civictech, Twitter, 2/27/2020 3:38:13 AM, 221986


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civictech_2020-02-26_18-36-00.xlsx
civictech_2020-02-26_18-36-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 27, 2020
Short Description:
civictech via NodeXL http://bit.ly/2VprROz
@citizenlabco
@open_eugene
@codeforpdx
@annegaelc
@virgiledeville
@usds
@codeforamerica
@civictechguide
@participatory
@codeforfr

Top hashtags:
#civictech
#govtech
#opendata
#stateandlocal
#tech
#ai
#cybersecurity
#security

Description:
Description
The graph represents a network of 1,141 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, 27 February 2020 at 02:36 UTC.

The requested start date was Thursday, 27 February 2020 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, 12-hour, 23-minute period from Thursday, 13 February 2020 at 02:12 UTC to Wednesday, 26 February 2020 at 14:35 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 : 1141
Unique Edges : 1684
Edges With Duplicates : 564
Total Edges : 2248
Number of Edge Types : 4
MentionsInRetweet : 1451
Tweet : 258
Mentions : 509
Replies to : 30
Self-Loops : 258
Reciprocated Vertex Pair Ratio : 0.0605693519079346
Reciprocated Edge Ratio : 0.114220445459737
Connected Components : 129
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 625
Maximum Edges in a Connected Component : 1526
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.511897
Graph Density : 0.00134615680305057
Modularity : 0.675374
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 1,141 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, 27 February 2020 at 02:36 UTC.

The requested start date was Thursday, 27 February 2020 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, 12-hour, 23-minute period from Thursday, 13 February 2020 at 02:12 UTC to Wednesday, 26 February 2020 at 14:35 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:
[30] https://www.citizenlab.co/future-of-democracy?utm_source=twitter&utm_medium=smo&utm_campaign=future_dem
[18] https://www.nytimes.com/aponline/2020/02/17/technology/bc-us-tec-code-for-america.html
[15] https://www.eventbrite.com/e/nyc-school-of-data-2020-tickets-92389440303
[14] https://techtalks.codefor.nl
[13] https://tictec.mysociety.org/2020
[12] https://www.meetup.com/fr-FR/codeforfrance/events/268982988/
[12] https://decidim.org/
[9] http://neverstop.co/summer-2020-accelerator-applications-now-open/
[8] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[8] https://gizmodo.com/canadian-privacy-commissioners-to-investigate-creepy-fa-1841841033#govtech

Top URLs in Tweet in G1:
[27] https://www.citizenlab.co/future-of-democracy?utm_source=twitter&utm_medium=smo&utm_campaign=future_dem
[13] https://tictec.mysociety.org/2020
[8] https://www.citizenlab.co/nl/toekomst-digitale-democratie?utm_source=twitter&utm_medium=smo&utm_campaign=future_dem_nl
[4] https://twitter.com/citizenlabco/status/1229686440210157569
[3] https://mk0mitgovlab6m5p3m06.kinstacdn.com/wp-content/uploads/2020/02/Grassroot-MIT-GOVLAB_Draft-Brief-2020.pdf
[3] https://www.citizenlab.co/blog/e-gouvernement/entretien-avec-paula-forteza/?lang=fr&utm_source=twitter&utm_medium=smo&utm_campaign=future_dem_fr
[2] https://twitter.com/bjpols/status/1228260150202576896
[2] https://tictec.mysociety.org/2020#register
[2] https://www.wired.co.uk/article/government-technology
[1] https://twitter.com/nesta_uk/status/1229778599483510784

Top URLs in Tweet in G2:
[14] https://www.eventbrite.com/e/nyc-school-of-data-2020-tickets-92389440303
[3] https://www.eventbrite.com/e/nyc-open-data-week-intro-to-the-nyc-benefits-platform-tickets-92769093857
[2] https://civictech.guide/listing-category/bots/
[2] https://civictech.guide/
[1] https://twitter.com/rosekue/status/1088464451504951296
[1] https://civictechfield.wpengine.com/
[1] https://civictech.guide/listing/issuevoter/
[1] https://civictech.guide/listing/justfix/
[1] https://codingitforward.us15.list-manage.com/subscribe?u=9254473a71d61ff7556fa5215&id=d4710348b9
[1] https://twitter.com/BetaNYC/status/1224354886034345990

