civictech, Twitter, 6/17/2021 8:21:44 PM, 257160


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civictech_2021-06-17_08-16-53.xlsx
civictech_2021-06-17_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 17, 2021
Short Description:
civictech via NodeXL https://bit.ly/3iNrsRJ
@codeforpdx
@cydharrell
@civictechafrica
@codeforamerica
@digiphile
@danachis
@participatory
@thesiliconhill
@delibdemjournal
@pifgov

Top hashtags:
#civictech
#govtech
#opendata
#cofoe
#actecofoe
#localgov
#policing
#thread

Description:
Description
The graph represents a network of 676 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 June 2021 at 15:18 UTC.

The requested start date was Thursday, 17 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 18-hour, 48-minute period from Thursday, 03 June 2021 at 01:30 UTC to Wednesday, 16 June 2021 at 20:19 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 : 676
Unique Edges : 559
Edges With Duplicates : 1205
Total Edges : 1764
Number of Edge Types : 5
Retweet : 446
MentionsInRetweet : 713
Mentions : 332
Replies to : 28
Tweet : 245
Self-Loops : 260
Reciprocated Vertex Pair Ratio : 0.0827338129496403
Reciprocated Edge Ratio : 0.152823920265781
Connected Components : 127
Single-Vertex Connected Components : 43
Maximum Vertices in a Connected Component : 187
Maximum Edges in a Connected Component : 726
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.995562
Graph Density : 0.00197896120973044
Modularity : 0.483159
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 676 Twitter users whose tweets in the requested range contained "civictech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 17 June 2021 at 15:18 UTC.

The requested start date was Thursday, 17 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 18-hour, 48-minute period from Thursday, 03 June 2021 at 01:30 UTC to Wednesday, 16 June 2021 at 20:19 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 : civictech
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:
[12] https://www.youtube.com/watch?v=HuYVIKKUZms&feature=youtu.be

[7] https://ccc2021-04.peatix.com/
[6] https://craignewmarkphilanthropies.org
[5] https://twitter.com/mitgovlab/status/1400802992081838080
[5] https://uracimamaps.maps.arcgis.com/apps/View/index.html?appid=ed1794ae8c2b4df689dc0bad1fe2d137&extent=139.8372,35.6235,139.9675,35.6719
[5] https://www.eproval.com/community/the-importance-of-collaboration-and-transparency-in-the-special-event-permitting-process/
[5] https://www.democracylab.org/events/2021-summer-create-a-thon
[4] https://www.govreport.org/digital/what-civic-tech-means-in-2021-an-interview-with-code-for-america-ceo-amanda-renteria/
[4] https://www.eventbrite.com/e/mit-bbl-dont-build-it-a-practical-civic-tech-guide-tickets-156447533785
[4] https://drive.google.com/file/d/1NG_aR_2k3spcoCxm2XGfqP8L0f6BdcWB/view?usp=sharing

Top URLs in Tweet in G1:
[5] https://www.democracylab.org/events/2021-summer-create-a-thon
[4] https://twitter.com/mitgovlab/status/1400802992081838080
[4] https://www.eventbrite.com/e/mit-bbl-dont-build-it-a-practical-civic-tech-guide-tickets-156447533785
[2] https://civictech.guide/adjacent/
[2] https://civictech.guide/
[1] https://www.msn.com/en-us/news/politics/the-technology-202-two-democratic-senators-want-states-to-have-their-own-tech-teams/ar-AAKbWHu
[1] https://ktinboulder.com/2018/05/15/launching-your-state-digital-service/
[1] https://democracylab.org/
[1] https://brigade.codeforamerica.org/
[1] https://codeforamerica.zoom.us/rec/play/sOZEejPgb0Z8jMAbOMHZSxNIIer51P6tLvuODh09l9XqQid8JcdLnNlyhnIy29a6DlXMgyACZYY_HqKb.irEeJQr5KNMExda8?continueMode=true&_x_zm_rtaid=hVEwISR_TmywDWB0asAUdg.1622935081028.4d4c8161423ba72dd51e42747eb17c87&_x_zm_rhtaid=264

