civictech, Twitter, 10/31/2019 9:19:58 PM, 214938


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civictech_2019-10-31_14-12-02.xlsx
civictech_2019-10-31_14-12-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 31, 2019
Short Description:
civictech via NodeXL http://bit.ly/2JSXDgr
@code4ca
@codeforamerica
@codeforpdx
@cityinnovate
@obs_ct
@civictechfr
@mysociety
@phat_controller
@abhinemani
@civictechafrica

Top hashtags:
#civictech
#govtech
#brigadecongress
#opendata
#stir
#cfabrigade
#hackathon

Description:
Description
The graph represents a network of 1,351 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, 31 October 2019 at 21:12 UTC.

The requested start date was Thursday, 31 October 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 1-minute period from Thursday, 17 October 2019 at 00:06 UTC to Wednesday, 30 October 2019 at 22:07 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 : 1351
Unique Edges : 2189
Edges With Duplicates : 683
Total Edges : 2872
Number of Edge Types : 3
Mentions : 2538
Tweet : 289
Replies to : 45
Self-Loops : 289
Reciprocated Vertex Pair Ratio : 0.0738798856053384
Reciprocated Edge Ratio : 0.137594318686196
Connected Components : 144
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 788
Maximum Edges in a Connected Component : 2106
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.477516
Graph Density : 0.00123529895550621
Modularity : 0.680462
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 1,351 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, 31 October 2019 at 21:12 UTC.

The requested start date was Thursday, 31 October 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 1-minute period from Thursday, 17 October 2019 at 00:06 UTC to Wednesday, 30 October 2019 at 22:07 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://medium.com/civictech/municipal-finance-data-storytelling-peer-learning-workshop-86742f6c9e49
[12] https://kleineanfragen.de/
[9] https://www.eventbrite.com/e/nc-open-pass-datapalooza-tickets-73692075983
[9] https://medium.com/civictech/tool-review-what-information-are-parliamentary-monitoring-websites-imparting-to-citizens-9d466a97a302
[9] https://medium.com/civictech/the-time-to-act-on-digital-rights-is-now-a12d7daa8687
[7] https://codefor.ca/careers/communications-coordinator-2019/
[6] https://medium.com/civictech/food-for-thought-civic-tech-breakfast-event-datamustfall-e5675e67c701
[6] https://engage.bah.com/Article/Redirect/b4a14589-a203-4b68-85e3-fd8d53d60f3f?uc=30185&g=77387a28-5a37-41a3-b4cb-c2a43784c254&f=97132
[6] https://medium.com/civictech/how-to-raise-awareness-for-your-civic-tech-platform-6c7a4c9b805e
[5] https://www.youtube.com/watch?v=EXDTl50txTc


Top URLs in Tweet in G1:
[5] http://eepurl.com/chnvPn
[4] https://brigade.cloud/
[3] https://civichall.org/civicist/code-america-10-reflections-decade-tech-driven-engagement/
[3] https://civicactions.com/careers/
[2] http://CA.gov
[2] https://civichall.org/wp-content/uploads/2019/09/Civic-Hall_2018-AR_SPREADS_LR.pdf
[2] https://twitter.com/transitsupply/status/1186864852905541632
[2] https://twitter.com/civictechguide/status/1182274242920013824
[1] https://civictech.chat/2019/07/maine-ballot
[1] https://civictech.guide/listing/coding-it-forward/

Top URLs in Tweet in G2:
[7] https://codefor.ca/careers/communications-coordinator-2019/
[5] https://github.com/18F/technology-budgeting/blob/master/handbook.md
[4] http://events.codefor.nl?#58mno15nu4n72ktgq2bj3rvmot
[3] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[3] http://events.codefor.nl?#0b8s6bvdi5oi18dk1kuckfti44
[3] https://twitter.com/cherylhjli/status/1182752430712336384
[2] https://www.meetup.com/CivicTechWR/events/265908334/
[2] https://platformland.github.io/playbook/book/text/0-3-contents.html
[2] https://clarity.codefor.nl/cbase/edem-df863f67d71789fad505f042ce71957c/usecase/kerrokantasi-446d4ec13199af8dc77d2ec10ca7d501
[1] https://waterlooregionvotes.org/

Top URLs in Tweet in G3:
[5] https://twitter.com/blanchet_julien/status/1188021866759372800
[2] https://standard.publiccode.net/
[2] https://www.bbc.com/news/technology-50127713
[2] https://www.nytimes.com/2019/10/15/opinion/taiwan-digital-democracy.html
[1] https://twitter.com/Savoirdusage/status/1189482877718806528
[1] https://twitter.com/Obs_CT/status/1185115282693640192
[1] https://dddc.decodeproject.eu
[1] http://tmtp.voxe.org/blog/episode-13-virgile-deville-toi-meme-tu-peux-contribuer-a-la-democratie
[1] https://participer.numerique-en-commun.fr/conferences/faireensemble/program/15
[1] https://twitter.com/OpenSourcePol/status/1184749255262646272

