#ddj OR (data journalism) since:2021-05-24 until:2021-05-31, Twitter, 5/31/2021 1:00:32 PM, 255956


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#ddj OR (data journalism) since:2021-05-24 until:2021-05-31 Twitter NodeXL SNA Map and Report for Mo
#ddj OR (data journalism) since:2021-05-24 until:2021-05-31 Twitter NodeXL SNA Map and Report for Mo
From:
SMRFoundation
Uploaded on:
May 31, 2021
Short Description:
#ddj OR (data journalism) since:2021-05-24 until:2021-05-31 via NodeXL https://bit.ly/3ySagA8
@gijn
@pinardag
@jkeefe
@samuelajones_
@journtoolbox
@terpsichore_los
@christinezhang
@theeconomist
@haddadme
@nytimes

Top hashtags:
#ddj
#dataviz
#georgefloyd
#data

Description:
Description
The graph represents a network of 2,435 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-05-24 until:2021-05-31", 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 May 2021 at 11:42 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 15-minute period from Monday, 24 May 2021 at 00:50 UTC to Sunday, 30 May 2021 at 23:06 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 : 2435
Unique Edges : 4437
Edges With Duplicates : 815
Total Edges : 5252
Number of Edge Types : 5
Retweet : 1512
MentionsInRetweet : 2239
Replies to : 213
Mentions : 991
Tweet : 297
Self-Loops : 325
Reciprocated Vertex Pair Ratio : 0.0335400872961176
Reciprocated Edge Ratio : 0.0649033118470771
Connected Components : 343
Single-Vertex Connected Components : 96
Maximum Vertices in a Connected Component : 1086
Maximum Edges in a Connected Component : 3415
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.654394
Graph Density : 0.000759095564378019
Modularity : 0.79837
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,435 Twitter users whose recent tweets contained "#ddj OR (data journalism) since:2021-05-24 until:2021-05-31", 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 May 2021 at 11:42 UTC.

The tweets in the network were tweeted over the 6-day, 22-hour, 15-minute period from Monday, 24 May 2021 at 00:50 UTC to Sunday, 30 May 2021 at 23:06 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:2021-05-24 until:2021-05-31
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[117] https://mappingpoliceviolence.org/
[117] https://www.aljazeera.com/news/2021/5/25/how-many-people-have-police-killed-since-george-floyd
[98] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[70] https://journalismcourses.org/course/hands-on-data-journalism-techniques-of-analysis-and-visualization/
[50] https://gijn.org/2021/05/28/data-journalism-top-10-eurovision-songs-cryptocurrencies-australian-traffic-palm-oil-and-two-pandemics/
[29] https://twitter.com/shishirgoup/status/1396831953479897091
[27] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/New-York-40-hours/Graphics-Journalist--New-York_JR006650
[24] https://earthjournalism.net/opportunities/mekong-data-journalism-fellowship-2021-round-two
[23] https://twitter.com/seemay/status/1398906276839530498
[22] https://www.thenewhumanitarian.org/analysis/2021/4/28/south-africas-daunting-COVID-19-vaccine-rollout

Top URLs in Tweet in G1:
[75] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[43] https://gijn.org/2021/05/28/data-journalism-top-10-eurovision-songs-cryptocurrencies-australian-traffic-palm-oil-and-two-pandemics/
[19] https://tiny.cc/wildlife-inv
[17] https://oxpeckers.org/2021/05/hong-kongs-masterminds/
[16] https://gijn.org/2021/05/27/12-tips-to-make-data-come-alive-in-radio-reporting/
[14] https://voxeurop.eu/en/fishing-abuse-the-eu-and-italy-turn-a-blind-eye-to-illegal-fishing-in-west-africa/
[14] https://pulitzercenter.org/grants-fellowships/opportunities-journalists-and-campus-consortium-members/data-journalism
[11] https://gijn.org/2021/05/21/data-journalism-top-10-russias-school-roads-myanmars-rich-generals-cameroons-deadly-gold-mines-visualizing-the-capitol-riot/
[11] https://voxeurop.eu/en/eu-banks-funding-illegal-palm-oil-bonanza-in-south-east-asia/
[8] https://innovation.dw.com/its-a-great-time-to-be-involved-in-data-driven-journalism-an-interview-with-edjnets-chiara-sighele-and-lorenzo-ferrari/