Top URLs in Tweet in G2:
[7] https://ccc2021-04.peatix.com/
[2] https://covid19.civictech.chiba.jp/
[2] https://www.computronix.com/posse-enterprise-platform/
[2] https://www.yokohamafc.com/2021/06/15/0900_hometown/
[2] https://indycivichack.hackerearth.com/
[1] https://twitter.com/govtechnews/status/1400416490780758021
[1] https://twitter.com/Tri_EHI/status/1399938255320240130
[1] https://tally.so/r/w2Boew
[1] https://techplay.jp/event/820328?utm_source=event_820328&utm_medium=social&utm_campaign=feed&utm_content=tw0&tp=1
[1] https://www.meetup.com/GovTech-Belgium/

Top URLs in Tweet in G3:
[3] https://govfresh.com/2021/06/register-for-the-government-2021-user-experience-summit/
[2] https://twitter.com/johncutlefish/status/1392943820728246274
[2] https://cydharrell.com/book/
[1] https://cydharrell.com/book
[1] https://twitter.com/Ling_Garcia/status/1402687239667130368
[1] https://twitter.com/peterhartlaub/status/1403736605492277249
[1] https://twitter.com/edyong209/status/1404108138471739393
[1] https://digital.gov/2020/10/16/product-lessons-from-the-front-lines-of-covid-19-civic-tech-response/
[1] https://governmentciomedia.com/listen-michelle-holko-presidential-innovation-fellow-nih
[1] https://www.youtube.com/watch?v=zWjx7X3KeZ8


Top URLs in Tweet in G5:
[4] https://civictech.africa/add-your-initiative/
[4] https://civictech.africa/
[4] https://medium.com/open-data-durban/so-what-is-civic-tech-bf502334490b
[4] https://jamlab.africa/2021/06/07/financing-or-monetising-your-civic-tech-or-journalism-platform-divi/
[3] https://www.mcgovern.org/data-and-society-blog/taking-impact-to-the-next-level-unlocking-data-and-ai-in-nonprofits/
[3] https://reports.changefoundation.org/pandemic-report-2020/
[3] https://podcasts.apple.com/za/podcast/civic-tech-in-africa/id1561784902?i=1000523401150
[3] https://youtu.be/VLNykewSet4
[2] https://civictech.africa/navigating-the-civic-space-during-a-pandemic/
[2] https://jamlab.africa/2021/06/04/navigating-elections-across-africa-during-covid/

Top URLs in Tweet in G6:
[4] https://twitter.com/AssoCivicTechEU/status/1402175596646502402
[1] https://www.go-entrepreneurs.com/fr/paris/
[1] https://get.flui.city/blog/budget-consultation-citoyenne/
[1] https://docs.google.com/forms/d/e/1FAIpQLSe17NqY7Mr7uSnwIcTJMkhmpG4UDLbkJYKbyPYZVALlt7tcPQ/viewform?gxids=7628
[1] https://twitter.com/AssoCivicTechEU/status/1402883922854354944
[1] https://get.flui.city/blog/civic-tech-favorisent-representativite-accessibilite-cnil/
[1] https://event.go-entrepreneurs.com/paris2021/content/replay?searchtext=&page=1
[1] https://get.flui.city/blog/succes-premier-budget-participatif-bertrix-cas-usage/
[1] https://make.org/
[1] https://about.make.org/en/about-us

Top URLs in Tweet in G7:
[4] https://granicus.com/resource/granicus-summer-school-part-1-the-basics-of-solid-gov-marketing-june-10/?&utm_medium=social-organic&utm_source=twitter
[3] https://elgljobs.com/job/1969/communications-specialist/?isBoughtNow=1
[2] https://granicus.com/blog/website-templates-create-better-digital-experiences/?&utm_medium=social-organic&utm_source=twitter
[2] https://granicus.com/resource/lights-off-gov-on-69-webinar/?&utm_medium=social-organic&utm_source=twitter
[2] https://elgl.org/event/gathering-community-feedback-on-short-term-rentals/
[2] https://granicus.com/going-above-and-beyond-to-save-time-money-during-lien-searches-for-coral-gables-fl/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/how-indiana-fssa-kept-crucial-connections-with-childcare-providers-families-during-covid/?&utm_medium=social-organic&utm_source=facebook
[1] https://granicus.com/resource/lights-off-gov-on-69-webinar/?utm_campaign=2021_06_LightsOffGovOn&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/blog/the-future-of-public-meetings/?&utm_medium=social-organic&utm_source=twitter
[1] https://granicus.com/resource/meeting-gaming-regulation-challenges-with-technology/?&utm_medium=social-organic&utm_source=twitter