Top URLs in Tweet in G4:
[4] https://cities-today.com/start-ups-to-work-on-fifty-government-challenges/
[4] https://www.cityinnovate.com/challenge?utm_source=Twitter&utm_medium=Jay's
[4] twitter&utm_campaign=CTA's
[4] https://www.govtech.com/civic/Here-Are-All-of-the-Current-Startup-in-Residence-Challenges.html
[3] https://www.cityinnovate.com/challenge
[2] https://www.startlandnews.com/2019/10/innovatekc-kcmo/
[1] https://twitter.com/CityInnovate/status/1187052536739483648
[1] https://www.cityinnovate.com/challenge?utm_source=Twitter&utm_medium=twitter&utm_campaign=CTA's
[1] https://twitter.com/CuyahogaCounty/status/1189182063322243072
[1] https://twitter.com/govtechnews/status/1184610982670360577

Top URLs in Tweet in G5:
[13] https://medium.com/civictech/municipal-finance-data-storytelling-peer-learning-workshop-86742f6c9e49
[9] https://medium.com/civictech/tool-review-what-information-are-parliamentary-monitoring-websites-imparting-to-citizens-9d466a97a302
[9] https://medium.com/civictech/the-time-to-act-on-digital-rights-is-now-a12d7daa8687
[6] https://medium.com/civictech/food-for-thought-civic-tech-breakfast-event-datamustfall-e5675e67c701
[6] https://medium.com/civictech/how-to-raise-awareness-for-your-civic-tech-platform-6c7a4c9b805e
[5] https://medium.com/civictech/how-datamustfall-30cdaaa392a
[3] https://medium.com/civictech/announcement-ctif19-has-been-postponed-3b1dc4399b0
[2] https://tictec.mysociety.org/local/2019
[1] https://medium.com/civictech/are-township-enterprises-using-tech-to-develop-and-grow-township-economies-9a4ffe1c04e4
[1] https://medium.com/civictech/integrity-idol-names-and-celebrates-public-servants-5c72129b7b54

Top URLs in Tweet in G6:
[4] https://www.lemonde.fr/o21/article/2017/03/14/les-civic-tech-ou-la-democratie-a-l-epreuve-du-numerique_5094226_5014018.html
[3] https://asnieresetvous.fr/
[2] https://www.lalettrea.fr/action-publique_partis-et-elections/2019/10/30/comment-la-civic-tech-se-lance-dans-la-campagne-des-municipales,108379422-evl
[2] https://www.la-croix.com/Economie/Medias/Bien-sinformer-nouvel-enjeu-societe-2019-10-08-1201052775
[2] https://ledrenche.ouest-france.fr/la-catalogne-doit-elle-rester-espagnole-3
[1] https://www.lalettrea.fr/action-publique_partis-et-elections/2019/10/07/municipales--comment-les-candidats-preparent-leur-big-data-electoral-a-paris-et-dans-les-grandes-villes,108375762-ge0
[1] https://docs.google.com/forms/d/e/1FAIpQLSfVuQ1_3aqG42euHh8n-ztcz1pkwSGiTNzdkJzvKoHHaJSCYw/viewform
[1] http://www.make.org/
[1] https://www.nouvelobs.com/medias/20191008.OBS19470/au-terme-d-une-vaste-consultation-9-defis-lances-aux-medias.html
[1] https://www.maddyness.com/2019/10/16/techno-solution-a-tout-grand-bain/

Top URLs in Tweet in G7:
[1] https://civictechfield.wpengine.com/
[1] https://www.mysociety.org/2019/08/20/super-contributors-and-power-laws/
[1] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Digital-Equity-in-San-Jose-Calif.html
[1] https://medium.com/louisville-metro-opi2/using-civictech-to-help-with-fires-in-vacant-and-abandoned-properties-c2f78dfd42b7
[1] https://twitter.com/bgbreck/status/1185021042969833472
[1] https://twitter.com/civicChallenge/status/1182688037165252609
[1] https://www.youtube.com/watch?v=EkdZinnaIv8&feature=youtu.be

[1] https://laist.com/2019/10/16/change_starts_with_you_heres_a_roadmap_for_organizing_your_advocacy_group.php
[1] https://www.nytimes.com/2019/10/15/opinion/taiwan-digital-democracy.html
[1] https://link.medium.com/mASM4OnaX0