Top URLs in Tweet in G3:
[18] https://www.nytimes.com/aponline/2020/02/17/technology/bc-us-tec-code-for-america.html
[5] https://www.digital.gov/
[3] https://www.eventbrite.com/e/impact-at-scale-from-big-tech-to-civic-tech-tickets-93862863351
[1] https://www.codeforamerica.org/summit/career-event
[1] https://twitter.com/OnTheVrgeOf/status/1229833515539353609
[1] http://techpresident.com/news/25239/new-us-digital-service-looks-avoid-it-catastrophes
[1] https://www.v-dem.net/en/news/disinformation-taiwan-international-versus-domestic-perpetrators/
[1] https://twitter.com/barackobama/status/1227337897692495873
[1] https://gocode.colorado.gov
[1] https://twitter.com/EmilyTav/status/1229987443778215936

Top URLs in Tweet in G4:
[3] https://www.eventbrite.com/e/st-hack-tricks-day-tickets-83849067819
[2] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Oklahoma-City-Seeks-First-Innovation-Officer.html
[2] https://democracylab.org/index/?section=AboutProject&id=281
[2] https://medium.com/code-for-all/code-for-all-dispatch-february-2020-edition-52262f372ea6
[2] https://twitter.com/codeforabq/status/1231594310572937222
[2] https://www.meetup.com/Code-for-ABQ/events/268912591
[2] https://tfsg.code4.ro/ro/hackday/
[1] https://okt.to/n6s2KH
[1] https://www.codeforamerica.org/summit/agenda
[1] https://democracylab.org/index/?section=AboutProject&id=149

Top URLs in Tweet in G5:
[4] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Oklahoma-City-Seeks-First-Innovation-Officer.html
[3] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Dashboard-Visualizes-Census-Hiring.html
[3] https://www.govtech.com/biz/UrbanFootprint-Announces-115M-in-New-Funding-for-Expansion.html
[1] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Cities-States-Ramp-Up-Census-Work.html?utm_term=READ
[1] MORE&utm_campaign=Massachusetts
[1] Pursues
[1] Its
[1] Own
[1] Route
[1] to

Top URLs in Tweet in G6:
[12] https://decidim.org/
[3] https://decidim.org/blog/es/2020-02-06-becas-para-desarrolladoras-decidimfem-dev-programme/
[2] https://www.meetup.com/fr-FR/codeforfrance/events/268982988/
[1] https://decidim.org/blog/en/2020-02-06-developers-grant-decidimfem-dev-programme/

Top URLs in Tweet in G7:
[7] https://medium.com/civictech/apply-for-these-opportunities-in-february-e8a13375b06e
[6] http://civictech.africa/ctif20/
[6] https://medium.com/civictech/expression-of-interest-showcase-your-innovative-civic-tech-project-at-ctif2020-2e3853807235
[5] https://www.quicket.co.za/events/87515-jamfest-2020-and-ctin-2020-byjamlab-and-the-civic-tech-innovation-network/#/
[4] https://medium.com/civictech/save-the-date-civic-tech-innovation-forum-2020-to-held-this-march-2f630201a2a8
[2] https://mk0mitgovlab6m5p3m06.kinstacdn.com/wp-content/uploads/2020/02/Grassroot-MIT-GOVLAB_Draft-Brief-2020.pdf
[2] https://medium.com/civictech/innovation-q-a-ctif2020-keynote-speaker-al-kags-5a8502cc85b6
[1] https://mitgovlab.org/updates/designing-social-impact-metrics-for-civic-technology/
[1] https://mitgovlab.org/results/a-novel-approach-to-civic-pedagogy-training-grassroots-organizers-on-whatsapp/
[1] https://www.huffpost.com/entry/digital-activism-comes-of-age-technology-is-creating_b_590b498ae4b046ea176ae884

