#ddj OR (data journalism), Twitter, 5/31/2021 11:29:31 PM, 255990


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#ddj OR (data journalism)_2021-05-31_08-50-46.xlsx
#ddj OR (data journalism)_2021-05-31_08-50-46.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 31, 2021
Short Description:
#ddj OR (data journalism) via NodeXL https://bit.ly/3fTzo0C
@gijn
@haddadme
@jkeefe
@pinardag
@journtoolbox
@samuelajones_
@caj
@terpsichore_los
@reutersgraphics
@theeconomist

Top hashtags:
#ddj
#georgefloyd
#journalism
#data
#wildeye
#dataviz
#datajournalism

Description:
Description
The graph represents a network of 2,487 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 31 May 2021 at 15:52 UTC.

The requested start date was Monday, 31 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

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 : 2487
Unique Edges : 1845
Edges With Duplicates : 3471
Total Edges : 5316
Number of Edge Types : 5
Retweet : 1536
MentionsInRetweet : 2322
Tweet : 303
Replies to : 152
Mentions : 1003
Self-Loops : 331
Reciprocated Vertex Pair Ratio : 0.0390879478827362
Reciprocated Edge Ratio : 0.0752351097178683
Connected Components : 351
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 1096
Maximum Edges in a Connected Component : 3099
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.926386
Graph Density : 0.000515957314317638
Modularity : 0.574807
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,487 Twitter users whose tweets in the requested range contained "#ddj OR (data journalism)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 31 May 2021 at 15:52 UTC.

The requested start date was Monday, 31 May 2021 at 00:01 UTC and the maximum number of days (going backward) was 7.

The maximum number of tweets collected was 10,000.

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 : GraphServerTwitterSearch
Graph Term : #ddj OR (data journalism)
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:
[31] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[30] https://journalismcourses.org/course/hands-on-data-journalism-techniques-of-analysis-and-visualization/
[24] https://earthjournalism.net/opportunities/mekong-data-journalism-fellowship-2021-round-two
[19] https://gijn.org/2021/05/28/data-journalism-top-10-eurovision-songs-cryptocurrencies-australian-traffic-palm-oil-and-two-pandemics/
[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.ilpost.it/2021/05/30/quanto-costa-campagna-vaccinale-covid-19/
[14] https://twitter.com/dril/status/972534838057230336?s=19
[9] https://mediatechhub.ke/
[8] https://gijn.org/2021/05/27/12-tips-to-make-data-come-alive-in-radio-reporting/
[8] https://veribulteni.voyd.org.tr/e-book/

Top URLs in Tweet in G1:
[21] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[16] https://gijn.org/2021/05/28/data-journalism-top-10-eurovision-songs-cryptocurrencies-australian-traffic-palm-oil-and-two-pandemics/
[7] https://gijn.org/2021/05/27/12-tips-to-make-data-come-alive-in-radio-reporting/
[7] https://gijn.org/2021/05/28/top-10-ddj-evrovidenie-kriptovalyutyi-trafik-v-avstralii-palmovoe-maslo-i-dve-pandemii/
[5] https://gijn.org/2021/05/21/data-journalism-top-10-russias-school-roads-myanmars-rich-generals-cameroons-deadly-gold-mines-visualizing-the-capitol-riot/
[5] https://gijn.org/2021/05/21/top-10-ddj-doroga-v-shkolu-v-rossii-zolotyie-rudniki-v-kamerune-i-vizualizatsiya-bunta-na-kapitolii/
[5] https://innovation.dw.com/its-a-great-time-to-be-involved-in-data-driven-journalism-an-interview-with-edjnets-chiara-sighele-and-lorenzo-ferrari/
[4] https://voxeurop.eu/es/los-bancos-de-la-ue-estan-financiando-el-filon-del-aceite-de-palma-ilegal-en-indonesia/
[4] https://voxeurop.eu/it/come-le-banche-europee-finanziano-la-produzione-ne-equa-ne-solidale-di-olio-di-palma-in-indonesia/
[3] https://voxeurop.eu/en/fishing-abuse-the-eu-and-italy-turn-a-blind-eye-to-illegal-fishing-in-west-africa/

Top URLs in Tweet in G2:
[29] 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
[6] https://uclacovidbehindbars.org/
[3] https://robotwritersai.com/
[3] https://pulitzercenter.org/grants-fellowships/opportunities-journalists-and-campus-consortium-members/data-journalism
[2] https://twitter.com/jkeefe/status/1396989633653788673
[2] https://projects.propublica.org/graphics/ida-propublica-data-institute
[1] https://twitter.com/jkeefe/status/1398044875199819777
[1] https://latamjournalismreview.org/articles/cerosetenta-bellingcat-and-forensic-architecture-come-together-to-map-police-violence-and-reconstruct-crimes-during-protests-in-colombia/
[1] https://twitter.com/humdata/status/1397575302226890753