Top URLs in Tweet in G8:
[1] https://medium.com/civic-tech-thoughts-from-joshdata/so-you-want-to-reform-democracy-7f3b1ef10597?source=linkShare-22092f4fb924-1623850787&_branch_match_id=link-933704751875922342
[1] https://twitter.com/digiphile/status/1405149931019685890
[1] https://www.opensecrets.org/news/2021/06/opensecrets-merger-press-release/
[1] https://twitter.com/rickhasen/status/1400142478410338304
[1] https://twitter.com/documentcloud/status/1402012943265501192
[1] https://medium.com/the-u-s-digital-service/equity-by-design-20-versions-16-people-8-agencies-2-weeks-1-form-to-prevent-evictions-11334e1a59dc
[1] https://slowbuild.substack.com/p/politicians-and-social-privilege
[1] https://twitter.com/aworkinglibrary/status/1401958840300720137

Top URLs in Tweet in G9:
[4] https://www.govreport.org/digital/what-civic-tech-means-in-2021-an-interview-with-code-for-america-ceo-amanda-renteria/
[1] https://rules.house.gov/
[1] https://okt.to/hRPMK1
[1] https://okt.to/7tSIXo
[1] https://okt.to/wLC8iJ
[1] https://rules.house.gov/press-releases/chairman-mcgovern-announces-roundtable-examining-how-technology-can-help-combat
[1] https://twitter.com/RulesDemocrats/status/1403370285735108609
[1] https://hutchstudio.io/
[1] https://www.aspeninstitute.org/publications/building-the-tech-enabled-safety-net/

Top URLs in Tweet in G10:
[3] http://eepurl.com/gim0wr
[3] https://docs.google.com/forms/d/1IO5xzZ2veC5hQ0R7IlHMqHcifgqkD63kCZ7dwf0nspM/edit
[2] https://www.bbc.co.uk/news/amp/technology-54718670
[2] https://www.gov.uk/service-manual/technology/choosing-technology-an-introduction
[1] https://civictech.guide/causes/
[1] https://twitter.com/PoliceRewired/status/1356922882459369473
[1] https://www.reddit.com/r/PoliceRewired
[1] https://civictech.chat/
[1] https://www.policecoders.org/home/data-community
[1] https://twitter.com/PoliceRewired/status/1352601915796799493

Top Domains
Top Domains in Tweet in Entire Graph:
[62] twitter.com
[26] granicus.com
[18] youtube.com
[18] civictech.africa
[11] google.com
[11] arcgis.com
[10] medium.com
[8] civictech.guide
[8] eventbrite.com
[8] computronix.com

Top Domains in Tweet in G1:
[7] civictech.guide
[6] democracylab.org
[4] twitter.com
[4] eventbrite.com
[3] delibdemjournal.org
[1] msn.com
[1] ktinboulder.com
[1] codeforamerica.org
[1] zoom.us
[1] stackoverflow.blog

Top Domains in Tweet in G2:
[8] computronix.com
[7] peatix.com
[6] twitter.com
[5] ne.jp
[2] chiba.jp
[2] taikai.network
[2] fastcompany.com
[2] yokohamafc.com
[2] hackerearth.com
[1] tally.so

Top Domains in Tweet in G3:
[9] twitter.com
[3] cydharrell.com
[3] govfresh.com
[3] digital.gov
[1] governmentciomedia.com
[1] youtube.com
[1] theberylinstitute.org
[1] fcw.com
[1] proudcity.com

Top Domains in Tweet in G5:
[18] civictech.africa
[6] jamlab.africa
[4] medium.com
[4] apple.com
[3] mcgovern.org
[3] changefoundation.org
[3] youtu.be
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G6:
[5] twitter.com
[3] flui.city
[2] go-entrepreneurs.com
[2] make.org
[1] google.com
[1] citipo.com

Top Domains in Tweet in G7:
[26] granicus.com
[3] elgljobs.com
[2] elgl.org
[1] twitter.com

Top Domains in Tweet in G8:
[4] twitter.com
[2] medium.com
[1] opensecrets.org
[1] substack.com

Top Domains in Tweet in G9:
[4] govreport.org
[3] okt.to
[2] house.gov
[1] twitter.com
[1] hutchstudio.io
[1] aspeninstitute.org