Top URLs in Tweet in G8:
[2] https://www.slideshare.net/codeforjapan/code-for-japan-227910934
[2] https://hackbaltimore.io
[2] https://www.smartcitiesdive.com/news/philadelphia-open-data-portal-survey-community-engagement/571620/
[1] https://twitter.com/tatianatmac/status/1227861640034447360
[1] https://medium.com/@efipm/10-civictech-use-cases-a-tour-around-the-world-f9b33f2a4ba5
[1] https://www.newamerica.org/political-reform/reports/global-answers-local-problems-lessons-civically-engaged-cities/
[1] https://placesjournal.org/article/post-it-note-city/
[1] https://www.wired.co.uk/article/government-technology
[1] http://ourdatafutures.ca
[1] https://twitter.com/tcm/status/1229193827401052161

Top URLs in Tweet in G9:
[2] https://www.cityinnovate.com/challenge
[2] https://www.cityinnovate.com/challenge/improve-resident-connections-to-people-information-and-place-during-the-transformation-of-three-public-housing-communities
[2] https://muni.opentransit.city/
[1] https://www.eventbrite.com/e/bay-area-open-data-day-census-2020-tickets-90723860509?utm_content=118292101&utm_medium=social&utm_source=twitter&hss_channel=tw-2613083269
[1] http://bit.ly/38wpj4R
[1] https://twitter.com/devmissionorg/status/1232138236744609795
[1] https://www.calcareers.ca.gov/CalHrPublic/Jobs/JobPosting.aspx?JobControlId=192057
[1] https://twitter.com/CAGovOps/status/1226982709290913793

Top URLs in Tweet in G10:
[10] https://www.meetup.com/fr-FR/codeforfrance/events/268982988/
[2] https://www.carenews.com/fr/news/axel-dauchez-make-org-c-est-le-job-de-ma-vie
[2] http://www.make.org/
[2] https://www.google.com/url?rct=j&sa=t&url=https://bfmbusiness.bfmtv.com/mediaplayer/video/axel-dauchez-make-org-les-civic-tech-au-secours-de-notre-sante-1502-1222896.html&ct=ga&cd=CAIyGWIyY2U5MWVkMjVmZjc1NWE6ZnI6ZnI6RlI&usg=AFQjCNGVYVDiWUFJjpv5cm_bV94Kj6eLpg
[1] https://twitter.com/osmontrouge/status/1230492300985262082
[1] https://twitter.com/OpenSourcePol/status/1227963471146504192
[1] https://www.citizenlab.co/future-of-democracy?utm_source=twitter&utm_medium=smo&utm_campaign=future_dem

Top Domains
Top Domains in Tweet in Entire Graph:
[81] twitter.com
[48] citizenlab.co
[42] codefor.nl
[35] eventbrite.com
[35] medium.com
[18] nytimes.com
[17] meetup.com
[17] govtech.com
[17] mysociety.org
[16] decidim.org

Top Domains in Tweet in G1:
[45] citizenlab.co
[17] mysociety.org
[11] twitter.com
[3] kinstacdn.com
[2] govtech.com
[2] co.uk
[1] wpengine.com
[1] meetup.com

Top Domains in Tweet in G2:
[17] eventbrite.com
[6] civictech.guide
[5] twitter.com
[1] wpengine.com
[1] list-manage.com
[1] forms.fm
[1] github.io
[1] wearefuturegov.com
[1] schoolofdata.nyc

Top Domains in Tweet in G3:
[18] nytimes.com
[5] digital.gov
[3] eventbrite.com
[3] twitter.com
[1] codeforamerica.org
[1] techpresident.com
[1] v-dem.net
[1] colorado.gov
[1] abhinemani.com

Top Domains in Tweet in G4:
[6] twitter.com
[5] eventbrite.com
[4] democracylab.org
[3] medium.com
[3] code4.ro
[2] govtech.com
[2] codeforamerica.org
[2] meetup.com
[1] okt.to
[1] transparency-initiative.org

Top Domains in Tweet in G5:
[13] govtech.com
[1] monithon.it
[1] citizenlab.co
[1] twitter.com

Top Domains in Tweet in G6:
[16] decidim.org
[2] meetup.com

Top Domains in Tweet in G7:
[22] medium.com
[7] civictech.africa
[5] co.za
[2] mitgovlab.org
[2] kinstacdn.com
[1] huffpost.com
[1] economist.com

Top Domains in Tweet in G8:
[6] twitter.com
[6] ne.jp
[2] slideshare.net
[2] hackbaltimore.io
[2] smartcitiesdive.com
[1] medium.com
[1] newamerica.org
[1] placesjournal.org
[1] co.uk
[1] ourdatafutures.ca