Top URLs in Tweet in G2:
[25] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/New-York-40-hours/Graphics-Journalist--New-York_JR006650
[14] https://twitter.com/bothness/status/1396746574638862337
[12] https://vizknowledge.aalto.fi/
[10] https://giftarticle.ft.com/giftarticle/actions/redeem/dd46f108-1733-4941-a2c3-5159dce747c2
[8] https://mediatechhub.ke/
[7] https://twitter.com/jburnmurdoch/status/1397995388267810818
[6] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Reporter--Visual-Storytelling_JR006654
[6] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Graphics-Journalist--London_JR006653
[6] https://www.nytimes.com/interactive/2020/us/covid-19-vaccine-doses.html
[6] https://warninggraphiccontent.tumblr.com/post/652409376189054976/28-may-2021

Top URLs in Tweet in G3:
[116] https://mappingpoliceviolence.org/
[116] https://www.aljazeera.com/news/2021/5/25/how-many-people-have-police-killed-since-george-floyd
[2] https://www.aljazeera.com/news/2021/5/18/mapping-israeli-occupation-gaza-palestine
[1] https://interactive.aljazeera.com/aje/2020/saving-the-nile/index.html
[1] https://twitter.com/datajournalism/status/1397105003505065984

Top URLs in Tweet in G4:
[66] https://journalismcourses.org/course/hands-on-data-journalism-techniques-of-analysis-and-visualization/
[15] https://condenast.wd5.myworkdayjobs.com/en-US/CondeCareers/job/1-World-Trade-Center-New-York-NY/Senior-Analyst--Analytics---The-New-Yorker_R-05504-1
[14] https://www.buzzfeednews.com/article/peteraldhous/texas-winter-storm-power-outage-death-toll
[12] https://centre.humdata.org/data-fellows/
[6] https://uclacovidbehindbars.org/
[4] https://twitter.com/jkeefe/status/1396989633653788673
[4] https://twitter.com/humdata/status/1397575302226890753
[4] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[3] https://robotwritersai.com/
[3] https://www.youtube.com/watch?v=ywcFFiEIs2w&list=PLRKtJ4IpxJpDsOT_8YDREJrO8cQUtPUVg&index=1


Top URLs in Tweet in G5:
[4] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[2] https://www.rawstory.com/cambridge-analytica-russia-data-mining/
[2] https://redvince.wordpress.com/2021/05/25/data-journalism-top-10-russias-school-roads-myanmars-rich-generals-cameroons-deadly-gold-mines-visualizing-the-capitol-riot-global-investigative-journalism-network/
[2] https://projekte.sueddeutsche.de/artikel/politik/radikalisierung-in-der-corona-krise-e742536/?utm_medium=twitterbot&utm_content=e742536&utm_source=twitter&reduced=true
[2] https://tweetedtimes.com/v/2857?s=tnp
[2] https://twitter.com/NateSilver538/status/1397869883585708034
[2] https://twitter.com/NateSilver538/status/1397160688284536842
[2] https://stocksnewsfeed.com/benzinga/data-journalism-pioneers-fred-vallance-jones-and-david-mckie-honoured-with-caj-charles-bury-award/?utm_source=dlvr.it&utm_medium=twitter
[1] https://ijnet.org/ru/opportunity/%D0%BF%D1%83%D0%BB%D0%B8%D1%82%D1%86%D0%B5%D1%80%D0%BE%D0%B2%D1%81%D0%BA%D0%B8%D0%B9-%D1%86%D0%B5%D0%BD%D1%82%D1%80-%D0%BF%D1%80%D0%B8%D0%BD%D0%B8%D0%BC%D0%B0%D0%B5%D1%82-%D0%BF%D1%80%D0%BE%D0%B5%D0%BA%D1%82%D1%8B-%D0%B2-%D0%BE%D0%B1%D0%BB%D0%B0%D1%81%D1%82%D0%B8-%D0%B6%D1%83%D1%80%D0%BD%D0%B0%D0%BB%D0%B8%D1%81%D1%82%D0%B8%D0%BA%D0%B8-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85-%D0%B2%D0%B5%D1%81%D1%8C-%D0%BC%D0%B8%D1%80
[1] https://ijnet.org/ru/opportunity/%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82-%D0%BF%D1%80%D0%B8%D0%B5%D0%BC-%D0%B7%D0%B0%D1%8F%D0%B2%D0%BE%D0%BA-%D0%BD%D0%B0-%D0%BA%D0%BE%D0%BD%D0%BA%D1%83%D1%80%D1%81-online-journalism-awards-%D0%B2%D0%B5%D1%81%D1%8C-%D0%BC%D0%B8%D1%80