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

Top URLs in Tweet in G4:
[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/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
[1] https://ijnet.org/ru/opportunity/%D1%84%D0%BE%D1%82%D0%BE%D0%BA%D0%BE%D0%BD%D0%BA%D1%83%D1%80%D1%81-%D0%BE%D1%82-national-geographic-%D1%80%D0%BE%D1%81%D1%81%D0%B8%D1%8F

Top URLs in Tweet in G5:
[6] https://twitter.com/i/spaces/1jMJgpwLqyXxL
[6] https://kingsjournalism.com/data-journalism-resources/2021kingsdataschools/
[2] https://twitter.com/caj/status/1397285823096164354
[1] https://caj.ca/blog/CAJ_Kings_data_school_partnership_2021
[1] https://www.theglobeandmail.com/canada/article-investigation-racial-bias-in-canadian-prison-risk-assessments/
[1] https://twitter.com/caj/status/1398793718698856455
[1] http://www.newswire.ca/en/releases/archive/May2021/29/c0035.html?tc=socialpost
[1] https://twitter.com/EdTubb/status/1397306127285620739
[1] https://twitter.com/paimadhu/status/1397170154908311554
[1] 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

Top URLs in Tweet in G7:
[4] https://vizknowledge.aalto.fi/
[2] https://twitter.com/jburnmurdoch/status/1397995388267810818
[2] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/New-York-40-hours/Graphics-Journalist--New-York_JR006650
[1] https://giftarticle.ft.com/giftarticle/actions/redeem/dd46f108-1733-4941-a2c3-5159dce747c2
[1] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Reporter--Visual-Storytelling_JR006654
[1] https://ft.wd3.myworkdayjobs.com/en-US/FT_External_Careers/job/London-Editorial-Journalism/Graphics-Journalist--London_JR006653
[1] https://creativeaccess.org.uk/opportunity-details/?/financial-times-graphics-journalist&id=2202
[1] http://ft-interactive.github.io/visual-vocabulary/
[1] https://www.nzz.ch/visuals/die-erste-sommerhitze-kommt-20-tage-frueher-als-vor-50-jahren-wie-sich-der-klimawandel-auf-die-temperaturen-in-der-schweiz-auswirkt-ld.1625886?reduced=true
[1] https://www.aalto.fi/en/events/visualizing-knowledge-2021

Top URLs in Tweet in G8:
[5] https://twitter.com/bothness/status/1396746574638862337
[2] https://warninggraphiccontent.tumblr.com/post/652409376189054976/28-may-2021
[2] https://www.nytimes.com/interactive/2020/us/covid-19-vaccine-doses.html
[2] https://www.nytimes.com/interactive/2021/us/covid-cases.html
[2] https://kottke.org/21/05/when-a-raindrop-falls-in-the-us-where-does-it-end-up
[1] https://www.nytimes.com/2021/05/24/us/politics/biden-reporter-data-seizures.html
[1] https://theintercept.com/2021/04/13/reality-winner-julian-assange-journalism-whistleblowers/
[1] https://brief19.com/2021/05/24/brief/some-vaccine-sites-have-closed-complicating-the-march-towards-the-end-of-the-pandemic
[1] https://twitter.com/charles_gaba/status/1396569811010863104
[1] https://protect-public.hhs.gov/pages/hospital-utilization

Top URLs in Tweet in G9:
[1] https://humanevents.com/2021/05/27/poof-epa-disappears-more-data-inconvenient-to-their-climate-change-narrative/

Top URLs in Tweet in G10:
[8] https://veribulteni.voyd.org.tr/e-book/
[6] https://mailchi.mp/6df7edbc02fa/veri-bulteni_133
[3] http://www.verigazeteciligi.com/veri-gorsellestirme-kataloglari/
[2] https://mailchi.mp/543db6380f77/veri-bulteni_132
[2] https://mailchi.mp/e8276ca9548b/veri-bulteni
[2] http://www.verigazeteciligi.com/veri-kazima-araclari-sunumlari/
[2] https://gijn.org/2021/05/26/how-to-use-data-journalism-to-cover-war-and-conflict/
[1] https://blogs.microsoft.com/on-the-issues/2021/05/05/education-open-data-challenge-awards-2021/
[1] https://datavizcatalogue.com/TR/
[1] https://twotone.io/