Top Domains in Tweet in G10:
[4] twitter.com
[4] gov.uk
[3] eepurl.com
[3] google.com
[2] co.uk
[1] civictech.guide
[1] reddit.com
[1] civictech.chat
[1] policecoders.org
[1] technologyreview.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[516] civictech
[83] govtech
[42] opendata
[26] cofoe
[24] actecofoe
[21] localgov
[21] policing
[16] thread
[15] techforgood
[15] opensource



Top Hashtags in Tweet in G1:
[57] civictech
[10] citizenparticipation
[6] techforgood
[6] bbl
[4] volunteers
[4] opendata
[4] equity
[4] policy
[2] codeforall
[2] demopart

Top Hashtags in Tweet in G2:
[58] civictech
[15] govtech
[14] dataviz
[10] localgov
[10] cio
[10] government
[8] hackathon
[8] gov
[8] stateandlocal
[8] governmentit

Top Hashtags in Tweet in G3:
[31] civictech
[3] govtech
[2] weekendreads
[1] publichealth
[1] civictechservice
[1] digitalhealth
[1] cdf21
[1] diversitystrengthensusall
[1] amplification
[1] localgov

Top Hashtags in Tweet in G4:
[16] thread
[15] civictech
[14] ccitoyennes
[8] abidjan
[8] ouagadougou
[8] bukavu
[8] antananarivo
[4] ecoconsciencetv
[2] afrique
[1] wasexo

Top Hashtags in Tweet in G5:
[38] civictech
[10] tech
[6] innovator
[6] civictechafrica
[6] jamlabmeetup
[5] opendata
[4] initiatives
[4] journalism
[4] media
[3] data

Top Hashtags in Tweet in G6:
[35] civictech
[26] cofoe
[24] actecofoe
[9] thefutureisyours
[2] startup
[2] consultationcitoyenne
[1] goentrepreneurs
[1] entrepreneuriat
[1] localgov
[1] webinar

Top Hashtags in Tweet in G7:
[36] civictech
[35] govtech
[11] govinnovators
[10] civicengagement
[10] digitaltransformation
[8] stateandlocalgov
[7] govdelivery
[6] govcomms
[5] statetech
[5] govleaders

Top Hashtags in Tweet in G8:
[7] civictech
[6] opengov
[2] opendata
[2] ddj
[1] weekendreads

Top Hashtags in Tweet in G9:
[19] civictech
[7] webdesign
[7] webdev
[2] safetynet
[2] foodinsecurity
[1] socialimpact
[1] govtech
[1] humblebundle
[1] css
[1] mysql

Top Hashtags in Tweet in G10:
[32] civictech
[21] policing
[14] opensource
[13] oss
[8] community
[5] hackday
[3] publicsafety
[3] offline
[2] library
[2] vlc

Top Words
Top Words in Tweet in Entire Graph:
[513] #civictech
[87] tech
[83] #govtech
[72] civic
[64] join
[55] digital
[48] build
[46] government
[45] data
[42] #opendata

Top Words in Tweet in G1:
[57] #civictech
[29] lukesjordan
[26] mitgovlab
[25] build
[22] tech
[22] democracylab
[20] digital
[20] deliberative
[17] delibdemjournal
[16] civic

Top Words in Tweet in G2:
[58] #civictech
[15] #govtech
[14] civictech
[14] last
[14] 100
[14] bills
[14] #dataviz
[12] challenge
[12] 22
[12] government

Top Words in Tweet in G3:
[31] #civictech
[18] cydharrell
[12] awards
[11] pifgov
[10] data
[9] leaders
[9] finally
[8] wish
[8] fewer
[8] reason

Top Words in Tweet in G4:
[21] projets
[18] cfimedias
[18] développement
[17] bootcamp
[16] emmanuelganse
[16] abidjan
[16] 14
[16] juin
[16] 2021
[16] #thread

Top Words in Tweet in G5:
[38] #civictech
[33] civic
[28] tech
[25] civictechafrica
[24] africa
[22] impact
[19] data
[18] solutions
[15] organisations
[13] richardgevers

Top Words in Tweet in G6:
[35] #civictech
[26] #cofoe
[25] associvictecheu
[24] #actecofoe
[18] webinar
[9] citizens
[9] #thefutureisyours
[8] engage
[7] future
[7] europe

