top Words in Tweet in G1:
[57] veri
[52] data
[47] voydorg
[45] datajournalism
[35] ddjournalism
[31] ddj
[29] voyd
[27] haftalık
[23] olmak
[20] keyifli

Top Words in Tweet in G2:
[94] icfj
[51] microsoft
[39] grants
[38] reporting
[33] program
[32] alumni
[32] journalism
[31] projects
[31] modern
[30] hands

Top Words in Tweet in G3:
[24] datajournalism
[17] microsoft
[16] journalism
[13] icfj
[9] modern
[9] program
[7] learn
[7] grant
[7] foster
[7] news

Top Words in Tweet in G4:
[50] excel
[39] data
[34] dataviz
[27] html5
[25] e2d3
[25] add
[25] d3js
[25] github
[25] datavizualization
[25] javascript

Top Words in Tweet in G5:
[28] datajournalism
[22] smfrogers
[20] 2019
[12] published
[12] key
[12] trends
[12] machinelearning
[12] collaborations
[12] code
[12] art

Top Words in Tweet in G6:
[14] datajournalism
[11] garissa
[11] attack
[11] trained
[11] foreign
[11] correspondents
[11] cover
[11] terrorist
[11] attacks
[11] using

Top Words in Tweet in G7:
[41] data
[20] jayangbayi
[20] journalists
[12] nigeria
[12] used
[12] complain
[12] lack
[12] nbs
[12] agencies
[12] improved

Top Words in Tweet in G8:
[24] datajconf
[20] now
[20] accepting
[20] submissions
[20] academic
[20] papers
[20] industry
[20] talks
[20] hands
[20] workshops

Top Words in Tweet in G9:
[26] nuktaafrica
[19] datajournalism
[14] ni
[14] profkarimhijri
[13] wa
[13] katika
[12] tumehudhuria
[12] kongamano
[12] kumuenzi
[12] mwanazuoni

Top Words in Tweet in G10:
[12] women
[12] mining
[6] moving
[6] tale
[6] nawartpress
[6] involved
[6] sector
[6] drc
[6] become
[5] many

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[40] microsoft,modern
[40] modern,journalism
[38] reporting,grants
[37] data,journalism
[35] grants,hands
[34] new,reporting
[31] icfj,new
[31] journalism,grant
[31] grant,program
[31] program,icfj

Top Word Pairs in Tweet in G1:
[27] haftalık,veri
[20] keyifli,okumalar
[18] veri,bültenimizin
[18] bültenimizin,13
[18] 13,sayısı
[18] sayısı,taze
[18] taze,çıktı
[18] çıktı,keyifli
[18] okumalar,bültene
[18] bültene,abone

Top Word Pairs in Tweet in G2:
[33] reporting,grants
[31] microsoft,modern
[31] modern,journalism
[30] grants,hands
[29] new,reporting
[26] icfj,new
[26] hands,training
[25] training,opportunity
[25] opportunity,icfj
[25] icfj,alumni

Top Word Pairs in Tweet in G3:
[9] microsoft,modern
[9] modern,journalism
[7] journalism,grant
[7] grant,program
[7] program,icfj
[7] icfj,foster
[7] foster,news
[6] learn,microsoft
[6] news,innovation
[4] microsoft,learn

Top Word Pairs in Tweet in G4:
[25] e2d3,excel
[25] excel,add
[25] add,dataviz
[25] dataviz,excel
[25] excel,d3js
[25] d3js,github
[25] github,data
[25] data,datavizualization
[25] datavizualization,javascript
[25] javascript,html5

Top Word Pairs in Tweet in G5:
[12] published,key
[12] key,trends
[12] trends,datajournalism
[12] datajournalism,2019
[12] 2019,machinelearning
[12] machinelearning,collaborations
[12] collaborations,code
[12] code,art
[12] art,feat
[11] maid_marianne,published

Top Word Pairs in Tweet in G6:
[11] garissa,attack
[11] attack,trained
[11] trained,foreign
[11] foreign,correspondents
[11] correspondents,cover
[11] cover,terrorist
[11] terrorist,attacks
[11] attacks,using
[11] using,datajournalism
[11] datajournalism,provide

Top Word Pairs in Tweet in G7:
[12] nigeria,journalists
[12] journalists,used
[12] used,complain
[12] complain,lack
[12] lack,data
[12] data,nbs
[12] nbs,agencies
[12] agencies,improved
[12] improved,gave
[12] gave,data

Top Word Pairs in Tweet in G8:
[20] now,accepting
[20] accepting,submissions
[20] submissions,academic
[20] academic,papers
[20] papers,industry
[20] industry,talks
[20] talks,hands
[20] hands,workshops
[20] workshops,submission
[20] submission,deadline