Top URLs in Tweet in G6:
[19] https://twitter.com/i/spaces/1jMJgpwLqyXxL
[15] https://caj.ca/blog/CAJ_Kings_data_school_partnership_2021
[12] https://kingsjournalism.com/data-journalism-resources/2021kingsdataschools/
[8] https://twitter.com/caj/status/1397285823096164354
[4] https://www.theglobeandmail.com/canada/article-investigation-racial-bias-in-canadian-prison-risk-assessments/
[2] https://www.theglobeandmail.com/public-editor/article-show-dont-tell-with-more-data/?utm_medium=Referrer:+Social+Network+/+Media&utm_campaign=Shared+Web+Article+Links
[2] https://twitter.com/paimadhu/status/1397170154908311554
[2] https://www.thestar.com/business/2020/05/08/for-profit-nursing-homes-have-four-times-as-many-covid-19-deaths-as-city-run-homes-star-analysis-finds.html
[1] https://twitter.com/caj/status/1398793718698856455
[1] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/

Top URLs in Tweet in G7:
[21] https://www.thenewhumanitarian.org/analysis/2021/4/28/south-africas-daunting-COVID-19-vaccine-rollout
[9] https://youtu.be/p4lR0sDY9Wc
[7] https://futurecitiesafrica.com/episode/51/data-driven-journalism-enabled-by-the-africa-data-hub
[5] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[3] https://twitter.com/miamalan/status/1397136842072395779
[2] https://www.dailymaverick.co.za/article/2021-05-19-electronic-vaccination-data-system-how-to-secure-a-covid-19-vaccination-appointment/
[1] https://go.umd.edu/TqR
[1] https://twitter.com/risj_oxford/status/1397887868987654145
[1] https://medium.com/jamlab/media-non-profit-sends-ripples-through-nigerias-data-journalism-ccec25f229ef
[1] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Reporter--Visual-Storytelling_JR006654

Top URLs in Tweet in G8:
[14] https://www.facebook.com/groups/FJPIndia/
[7] https://veribulteni.voyd.org.tr/e-book/
[7] https://www.facebook.com/1551963256/videos/10225031977217244/
[6] https://journalismassembly.com/conference/?utm_content=bufferaa727&utm_medium=social&utm_source=twitter.com&utm_campaign=ejcsocial
[5] https://mailchi.mp/6df7edbc02fa/veri-bulteni_133
[5] https://veribulteni.voyd.org.tr/korona-gunlerinde-swirl-ile-r-ogrenmek/
[5] https://anchor.fm/ddjpodcast
[4] https://github.com/TheEconomist/big-mac-data
[3] http://www.verigazeteciligi.com/veri-gazeteciligi-zirvesi-verileri-demokratiklestirmek-15-haziranda/
[3] http://www.verigazeteciligi.com/yanlis-bilgilendirme-takibi-icin-acik-kaynak-araclar/