Top Domains
Top Domains in Tweet in Entire Graph:
[150] twitter.com
[80] gijn.org
[30] journalismcourses.org
[25] earthjournalism.net
[21] myworkdayjobs.com
[21] datacenterfrontier.com
[20] youtube.com
[19] voxeurop.eu
[14] ilpost.it
[13] medium.com

Top Domains in Tweet in G1:
[62] gijn.org
[19] voxeurop.eu
[5] dw.com
[3] twitter.com
[3] ijnet.org
[3] tiny.cc
[3] oxpeckers.org
[2] dri.ie
[2] earthjournalism.net
[1] mediatechhub.ke

Top Domains in Tweet in G2:
[29] journalismcourses.org
[15] myworkdayjobs.com
[6] twitter.com
[6] uclacovidbehindbars.org
[4] robotwritersai.com
[3] latamjournalismreview.org
[3] pulitzercenter.org
[2] propublica.org
[1] humdata.org
[1] youtube.com

Top Domains in Tweet in G3:
[3] aljazeera.com
[1] mappingpoliceviolence.org

Top Domains in Tweet in G4:
[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] mixcloud.com

Top Domains in Tweet in G5:
[12] twitter.com
[6] kingsjournalism.com
[2] theglobeandmail.com
[1] caj.ca
[1] newswire.ca
[1] thestar.com

Top Domains in Tweet in G7:
[5] aalto.fi
[4] myworkdayjobs.com
[2] twitter.com
[1] ft.com
[1] org.uk
[1] github.io
[1] nzz.ch

Top Domains in Tweet in G8:
[7] twitter.com
[5] nytimes.com
[2] tumblr.com
[2] kottke.org
[1] theintercept.com
[1] brief19.com
[1] hhs.gov
[1] vaccines.gov
[1] usa.gov
[1] samlearner.com

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

Top Domains in Tweet in G10:
[10] mailchi.mp
[9] org.tr
[9] verigazeteciligi.com
[7] twitter.com
[3] gijn.org
[1] microsoft.com
[1] datavizcatalogue.com
[1] twotone.io
[1] anchor.fm
[1] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[224] ddj
[118] georgefloyd
[59] journalism
[45] data
[44] wildeye
[41] dataviz
[23] datajournalism
[19] dataharvest
[17] tmmtpodcast
[17] europepass



Top Hashtags in Tweet in G1:
[59] ddj
[44] wildeye
[14] fishing
[9] deforestation
[7] palmoil
[6] datajournalism
[6] meettheinvestigators
[6] palmöl
[6] abholzung
[5] indonesia

Top Hashtags in Tweet in G2:
[11] journalists
[10] ddj
[10] journalism
[7] data
[5] underreported
[5] grants
[3] mooc
[3] training
[2] colombia
[2] technology

Top Hashtags in Tweet in G3:
[117] georgefloyd
[3] ddj
[1] dataviz
[1] bigdeal

Top Hashtags in Tweet in G4:
[11] ddj
[8] journalism
[3] pioneer
[3] dj
[3] stockmarket
[2] hassmessen
[2] opendata
[2] housemusic
[2] pioneerdj
[2] wedding

Top Hashtags in Tweet in G5:
[14] cajawards
[2] journalism
[1] cdnmedia
[1] cdnfoi
[1] dataj

Top Hashtags in Tweet in G7:
[11] dataviz
[9] ddj
[4] vk21
[2] journalism
[1] aalto
[1] data
[1] climatechange
[1] infodesign

Top Hashtags in Tweet in G8:
[12] ddj
[9] dataviz
[6] data
[3] opengov
[3] opendata
[2] datajournalism
[1] covid19

Top Hashtags in Tweet in G9:
[1] bigtech
[1] conspiracytheory

Top Hashtags in Tweet in G10:
[26] ddj
[6] freelancers
[6] fjassembly
[5] dataviz
[4] açıkveri
[4] verigörselleştirme
[4] chartchat
[4] rstats
[3] datajournalism
[2] veriokuryazarlığı

Top Words
Top Words in Tweet in Entire Graph:
[1571] data
[1145] journalism
[224] #ddj
[205] people
[157] year
[141] journalists
[134] caj
[127] gijn
[123] police
[121] death

Top Words in Tweet in G1:
[204] data
[120] gijn
[107] journalism
[72] conflict
[59] #ddj
[44] #wildeye
[41] investigation
[38] cover
[37] war
[35] use

Top Words in Tweet in G2:
[174] data
[110] journalism
[49] analysis
[48] jkeefe
[45] course
[39] techniques
[37] class
[36] online
[29] register
[29] visualization

Top Words in Tweet in G3:
[117] 068
[117] people
[117] killed
[117] police
[117] death
[117] #georgefloyd
[117] year
[117] ago
[117] average
[117] three