Top Words in Tweet in G7:
[36] #civictech
[35] #govtech
[24] granicus
[11] #govinnovators
[11] blog
[10] #civicengagement
[10] #digitaltransformation
[9] learn
[8] #stateandlocalgov
[7] #govdelivery

Top Words in Tweet in G8:
[15] digiphile
[11] form
[10] makes
[10] ton
[10] sense
[10] opensecretsdc
[10] merges
[10] moneyinpolitics
[10] looks
[10] nation

Top Words in Tweet in G9:
[21] codeforamerica
[18] #civictech
[8] work
[8] bundle
[8] cohort
[7] amandarenteria
[7] looking
[7] #webdesign
[7] #webdev
[7] humble

Top Words in Tweet in G10:
[32] #civictech
[21] #policing
[14] #opensource
[13] #oss
[12] open
[12] în
[11] public
[9] projects
[9] safety
[9] policing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] civic,tech
[51] #govtech,#civictech
[21] #civictech,#policing
[20] open,data
[16] abidjan,14
[16] 14,juin
[16] juin,2021
[16] 2021,#thread
[16] #thread,aujourd'hui
[16] aujourd'hui,avons

Top Word Pairs in Tweet in G1:
[14] civic,tech
[12] deliberative,democracy
[10] curious,#civictech
[10] #civictech,ups
[10] ups,#citizenparticipation
[10] #citizenparticipation,build
[10] build,app
[10] app,lukesjordan
[10] #civictech,deliberative
[10] lukesjordan,grassrootza

Top Word Pairs in Tweet in G2:
[14] last,100
[14] 100,bills
[14] #dataviz,#civictech
[12] civictech,challenge
[11] challenge,cup
[11] cup,22
[10] #govtech,#civictech
[9] bills,#government
[8] #stateandlocal,#governmentit
[7] サッカー,テクノロジー

Top Word Pairs in Tweet in G3:
[8] wish,fewer
[8] fewer,#civictech
[8] #civictech,leaders
[8] leaders,reason
[8] reason,something
[8] something,similar
[8] similar,cultures
[8] cultures,unusual
[8] unusual,govt
[8] presidential,innovation

Top Word Pairs in Tweet in G4:
[16] abidjan,14
[16] 14,juin
[16] juin,2021
[16] 2021,#thread
[16] #thread,aujourd'hui
[16] aujourd'hui,avons
[16] avons,enfin
[16] enfin,démarré
[16] démarré,bootcamp
[16] bootcamp,développement

Top Word Pairs in Tweet in G5:
[27] civic,tech
[13] impact,open
[13] open,data
[11] data,africa
[10] episode,civic
[10] tech,africa
[10] africa,podcast
[10] podcast,spoke
[10] spoke,richardgevers
[10] richardgevers,impact

Top Word Pairs in Tweet in G6:
[13] associvictecheu,#actecofoe
[9] #cofoe,#civictech
[7] webinar,future
[7] future,europe
[7] europe,450
[7] 450,million
[7] #thefutureisyours,#civictech
[5] #civictech,tools
[5] register,attend
[5] attend,tomorrow's

Top Word Pairs in Tweet in G7:
[29] #govtech,#civictech
[11] granicus,blog
[5] success,story
[5] story,learn
[5] granicus,summer
[5] summer,school
[4] #covidcomms,#vaccinecomms
[4] #civictech,#civicengagement
[4] icymi,granicus
[4] community,feedback

Top Word Pairs in Tweet in G8:
[10] makes,ton
[10] ton,sense
[10] sense,opensecretsdc
[10] opensecretsdc,merges
[10] merges,moneyinpolitics
[10] moneyinpolitics,form
[10] form,looks
[10] looks,nation
[10] nation,pre
[10] pre,eminent

Top Word Pairs in Tweet in G9:
[6] codeforamerica,looking
[6] #civictech,leaders
[5] give,back
[5] tomorrow,ceo
[5] ceo,amandarenteria
[5] amandarenteria,join
[5] join,#civictech
[5] leaders,wearealluma
[5] wearealluma,auntbertha
[5] auntbertha,freshebt

Top Word Pairs in Tweet in G10:
[21] #civictech,#policing
[13] #oss,#civictech
[9] public,safety
[8] #community,#civictech
[5] #opensource,software
[4] glad,share
[4] share,impact
[4] impact,measurement
[4] measurement,framework
[4] framework,citizenlabco