Top URLs in Tweet in G10:
[5] https://github.com/milos-agathon/protest_map
[5] https://twitter.com/ECONdailycharts/status/1395842331337805826
[3] https://us02web.zoom.us/webinar/register/3516189328996/WN_qBJGrkLYRW2tBi5G_5pZVQ
[3] https://twitter.com/christinezhang/status/1398279310683815940
[2] https://econ.trib.al/mUQgOh2
[2] https://www.dri.ie/new-paper-preserving-data-journalism-%E2%80%A6and-few-thoughts-about-challenges-open-access
[1] https://twitter.com/tableau/status/1398701603494907904
[1] https://warninggraphiccontent.tumblr.com/post/652409376189054976/28-may-2021
[1] https://onlinejournalismblog.com/2020/08/11/here-are-the-7-types-of-stories-most-often-found-in-data/
[1] https://onlinejournalismblog.com/2020/08/12/3-more-angles-most-often-used-to-tell-data-stories-explorers-relationships-and-bad-data-stories/

Top Domains
Top Domains in Tweet in Entire Graph:
[342] twitter.com
[198] gijn.org
[120] aljazeera.com
[117] mappingpoliceviolence.org
[70] journalismcourses.org
[60] myworkdayjobs.com
[41] voxeurop.eu
[25] theguardian.com
[25] youtube.com
[25] earthjournalism.net

Top Domains in Tweet in G1:
[158] gijn.org
[41] voxeurop.eu
[19] tiny.cc
[17] oxpeckers.org
[14] pulitzercenter.org
[8] twitter.com
[8] dw.com
[6] icij.org
[6] ijnet.org
[5] theguardian.com

Top Domains in Tweet in G2:
[37] myworkdayjobs.com
[35] twitter.com
[16] aalto.fi
[10] ft.com
[9] nytimes.com
[8] mediatechhub.ke
[6] tumblr.com
[6] onlinejournalismblog.com
[4] ted.com
[3] thebureauinvestigates.com

Top Domains in Tweet in G3:
[119] aljazeera.com
[116] mappingpoliceviolence.org
[1] twitter.com

Top Domains in Tweet in G4:
[66] journalismcourses.org
[15] myworkdayjobs.com
[14] buzzfeednews.com
[12] twitter.com
[12] humdata.org
[6] uclacovidbehindbars.org
[4] robotwritersai.com
[4] gijn.org
[3] latamjournalismreview.org
[3] youtube.com

Top Domains in Tweet in G5:
[30] twitter.com
[5] ijnet.org
[4] gijn.org
[4] smartocto.com
[2] rawstory.com
[2] wordpress.com
[2] sueddeutsche.de
[2] yahoo.com
[2] nahjcareers.org
[2] tweetedtimes.com

Top Domains in Tweet in G6:
[32] twitter.com
[15] caj.ca
[12] kingsjournalism.com
[6] theglobeandmail.com
[2] gijn.org
[2] thestar.com
[1] newswire.ca

Top Domains in Tweet in G7:
[21] thenewhumanitarian.org
[9] youtu.be
[7] futurecitiesafrica.com
[5] gijn.org
[4] twitter.com
[3] myworkdayjobs.com
[2] co.za
[1] umd.edu
[1] medium.com

Top Domains in Tweet in G8:
[21] facebook.com
[12] org.tr
[12] verigazeteciligi.com
[9] mailchi.mp
[9] twitter.com
[6] anchor.fm
[6] journalismassembly.com
[4] github.com
[2] twotone.io
[2] gijn.org

Top Domains in Tweet in G10:
[9] twitter.com
[5] github.com
[3] zoom.us
[2] trib.al
[2] onlinejournalismblog.com
[2] dri.ie
[1] tumblr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[610] ddj
[139] dataviz
[117] georgefloyd
[95] data
[86] journalism
[61] rstats
[58] wildeye
[56] datascience
[52] datajournalism
[48] maps



Top Hashtags in Tweet in G1:
[158] ddj
[58] wildeye
[14] fishing
[14] moneytrail
[13] datajournalism
[11] indonesia
[10] dataleaders
[9] data
[9] journalism
[8] deforestation

Top Hashtags in Tweet in G2:
[50] ddj
[24] dataviz
[13] dataharvest
[13] eijc21
[10] data
[7] vk21
[6] journalism
[4] bcujournos
[4] infodesign
[3] opendata