Top Domains in Tweet in G9:
[4] cityinnovate.com
[2] opentransit.city
[2] twitter.com
[1] eventbrite.com
[1] bit.ly
[1] ca.gov

Top Domains in Tweet in G10:
[10] meetup.com
[2] twitter.com
[2] carenews.com
[2] make.org
[2] google.com
[1] citizenlab.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[791] civictech
[181] govtech
[92] opendata
[62] stateandlocal
[55] tech
[52] ai
[50] cybersecurity
[50] security
[43] tictec
[40] fintech



Top Hashtags in Tweet in G1:
[69] civictech
[45] tech
[36] tictec
[29] citizenparticipation
[27] democracy
[13] govtech
[12] participationcitoyenne
[9] digitaldemocracy
[8] burgerparticipatie
[5] reykjavik

Top Hashtags in Tweet in G2:
[88] civictech
[51] opendata
[24] servicedesign
[18] nycopendataweek
[13] govtech
[9] hackleague
[4] data
[4] curious
[3] civictechfieldguide
[2] climatecrisis

Top Hashtags in Tweet in G3:
[35] civictech
[5] valentinesday
[5] love
[4] govtech
[2] digital
[2] opendata
[1] technology
[1] ruleoflaw
[1] firstbranch
[1] democracy

Top Hashtags in Tweet in G4:
[56] civictech
[10] code4romania
[8] kathmandu
[7] techforgood
[6] civiclabs
[5] cfasummit
[5] tech
[5] glh2020
[5] tictec
[4] govtech

Top Hashtags in Tweet in G5:
[26] monitutor
[15] civictech
[11] govtech
[7] stateandlocal
[4] opendata
[2] tech
[1] techtuesday
[1] technology
[1] technews
[1] techforgood

Top Hashtags in Tweet in G6:
[15] floss
[12] grants
[7] civictech
[2] opensource
[2] opengov
[2] grant
[1] womeninscience
[1] womeninstemm

Top Hashtags in Tweet in G7:
[22] ctif2020
[19] civictech
[15] civictechafrica
[5] jamfest
[1] tictec

Top Hashtags in Tweet in G8:
[33] civictech
[3] govtech
[3] putonthecape
[3] civichackersunite
[3] mybmore
[3] opendata
[2] codeforjapan
[2] data
[2] privacy
[2] hackbaltimore

Top Hashtags in Tweet in G9:
[21] data
[21] california
[15] civictech
[7] govtech
[5] communications
[5] healthandhumanservices
[4] residentengagement
[2] processimprovement
[2] digitization
[2] stir

Top Hashtags in Tweet in G10:
[27] civictech
[10] opensource
[10] opengov
[7] municipales2020
[6] entretien
[6] entrepreneur
[1] opendata
[1] changenow2020
[1] ess
[1] franceconnect

Top Words
Top Words in Tweet in Entire Graph:
[1030] Words in Sentiment List#1: Positive
[224] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[30795] Non-categorized Words
[32049] Total Words
[790] #civictech
[193] join
[181] #govtech
[156] data
[112] public

Top Words in Tweet in G1:
[68] #civictech
[45] #tech
[41] paper
[41] participatory
[40] democracy
[40] citizenlabco
[37] co
[36] #tictec
[33] tech
[32] great

Top Words in Tweet in G2:
[88] #civictech
[71] data
[57] nyc
[51] #opendata
[50] nyc's
[48] school
[45] year
[44] event
[40] interactive
[37] betanyc

Top Words in Tweet in G3:
[60] usds
[41] join
[35] public
[35] service
[35] 10
[35] cat_zakrzewski
[35] #civictech
[33] conversation
[32] considered
[32] tour

Top Words in Tweet in G4:
[56] #civictech
[31] codeforamerica
[31] join
[21] looking
[20] make
[18] things
[18] march
[16] work
[16] code4romania
[14] next

Top Words in Tweet in G5:
[26] #monitutor
[26] guide
[25] funding
[24] citizens
[24] project
[23] working
[23] online
[23] evaluating
[23] effectiveness
[23] public