Top URLs in Tweet in G8:
[3] https://twitter.com/ChicagoNEXT/status/1185609862606196741
[2] https://twitter.com/abhinemani/status/1184984879567687680
[1] https://abhinemani.com/civictechcourse/lectures/
[1] https://twitter.com/marcidale/status/1184908788303908864
[1] https://docs.google.com/document/d/1EXrQoRGCgh_yUU7r8_QKehFOuZdc9tJqVQzFFuim-3Y/edit
[1] https://twitter.com/SorenSpicknall/status/1186791564380639237
[1] https://www.ushahidi.com/blog/2019/10/01/its-my-last-day-at-ushahidi-musings-on-social-enterprises-market-based-solutions-and-eight-years-at-ushahidi

Top URLs in Tweet in G9:
[6] https://engage.bah.com/Article/Redirect/b4a14589-a203-4b68-85e3-fd8d53d60f3f?uc=30185&g=77387a28-5a37-41a3-b4cb-c2a43784c254&f=97132
[3] https://dy.si/KYhh1j2
[1] https://engage.bah.com/Article/Redirect/61c4224e-358e-4454-a2cd-7336a4f5fb7c?uc=30185&g=44bbd1c3-2105-4db5-b067-1411e10d522d&f=83342
[1] https://twitter.com/KirkDBorne/status/1188573389411233794
[1] https://dy.si/H1MsJ
[1] https://twitter.com/KirkDBorne/status/1182702125706555393
[1] https://twitter.com/KirkDBorne/status/1186033364769411078
[1] https://twitter.com/KirkDBorne/status/1187552652164509696

Top URLs in Tweet in G10:
[1] https://some-thoughts.org/
[1] https://www.sciencedirect.com/science/article/pii/S0740624X19300516?via%3Dihub

Top Domains
Top Domains in Tweet in Entire Graph:
[122] twitter.com
[74] medium.com
[26] codefor.nl
[13] youtube.com
[12] kleineanfragen.de
[11] govtech.com
[10] eventbrite.com
[10] civichall.org
[9] cityinnovate.com
[9] civictech.guide

Top Domains in Tweet in G1:
[19] twitter.com
[10] civichall.org
[6] civictech.guide
[5] eepurl.com
[4] brigade.cloud
[3] medium.com
[3] civicactions.com
[2] meetup.com
[2] ca.gov
[1] civictech.chat

Top Domains in Tweet in G2:
[26] codefor.nl
[8] codefor.ca
[6] twitter.com
[5] medium.com
[5] github.com
[2] meetup.com
[2] civictechfredericton.com
[2] github.io
[1] waterlooregionvotes.org
[1] luminategroup.com

Top Domains in Tweet in G3:
[11] twitter.com
[4] deciderensemble.com
[2] publiccode.net
[2] bbc.com
[2] nytimes.com
[1] decodeproject.eu
[1] voxe.org
[1] numerique-en-commun.fr
[1] decidim.org
[1] cite-sciences.fr

Top Domains in Tweet in G4:
[18] twitter.com
[9] cityinnovate.com
[9] govtech.com
[4] cities-today.com
[2] medium.com
[2] startlandnews.com

Top Domains in Tweet in G5:
[55] medium.com
[2] mysociety.org
[1] ted.com

Top Domains in Tweet in G6:
[5] twitter.com
[4] lemonde.fr
[3] lalettrea.fr
[3] asnieresetvous.fr
[2] la-croix.com
[2] lesechos.fr
[2] ouest-france.fr
[1] google.com
[1] make.org
[1] nouvelobs.com

Top Domains in Tweet in G7:
[6] twitter.com
[4] ne.jp
[3] medium.com
[3] youtube.com
[3] nytimes.com
[2] t.co
[2] note.mu
[1] wpengine.com
[1] mysociety.org
[1] govtech.com

Top Domains in Tweet in G8:
[7] twitter.com
[1] abhinemani.com
[1] google.com
[1] ushahidi.com

Top Domains in Tweet in G9:
[7] bah.com
[4] dy.si
[4] twitter.com

Top Domains in Tweet in G10:
[1] some-thoughts.org
[1] sciencedirect.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[803] civictech
[99] govtech
[73] brigadecongress
[70] opendata
[49] stir
[46] cfabrigade
[38] hackathon
[35] digitaltransformation
[34] opengovernment
[33] opengovtech



Top Hashtags in Tweet in G1:
[179] civictech
[70] brigadecongress
[44] cfabrigade
[29] opendata
[12] mozfest
[11] govtech
[10] opengov
[10] civicspace
[8] cleveland
[5] cityclub