Top Hashtags in Tweet in G3:
[119] ddj
[116] georgefloyd
[1] dataviz
[1] bigdeal

Top Hashtags in Tweet in G4:
[22] journalists
[13] journalism
[10] ddj
[5] mooc
[4] technology
[4] data
[3] datascience
[3] analytics
[3] statistics
[3] rstats

Top Hashtags in Tweet in G5:
[10] ddj
[8] journalism
[3] dj
[3] stockmarket
[2] hassmessen
[2] opendata
[2] housemusic
[2] pioneer
[2] pioneerdj
[2] wedding

Top Hashtags in Tweet in G6:
[32] cajawards
[2] journalism
[1] ddj
[1] cdnmedia
[1] cdnfoi
[1] dataj

Top Hashtags in Tweet in G7:
[9] newzroom405
[4] journalism
[3] vaccinerollout
[3] southafrica
[3] vaccinatetosavesouthafrica
[3] vaccinerolloutsa
[3] covid19southafrica
[1] cdnmedia
[1] ddj
[1] dataviz

Top Hashtags in Tweet in G8:
[35] ddj
[9] dataviz
[8] datajournalism
[7] açıkveri
[6] voyd
[6] freelancers
[6] fjassembly
[5] verigörselleştirme
[3] nis2021
[3] veriokuryazarlığı

Top Hashtags in Tweet in G10:
[53] rstats
[52] ddj
[50] datascience
[46] dataviz
[45] maps
[45] data
[40] mapreadingweek
[6] datajournalism
[3] chartchat
[2] digital

Top Words
Top Words in Tweet in Entire Graph:
[2121] data
[1546] journalism
[633] #ddj
[320] more
[218] people
[188] journalists
[187] latest
[163] year
[145] day
[144] use

Top Words in Tweet in G1:
[265] data
[161] #ddj
[134] journalism
[91] investigation
[73] conflict
[68] use
[58] #wildeye
[56] 10
[55] top
[43] datasets

Top Words in Tweet in G2:
[131] data
[107] journalism
[52] #ddj
[38] nyc
[38] job
[36] graphics
[35] journalist
[34] team
[33] visual
[28] work

Top Words in Tweet in G3:
[119] #ddj
[119] ajlabs
[119] ajenglish
[118] latest
[117] data
[116] 068
[116] people
[116] killed
[116] police
[116] death

Top Words in Tweet in G4:
[185] data
[103] journalism
[55] course
[51] analysis
[43] starts
[43] class
[43] techniques
[42] online
[40] register
[38] week

Top Words in Tweet in G5:
[104] data
[90] journalism
[12] news
[10] #ddj
[9] yang
[9] more
[9] media
[8] #journalism
[7] journalists
[6] looking

Top Words in Tweet in G6:
[143] journalism
[138] data
[102] caj
[40] mckiedavid
[37] fvjones
[35] twitter
[34] award
[32] #cajawards
[27] summer
[27] school

Top Words in Tweet in G7:
[74] data
[54] journalism
[30] south
[23] africa_datahub
[22] vaccine
[21] piece
[21] newhumanitarian
[21] africa's
[21] rollout
[21] testament

Top Words in Tweet in G8:
[80] data
[74] journalism
[40] #ddj
[36] veri
[23] için
[21] india
[21] group
[19] journalists
[16] ve
[15] next

Top Words in Tweet in G9:
[62] twitter
[62] normally
[62] suspends
[62] user
[62] accounts
[62] suspecting
[62] manupilated
[62] data
[62] trying
[62] fabricate

Top Words in Tweet in G10:
[53] #rstats
[52] #ddj
[50] #datascience
[46] people
[46] #dataviz
[45] map
[45] #maps
[45] #data
[42] reading
[40] week

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[820] data,journalism
[119] data,more
[119] latest,ajenglish
[119] ajenglish,ajlabs
[119] ajlabs,#ddj
[118] #ddj,data
[117] 068,people
[117] people,killed
[117] killed,police
[117] police,death