Top Words in Tweet in G4:
[106] data
[92] journalism
[12] news
[11] #ddj
[9] yang
[9] more
[9] media
[8] #journalism
[7] journalists
[6] looking

Top Words in Tweet in G5:
[129] caj
[101] journalism
[96] data
[35] twitter
[34] award
[23] kingsjournalism
[21] finalists
[20] edtubb
[19] tonight
[19] chat

Top Words in Tweet in G6:
[64] twitter
[64] normally
[64] suspends
[64] user
[64] accounts
[64] suspecting
[64] manupilated
[64] data
[64] trying
[64] fabricate

Top Words in Tweet in G7:
[52] data
[46] journalism
[36] nyc
[31] visual
[28] team
[27] christinezhang
[25] storytelling
[23] graphics
[23] journalist
[19] job

Top Words in Tweet in G8:
[25] data
[18] journalism
[12] #ddj
[9] #dataviz
[9] office
[9] national
[9] statistics
[8] ons
[7] excellent
[7] economic

Top Words in Tweet in G9:
[4] johnson_wrjohn1
[4] friendsoscience
[4] willard1951
[4] martinbrampton
[4] ianbrow97534170
[4] markhin83862722
[4] keillerdon
[4] markp1950
[3] abindependence

Top Words in Tweet in G10:
[41] veri
[31] data
[27] journalism
[26] #ddj
[19] için
[16] voydorg
[15] ve
[13] görselleştirme
[12] theeconomist
[11] reddit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[681] data,journalism
[118] 068,people
[118] people,killed
[118] killed,police
[118] police,death
[118] death,#georgefloyd
[118] #georgefloyd,year
[118] year,ago
[118] ago,average
[118] average,three

Top Word Pairs in Tweet in G1:
[82] data,journalism
[37] cover,war
[37] war,conflict
[28] newsworthy,statistics
[28] widely,available
[26] journalism,cover
[24] hong,kong
[23] use,data
[23] journalism,show
[23] show,trends

Top Word Pairs in Tweet in G2:
[92] data,journalism
[27] analysis,visualization
[23] online,course
[18] hands,data
[18] still,time
[17] data,analysis
[16] journalism,skills
[15] journalism,newyorker
[15] newyorker,join
[15] join,team

Top Word Pairs in Tweet in G3:
[117] 068,people
[117] people,killed
[117] killed,police
[117] police,death
[117] death,#georgefloyd
[117] #georgefloyd,year
[117] year,ago
[117] ago,average
[117] average,three
[117] three,killings

Top Word Pairs in Tweet in G4:
[48] 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 G5:
[85] data,journalism
[17] charles,bury
[17] bury,award
[16] award,given
[16] given,those
[16] those,made
[16] made,significant
[16] significant,contribution
[16] contribution,canadian
[16] canadian,journalism

Top Word Pairs in Tweet in G6:
[64] twitter,normally
[64] normally,suspends
[64] suspends,user
[64] user,accounts
[64] accounts,suspecting
[64] suspecting,manupilated
[64] manupilated,data
[64] data,trying
[64] trying,fabricate
[64] fabricate,inquiry

Top Word Pairs in Tweet in G7:
[45] data,journalism
[25] visual,storytelling
[25] storytelling,team
[23] graphics,journalist
[18] nyc,data
[18] journalism,job
[18] job,come
[18] come,work
[18] work,ftdata's
[18] ftdata's,visual

Top Word Pairs in Tweet in G8:
[16] data,journalism
[9] office,national
[9] national,statistics
[7] piece,data
[6] week's,#dataviz
[6] uk,office
[6] statistics,publishing
[6] publishing,localized
[6] localized,'scrollytelling'
[6] 'scrollytelling',data

Top Word Pairs in Tweet in G9:
[4] johnson_wrjohn1,friendsoscience
[4] friendsoscience,willard1951
[4] willard1951,martinbrampton
[4] martinbrampton,ianbrow97534170
[4] ianbrow97534170,markhin83862722
[4] markhin83862722,keillerdon
[4] keillerdon,markp1950
[3] abindependence,johnson_wrjohn1

Top Word Pairs in Tweet in G10:
[13] veri,görselleştirme
[12] data,journalism
[8] veri,bülteni
[8] sayısıyla,yayında
[8] yayında,co
[8] tüm,sayılara
[8] sayılara,ulaşmak
[8] ulaşmak,için
[8] için,bültene
[8] veri,gazeteciliği

Top Replied-To
Top Replied-To in Entire Graph:
@natesilver538
@shekhargupta
@ndtv
@sanket
@payalmehta100
@frankelavsky
@rahulgandhi
@bdutt
@cgasparino
@yngwia23