Top Word Pairs in Tweet in G9:
[12] tumehudhuria,katika
[12] katika,kongamano
[12] kongamano,kumuenzi
[12] kumuenzi,mwanazuoni
[12] mwanazuoni,profkarimhijri
[12] profkarimhijri,ambaye
[12] ambaye,ni
[12] ni,mdau
[12] mdau,mkubwa
[12] mkubwa,wa

Top Word Pairs in Tweet in G10:
[6] women,mining
[6] mining,moving
[6] moving,tale
[6] tale,nawartpress
[6] nawartpress,women
[6] women,involved
[6] involved,mining
[6] mining,sector
[6] sector,drc
[6] drc,become

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@icfj
@voydorg
@ddjournalism
@datajconf
@microsoft
@nuktaafrica
@kirkdborne
@smfrogers
@jayangbayi
@feliciapelagall

Top Mentioned in G1:
@voydorg
@ddjournalism
@branthouston
@pinardag
@chelm
@spiegelonline
@icijorg
@semakahriman
@khalid_khattak
@haddadme

Top Mentioned in G2:
@icfj
@microsoft
@advocassembly
@m
@writerdude
@emmygl
@olevine
@tsinghua_uni

Top Mentioned in G3:
@mayankmohanti

Top Mentioned in G4:
@kirkdborne
@e2d3org
@d_arredondo
@kaggle
@tableau
@max_verbeek

Top Mentioned in G5:
@smfrogers
@maid_marianne
@medillschool
@lego_group
@googlecloud
@propublicail
@geninnovate
@evaconstantaras

Top Mentioned in G6:
@evaconstantaras
@mmfd_pak
@globalvoices
@saharhghazi
@hamidmirpak
@dw_akademie
@attilamong
@aub_lebanon
@maharat_lebanon

Top Mentioned in G7:
@jayangbayi
@ptcij
@ppmonitorng
@cmapit
@emekaokoye

Top Mentioned in G8:
@datajconf
@glynmottershead

Top Mentioned in G9:
@nuktaafrica

Top Mentioned in G10:
@nawartpress
@thevisualagency
@ariannaprothero
@merbroussard
@mariontjohnson
@datajconf
@po
@calcostic
@postandcourier

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@dichristine
@gamergeeknews
@moui
@waweru
@el_pais
@irishtimes
@reuters
@nytimes
@machinelearnflx

Top Tweeters in G1:
@spiegelonline
@indeadline
@margymaclibrary
@webstacy
@grjenkin
@aksigalaksi_
@cuevaspato
@marymaryw
@pinardag
@gijn

Top Tweeters in G2:
@innerfury4k
@big_data_flow
@it9_mike
@cameliafard
@francoleuzzi
@onmsl
@janisku7
@lynngr
@siyafrica
@harshkohli09

Top Tweeters in G3:
@iridetrek
@bot_howto
@vichit2017
@cybegeek
@kelziahatwork
@technicallyeasy
@thomaswillner
@nuvol_info
@eluniversaldata
@hugeupside

Top Tweeters in G4:
@arkangelscrap
@machinelearnflx
@aaroncuddeback
@trippbraden
@ham_gretsky
@pardoe_ai
@kirkdborne
@scalarhumanity
@grahamhill
@thechrischua

Top Tweeters in G5:
@bbbcccnnn
@kristinhenry
@lego_group
@imnickhuber
@liliasaul
@geninnovate
@yudivian
@smfrogers
@thecuriousluke
@masadmuzmalik

Top Tweeters in G6:
@tujadili
@globalvoices
@fcoel
@disgeneration
@gianoturning
@nancikhogan
@aub_lebanon
@hamidmirpak
@mominakhawar
@attilamong

Top Tweeters in G7:
@kingbiodun_
@emekaokoye
@tunjilardner
@mapmediang
@emeka_okafor
@cmapit
@awodijnr
@oprosper
@ameermuhammad69
@ppmonitorng

Top Tweeters in G8:
@stephen_abbott
@damianradcliffe
@kresnasikecil
@glynmottershead
@lenikrsova
@emilyk100
@martinjc
@ndiakopoulos
@benheubl
@sefaozalp

Top Tweeters in G9:
@tzdiscovery
@allanmzalendo
@carolndosi
@udadisi
@jhippot
@realluismo
@mwanaharakati_
@itskamala
@kombaantonyl
@moe_255

Top Tweeters in G10:
@postandcourier
@schock
@merbroussard
@theneurotrust
@paul_bowers
@jenberryhawes
@ariannaprothero
@mariontjohnson
@calcostic
@thisislacyb


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