Top Word Pairs in Tweet in G1:
[96] data,journalism
[44] top,10
[43] 10,#ddj
[38] right,datasets
[34] use,next
[34] next,investigation
[31] cover,war
[31] war,conflict
[31] data,driven
[28] identify,right

Top Word Pairs in Tweet in G2:
[106] data,journalism
[34] graphics,journalist
[25] visual,storytelling
[25] storytelling,team
[19] nyc,data
[19] journalism,job
[19] job,come
[19] come,work
[19] work,ftdata's
[19] ftdata's,visual

Top Word Pairs in Tweet in G3:
[118] latest,ajenglish
[118] ajenglish,ajlabs
[118] ajlabs,#ddj
[116] 068,people
[116] people,killed
[116] killed,police
[116] police,death
[116] death,#georgefloyd
[116] #georgefloyd,year
[116] year,ago

Top Word Pairs in Tweet in G4:
[89] data,journalism
[34] analysis,visualization
[24] online,course
[24] strategic,communications
[21] still,time
[21] data,analysis
[20] register,today
[19] starts,tomorrow
[18] course,starts
[16] hands,data

Top Word Pairs in Tweet in G5:
[47] data,journalism
[5] journalism,network
[4] data,analysis
[4] journalism,pioneers
[3] data,reporter
[3] global,investigative
[3] investigative,journalism
[3] data,science
[3] actual,data
[3] data,driven

Top Word Pairs in Tweet in G6:
[127] data,journalism
[37] fvjones,mckiedavid
[27] summer,school
[27] school,data
[23] 2021,king
[23] king,summer
[21] caj,members
[21] tom_cardoso,kenyonwallace
[21] kenyonwallace,druvsareen
[21] druvsareen,annabelleblais

Top Word Pairs in Tweet in G7:
[21] piece,newhumanitarian
[21] newhumanitarian,south
[21] south,africa's
[21] africa's,vaccine
[21] vaccine,rollout
[21] rollout,testament
[21] testament,collaboration
[21] collaboration,journalism
[21] journalism,achieve
[21] achieve,data

Top Word Pairs in Tweet in G8:
[37] data,journalism
[18] india,group
[14] tomorrow,11
[13] data,reporting
[12] indian,journalists
[11] tried,incorporating
[11] incorporating,data
[11] reporting,found
[11] found,intimidating
[11] intimidating,boring

Top Word Pairs in Tweet in G9:
[62] twitter,normally
[62] normally,suspends
[62] suspends,user
[62] user,accounts
[62] accounts,suspecting
[62] suspecting,manupilated
[62] manupilated,data
[62] data,trying
[62] trying,fabricate
[62] fabricate,inquiry

Top Word Pairs in Tweet in G10:
[45] #maps,#rstats
[45] #datascience,#dataviz
[41] #dataviz,#data
[41] #data,#ddj
[40] map,reading
[40] reading,week
[40] week,mapped
[40] mapped,people
[40] people,europe
[40] europe,never

Top Replied-To
Top Replied-To in Entire Graph:
@natesilver538
@oommen
@hussainhaidry
@pulitzercenter
@shekhargupta
@richardacarran2
@clancynewyork
@johnson_wrjohn1
@uofcincy
@samoyedcore

Top Replied-To in G1:
@pulitzercenter
@business
@macloo

Top Replied-To in G2:
@whcos
@simonscarr
@jonrmcclure
@micknicholson9
@infowetrust
@abolitionu

Top Replied-To in G4:
@athertonkd
@bcatmonitoring
@aleszubajak

Top Replied-To in G6:
@pasiekaonpol

Top Replied-To in G7:
@carolinekhene
@antonioguterres
@fesoj_somalia
@siyafrica

Top Replied-To in G8:
@jwyg
@gurmanbhatia

Top Mentioned
Top Mentioned in Entire Graph:
@ajlabs
@ajenglish
@nidhi
@mckiedavid
@edjnet
@fvjones
@m0bilerep0rter
@caj
@ftdata
@jkeefe