Top Words in Tweet in G6:
[43] digitalfems
[33] free
[33] lance
[33] 10
[24] decidim_org
[22] becas
[22] remuneradas
[22] desarrolladoras
[22] código
[22] eres

Top Words in Tweet in G7:
[33] interested
[24] conference
[23] people
[22] civic
[22] #ctif2020
[22] come
[22] join
[22] technologies
[22] enable
[22] better

Top Words in Tweet in G8:
[33] #civictech
[6] data
[6] more
[5] 2020
[5] tech
[4] excited
[4] city
[3] japan
[3] civic
[3] #govtech

Top Words in Tweet in G9:
[42] fantastic
[31] help
[22] data
[22] joybonaguro
[21] #data
[21] leadership
[21] opportunity
[21] #california
[21] bring
[21] partner

Top Words in Tweet in G10:
[27] #civictech
[13] codeforfr
[11] france
[10] save
[10] date
[10] 19
[10] mars
[10] atelier
[10] open
[10] mic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[91] #civictech,#govtech
[50] #cybersecurity,#stateandlocal
[50] #stateandlocal,#security
[50] #civictech,#opendata
[49] event,year
[49] nyc,school
[49] school,data
[46] #security,#civictech
[44] year,nyc
[42] #govtech,#cybersecurity

Top Word Pairs in Tweet in G1:
[27] #tech,#citizenparticipation
[27] #citizenparticipation,transform
[27] transform,#democracy
[27] #democracy,co
[27] co,ludrq3znmz
[27] ludrq3znmz,latest
[27] latest,white
[27] white,paper
[26] many,great
[26] citizenlabco,#tech

Top Word Pairs in Tweet in G2:
[48] nyc,school
[48] school,data
[45] #civictech,#opendata
[44] event,year
[44] year,nyc
[40] nyc's,interactive
[40] interactive,#civictech
[34] invited,nyc's
[26] data,close
[23] open,data

Top Word Pairs in Tweet in G3:
[32] considered,tour
[32] tour,public
[32] public,service
[32] service,join
[32] join,10
[32] 10,conversation
[32] conversation,cat_zakrzewski
[32] cat_zakrzewski,washingtonpost
[20] usds,considered
[20] washingtonpost,ma

Top Word Pairs in Tweet in G4:
[13] usds,partnering
[13] partnering,codeforamerica
[13] codeforamerica,host
[13] host,work
[13] work,things
[13] things,matter
[13] matter,join
[13] join,looking
[13] looking,ways
[13] ways,make

Top Word Pairs in Tweet in G5:
[23] working,#monitutor
[23] #monitutor,online
[23] online,guide
[23] guide,citizens
[23] citizens,evaluating
[23] evaluating,effectiveness
[23] effectiveness,public
[23] public,funding
[23] funding,project
[23] project,specific

Top Word Pairs in Tweet in G6:
[33] free,lance
[22] becas,remuneradas
[22] remuneradas,desarrolladoras
[22] desarrolladoras,código
[22] código,decidim_org
[22] decidim_org,eres
[22] eres,free
[22] lance,tienes
[22] tienes,10
[22] 10,semanales

Top Word Pairs in Tweet in G7:
[22] come,join
[22] join,conference
[22] conference,people
[22] people,interested
[22] interested,technologies
[22] technologies,enable
[22] enable,better
[15] #civictech,#civictechafrica
[13] better,services
[13] services,relationships

Top Word Pairs in Tweet in G8:
[3] #civichackersunite,#mybmore
[3] #mybmore,#civictech
[2] エンジニアよ,今こそ社会課題に立ち向かおう
[2] 今こそ社会課題に立ち向かおう,code
[2] code,japan
[2] japan,#civictech
[2] #civictech,#codeforjapan
[2] data,governance
[2] excited,connect
[2] #putonthecape,#hackbaltimore

Top Word Pairs in Tweet in G9:
[21] fantastic,#data
[21] #data,leadership
[21] leadership,opportunity
[21] opportunity,#california
[21] #california,bring
[21] bring,fantastic
[21] fantastic,partner
[21] partner,help
[21] help,build
[21] build,data