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@civictechafrica
@lukesjordan
@mitgovlab
@codeforamerica
@associvictecheu
@cydharrell
@cfimedias
@delibdemjournal
@grassrootza
@pifgov

Top Mentioned in G1:
@lukesjordan
@mitgovlab
@delibdemjournal
@grassrootza
@opengovhub
@democracylab
@stackoverflow
@iobijr
@civictechafrica
@civictechguide

Top Mentioned in G2:

Top Mentioned in G3:
@cydharrell
@pifgov
@rdodell
@govfresh
@daithioduill
@lukefretwell
@di
@digital_gov
@publicgoodtech
@techqueria

Top Mentioned in G4:
@cfimedias
@emmanuelganse
@samsa_africa
@noharintsafidy
@pimenkolearn
@weuplearning
@ecoconsciencetv
@rolandeaziaka
@tonafa229
@afd_france

Top Mentioned in G5:
@civictechafrica
@richardgevers
@opencitieslabza
@jamlabafrica
@applepodcasts
@msmontsem
@mitgovlab
@lukesjordan
@pollicy
@ayazikaphillip

Top Mentioned in G6:
@associvictecheu
@aberemliysky
@daillencourtl
@novoville
@eu_cor
@eu_eesc
@axeldauchez
@make_org
@fluicity
@helmutscholzmep

Top Mentioned in G7:
@granicus
@cityofolatheks
@elgl50
@idc
@citycoralgables
@emilytav
@corizarek
@nathanielkwong
@beeckcenter
@jessgrondin

Top Mentioned in G8:
@digiphile
@opensecretsdc
@moneyinpolitics
@cfpb
@usds
@joshdata
@skrmhlz
@muckrock
@danachis
@nancyscola

Top Mentioned in G9:
@codeforamerica
@amandarenteria
@humble
@wearealluma
@auntbertha
@freshebt
@pifgov
@jasonshueh
@rulesdemocrats

Top Mentioned in G10:
@policerewired
@citizenlabco
@gdsteam
@wietsevr
@code4moldova
@minbzk
@civictechguide
@lcptuk
@bibryam
@jpagroenen

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@bexxmodd
@cybersecurityn8
@itswanda
@jsta_jp
@discovertech3
@ouestfrance
@ghostdansing

Top Tweeters in G1:
@ghostdansing
@whet
@codeforpdx
@rrichard09
@arthursmid
@mrggibson
@ncdd
@amanda_kass
@benpopper
@mit

Top Tweeters in G2:
@jsta_jp
@hidenews_bot
@japan_fb
@takahiro0129
@ppolitics
@rankvisibility
@pomu_poq
@sarahschacht
@tom2rd
@yokohamafcbot

Top Tweeters in G3:
@itswanda
@sprbrighting
@burritojustice
@may_gun
@hondanhon
@americantejano
@propcazhpm
@cydharrell
@khoney
@sqc0v89xiuwf5nr

Top Tweeters in G4:
@afd_france
@charaf_yarou
@couve
@emmanuelganse
@degnonmelchior
@cfimedias
@ab_benin
@samsafr
@pimenkolearn
@chammagbeha

Top Tweeters in G5:
@africatechie
@ucloudify
@llthingscitizen
@change
@michaelgraaf
@phat_controller
@ayazikaphillip
@colikoos
@cipesaug
@jpafadhali

Top Tweeters in G6:
@eu_commission
@europarl_en
@eu_eesc
@axeldauchez
@eu_cor
@eucouncil
@aberemliysky
@make_org
@janica_y
@dparticipative

Top Tweeters in G7:
@sectest9
@chidambara09
@cybersecurityn8
@rob_parritt
@lovescience15
@elgl50
@nevadadot
@paulmerrill207
@jontybradley
@granicus

Top Tweeters in G8:
@digiphile
@revolp
@james3neal
@muckrock
@opensecretsdc
@danachis
@colinenpraxis
@nancyscola
@maalcala
@joshdata

Top Tweeters in G9:
@thesiliconhill
@frontendlovebot
@ryanko
@codeforamerica
@humble
@amandarenteria
@dustinbpalmer
@artfuldodger183
@auntbertha
@wearealluma

Top Tweeters in G10:
@discovertech3
@opensource_orgs
@diez_moldova
@scibot6
@skicrampons
@jpagroenen
@josemgpereira
@gdsteam
@lcptuk
@minbzk