Top Mentioned in G1:
@edjnet
@m0bilerep0rter
@datajournalism
@sricchia
@forests_finance
@greenpeaceeu
@gijn
@journalismfund
@oceana
@capecffa

Top Mentioned in G2:
@ftdata
@brookefox91
@jburnmurdoch
@reutersgraphics
@vizknowledge
@christinezhang
@claire_bushey
@nytgraphics
@financialtimes
@ons

Top Mentioned in G3:
@ajlabs
@ajenglish

Top Mentioned in G4:
@jkeefe
@knightcenterut
@jcourses
@newyorker
@buzzfeed
@paldhous
@stephaniemlee
@zhirji28
@unicri
@caricomorg

Top Mentioned in G5:
@jamesbreiner

Top Mentioned in G6:
@mckiedavid
@fvjones
@caj
@tom_cardoso
@kenyonwallace
@druvsareen
@annabelleblais
@kingsjournalism
@edtubb
@kt_pedersen

Top Mentioned in G7:
@africa_datahub
@newhumanitarian
@odipodev
@mediahackza
@miamalan
@ptcij
@opencitieslabza
@jornalismo_de
@fesoj_somalia
@theicir

Top Mentioned in G8:
@gurmanbhatia
@albertocairo
@ejcnet
@columbiajourn
@chanpreetarora
@sanjeevrsingh
@rishdotblog
@anubhabhonsle
@jbhattacharji
@karnikakohli

Top Mentioned in G9:
@nidhi

Top Mentioned in G10:
@theeconomist
@reddit
@dataisbeautiful
@_rospearce
@alexselbyb
@vizwizbi
@georebekah
@fedfragapane

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@mijin913
@homegypsy
@bexxmodd
@mulher_noticia
@ndtv
@aldoceccarelli
@justwhatnowwhy
@thedeveloperbot

Top Tweeters in G1:
@business
@guardian
@spsot
@bquest_shipsco_
@wsj
@scmpnews
@prison_health
@ft
@pmihail1
@theleftyleftie

Top Tweeters in G2:
@jackalsbynight
@cnn
@joshspero
@zdnet
@financialtimes
@marxculture
@digiphile
@itsgeorgekamau
@bbbcccnnn
@hrbrmstr

Top Tweeters in G3:
@homegypsy
@uniqueloves
@rob_camacho_sd
@crawlieswithcri
@ajenglish
@luvlibertypeace
@harmony_diaz
@laurelz
@troy_lake
@ishfery

Top Tweeters in G4:
@bexxmodd
@justwhatnowwhy
@beckyrae12345
@artificialbra1n
@dwatchnews
@buzzfeed
@pcdnetwork
@the404code
@krikalitika
@nordicgeo

Top Tweeters in G5:
@knittingknots
@jchapman1729
@feed_stocks
@patwhite70
@stock_market_pr
@journalismjobs
@estate4
@kamarulbahrin
@conservative_ja
@alduque

Top Tweeters in G6:
@globeandmail
@meeksvs
@terpsichore_los
@torontostar
@robinedgar
@rodmickleburgh
@picardonhealth
@elleandrawarner
@markusoff
@mantrabus

Top Tweeters in G7:
@benjiseitlhamo
@exitednpoweryou
@newhumanitarian
@bhekisisa_mg
@nixonron
@harunmaruf
@siyafrica
@skatiq3
@skefason
@theicir

Top Tweeters in G8:
@ghoshworld
@crhemanth
@abusulayman
@cjmitra
@albertocairo
@geetiga
@sloganmurugan
@jbhattacharji
@karnikakohli
@nit_set

Top Tweeters in G9:
@restlesspundit
@modhgil
@consist3r
@chirpy175
@hindu108
@ganga645
@sunnysingh695
@pankajtiwari051
@snjyrajguru
@sangimangi5

Top Tweeters in G10:
@ssxman2
@ilovebooks786
@rstatstweet
@godfrey_g_
@theeconomist
@yvesmulkers
@johnthejack
@vparrillaaixela
@multikultivator
@xs4me2


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