Top Word Pairs in Tweet in G10:
[10] save,date
[10] date,19
[10] 19,mars
[10] mars,atelier
[10] atelier,open
[10] open,mic
[10] mic,apéro
[10] apéro,code
[10] code,france
[10] france,#civictech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@usds
@codeforamerica
@participatory
@citizenlabco
@digitalfems
@cat_zakrzewski
@washingtonpost
@betanyc
@davidbruno_ca
@nycsodata

Top Mentioned in G1:
@citizenlabco
@participatory
@mysociety
@citizenlabfr
@paulaforteza
@bjpols
@citizenlabnl
@carole_gaita
@davidlemayian
@publiccodenet

Top Mentioned in G2:
@betanyc
@nycsodata
@nycopportunity
@redmatriz
@songhia
@noneck
@civictechguide
@csforallnyc
@nyu_cusp
@nyutandon

Top Mentioned in G3:
@usds
@cat_zakrzewski
@washingtonpost
@ma
@digiphile
@ap
@codeforamerica
@navapbc
@mattcutts
@quietstormnat

Top Mentioned in G4:
@codeforamerica
@code4romania
@usds
@wef
@codeforall
@bogdanivanel
@digitalrightspk
@blairglencorse
@accountlab
@codeforaus

Top Mentioned in G5:
@monithon
@govtechnews
@u
@cityof
@thegovlab
@ufplatform
@lebowskiana
@uscensusbureau
@tn_sdc
@calpoly

Top Mentioned in G6:
@digitalfems
@decidim_org
@codeforfr

Top Mentioned in G7:
@civictechafrica
@tshimologongit
@grassrootza
@azomer
@participatory
@pollicyorg
@kmoeti
@mitgovlab
@lukesjordan
@fp2p

Top Mentioned in G8:

Top Mentioned in G9:
@joybonaguro
@synchronouscity
@cagovops
@sfbrigade
@kristallakis
@sfgov
@openoakland
@codeforsanjose
@codeforamerica
@cityinnovate

Top Mentioned in G10:
@codeforfr
@make_org
@axeldauchez
@carenewscom
@osmontrouge
@virgiledeville
@flaviedeprez
@liberte_ll
@helenefargues
@_moustachu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@greateranglia
@chidambara09
@cybersec_feeds
@thomasclone
@shoq
@santchiweb
@femtech_
@ttchelps
@washingtonpost

Top Tweeters in G1:
@marxculture
@ingecommissaris
@nanjala1
@alxprince
@sunil_abraham
@jorgealfredo1
@bennosaurus
@puntofisso
@adamamyl
@stommepoes

Top Tweeters in G2:
@susansternberg
@schock
@govloop
@noneck
@dee_mn
@mcinnovative
@_estalindalamar
@nycgov
@casey4bikes
@redmatriz

Top Tweeters in G3:
@shoq
@washingtonpost
@caffeineandhate
@ap
@digiphile
@harrisj
@thesiliconhill
@polypolilive
@james3neal
@sdkstl

Top Tweeters in G4:
@1feralkat
@wef
@womensally
@jag_____
@ewhitmore
@nighatdad
@piacandrews
@miklb
@codeforpdx
@state_scoop

Top Tweeters in G5:
@philadelphiagov
@govtechnews
@air_landscape_x
@giuliowolfe
@napo
@maxgreco
@cornichecorp
@uscensusbureau
@gianlucamisu
@euromedcarrefou

Top Tweeters in G6:
@almu_hs
@victormoral
@mistergough
@goteofunding
@pacogonzalez
@soleguia
@edualter
@marcosmazoni
@tjungpa
@ckohtala

Top Tweeters in G7:
@jefrymakumbe
@amandlamobi
@kojoabroba
@davidsteven
@fp2p
@msisiri
@kmoeti
@popvox
@mit_shass
@kennedy_school

Top Tweeters in G8:
@paco229
@gianlucasgueo
@nonlinear
@rickett_chris
@carolinefan
@thewagencydc
@annholman
@evanwolf
@rlingle
@incho15296

Top Tweeters in G9:
@armanddoma
@spjika
@sfpdit
@gillibits
@baxterkb
@kristallakis
@sfgov
@baytadanks
@patrickbeatty
@katemgarman

Top Tweeters in G10:
@carenewscom
@thomascottinet
@valentinchaput
@axeldauchez
@johanricher
@flaviedeprez
@annegaelc
@virgiledeville
@opensourcepol
@liberte_ll


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