Top Replied-To in G1:
@business
@suzannelynch1
@akhileshsharma1
@carolinekhene
@ankitgu00473100

Top Replied-To in G2:
@pulitzercenter
@athertonkd
@bcatmonitoring
@aleszubajak

Top Replied-To in G5:
@pasiekaonpol

Top Replied-To in G7:
@micknicholson9
@infowetrust
@jonrmcclure
@simonscarr
@abolitionu

Top Replied-To in G8:
@whcos

Top Replied-To in G9:
@johnson_wrjohn1

Top Replied-To in G10:
@jwyg

Top Mentioned
Top Mentioned in Entire Graph:
@gijn
@haddadme
@caj
@khamandhokia
@jkeefe
@milos_agathon
@scotthech
@wildeye_news
@shishirgoup
@edjnet

Top Mentioned in G1:
@gijn
@wildeye_news
@edjnet
@m0bilerep0rter
@voxeurop
@gijnafrica
@forests_finance
@greenpeaceeu
@sricchia
@earthjournalism

Top Mentioned in G2:
@jkeefe
@knightcenterut
@jcourses
@newyorker
@lainnafader
@pulitzercenter
@buzzfeed
@angelafritz
@humdata
@latamjournalism

Top Mentioned in G3:
@haddadme
@ajlabs
@ajenglish
@pulitzercenter

Top Mentioned in G4:
@patriciakahanap
@jamesbreiner

Top Mentioned in G5:
@caj
@kingsjournalism
@edtubb
@tom_cardoso
@mckiedavid
@kt_pedersen
@fvjones
@fatimabsyed
@globeandmail
@ukings

Top Mentioned in G6:
@khamandhokia
@nidhi

Top Mentioned in G7:
@christinezhang
@ftdata
@theboysmithy
@vizknowledge
@claire_bushey
@martinstabe
@jburnmurdoch
@financialtimes
@reutersgraphics
@infowetrust

Top Mentioned in G8:
@ons
@nytgraphics
@digiphile
@structstories
@warninggraphicc
@reutersgraphics
@nprviz
@p_surridge
@jonathanboys
@hhsgov

Top Mentioned in G9:
@friendsoscience
@willard1951
@martinbrampton
@ianbrow97534170
@markhin83862722
@keillerdon
@markp1950
@abindependence
@johnson_wrjohn1
@mhehedzherting

Top Mentioned in G10:
@voydorg
@theeconomist
@reddit
@ejcnet
@dagmedyaveri
@_rospearce
@duc_qn
@dataisbeautiful
@acotgreave
@gijn

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

Top Tweeters in G1:
@business
@nytimes
@spsot
@washingtonpost
@bquest_shipsco_
@wsj
@scmpnews
@prison_health
@ft
@pmihail1

Top Tweeters in G2:
@bexxmodd
@justwhatnowwhy
@beckyrae12345
@artificialbra1n
@dwatchnews
@buzzfeed
@pcdnetwork
@the404code
@krikalitika
@sejorg

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

Top Tweeters in G4:
@knittingknots
@jchapman1729
@feed_stocks
@patwhite70
@stock_market_pr
@journalismjobs
@estate4
@kamarulbahrin
@conservative_ja
@alduque

Top Tweeters in G5:
@globeandmail
@meeksvs
@terpsichore_los
@torontostar
@robinedgar
@rodmickleburgh
@picardonhealth
@elleandrawarner
@markusoff
@mantrabus

Top Tweeters in G6:
@restlesspundit
@modhgil
@consist3r
@chirpy175
@hindu108
@ganga645
@sunnysingh695
@pankajtiwari051
@snjyrajguru
@sangimangi5

Top Tweeters in G7:
@jackalsbynight
@joshspero
@financialtimes
@itsgeorgekamau
@hrbrmstr
@mfouquenet
@tayos02
@jburnmurdoch
@mjrichardson_to
@_creativeaccess

Top Tweeters in G8:
@cnn
@zdnet
@marxculture
@digiphile
@bbbcccnnn
@puppet_prince_
@nigelwallis
@baltomel
@cdcgov
@cholten99

Top Tweeters in G9:
@tea4gunssc
@ronnieressler
@friendsoscience
@donahugh216
@ecowarriorss
@suekings35
@no2wind
@jaggermickoz
@jedward02
@ozhomeschool

Top Tweeters in G10:
@rstatstweet
@theeconomist
@cjmitra
@reddit
@rstats4ds
@rstats_tweets
@emresaklica
@urbanhobbit
@pinardag
@nicolemark_