Top Hashtags in Tweet in G2:
[102] civictech
[33] opengovtech
[33] opengovernment
[33] digitaltransformation
[22] hackathon
[22] tallinn
[17] civictechtuesday
[15] events
[13] clarity
[11] myopenon

Top Hashtags in Tweet in G3:
[51] civictech
[25] decidimfest
[8] democracy
[7] decidimday
[7] lecture
[7] nec19
[5] decidim
[5] decidimbyosp
[4] technopolitique
[4] veille

Top Hashtags in Tweet in G4:
[47] stir
[45] civictech
[36] govtech
[20] startups
[18] government
[17] digitalservices
[13] processimprovement
[7] stateandlocal
[5] localgov
[4] sf

Top Hashtags in Tweet in G5:
[18] digitalrights
[18] fifafrica
[18] internetfreedom
[10] civictech
[8] datamustfall
[6] ticteclocal
[6] civictechafrica
[5] localgov
[5] datamining
[2] solacesummit19

Top Hashtags in Tweet in G6:
[41] civictech
[10] concertation
[8] digipoluclouvain
[7] smartcity
[5] municipales2020
[5] santé
[5] citoyenneté
[4] democracy
[3] mooc
[3] twitter

Top Hashtags in Tweet in G7:
[37] civictech
[3] govtech
[3] democracy
[2] opendata
[2] blockchain
[2] government
[2] sponsor
[2] シビックテック
[2] オープンデータ
[1] spaceapps

Top Hashtags in Tweet in G8:
[35] civictech
[21] thinkchicago
[12] chicagoideas
[7] govtech
[5] chicago
[4] chihacknight
[4] innovation
[4] opensource
[4] socialimpact
[4] socialgood

Top Hashtags in Tweet in G9:
[23] spaceapps
[23] spaceappsankara
[23] nasa
[20] civictech
[20] nasankara
[19] datascience
[17] ai
[17] machinelearning
[15] hackathon
[10] bigdata

Top Hashtags in Tweet in G10:
[3] civictech
[1] onpoli
[1] topoli
[1] smartcities
[1] civictechtuesday
[1] communications
[1] smartcity

Top Words
Top Words in Tweet in Entire Graph:
[1317] Words in Sentiment List#1: Positive
[227] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[34713] Non-categorized Words
[36257] Total Words
[802] #civictech
[143] civic
[119] new
[111] more
[101] data

Top Words in Tweet in G1:
[179] #civictech
[70] #brigadecongress
[63] civic
[44] #cfabrigade
[43] carlvlewis
[42] codeforamerica
[36] tech
[36] carl
[34] lost
[34] someone

Top Words in Tweet in G2:
[102] #civictech
[35] code4ca
[35] autotweet
[33] #opengovtech
[33] #opengovernment
[33] #digitaltransformation
[25] team
[25] 5
[24] canada
[23] hacknight

Top Words in Tweet in G3:
[51] #civictech
[35] à
[31] sur
[30] les
[25] #decidimfest
[24] et
[24] avec
[23] opensourcepol
[22] pour
[16] article

Top Words in Tweet in G4:
[47] #stir
[45] #civictech
[42] cityinnovate
[36] #govtech
[30] projects
[30] more
[28] here
[22] new
[21] now
[20] #startups

Top Words in Tweet in G5:
[34] civictechafrica
[31] digital
[25] citizen
[20] government
[20] africa
[19] data
[19] engagement
[18] civic
[18] state
[18] #digitalrights

Top Words in Tweet in G6:
[41] #civictech
[33] et
[29] les
[25] pour
[22] nous
[21] des
[17] par
[17] à
[16] au
[16] sur

Top Words in Tweet in G7:
[37] #civictech
[7] more
[6] tech
[5] civictech
[5] public
[5] digital
[5] government
[5] civic
[4] t
[4] s

Top Words in Tweet in G8:
[35] #civictech
[21] #thinkchicago
[19] day
[14] 2019
[13] challenge
[12] #chicagoideas
[11] week
[10] now
[10] keynote
[9] students

Top Words in Tweet in G9:
[28] use
[24] #spaceapps
[24] #spaceappsankara
[24] #nasa
[20] #civictech
[20] #nasankara
[19] #datascience
[17] kirkdborne
[17] #ai
[17] #machinelearning

Top Words in Tweet in G10:
[15] check
[15] out
[15] biancawylie
[15] nasma_ahmed
[15] mattewclaudel
[15] zahraeb
[15] cristoforodouc
[15] curated
[15] book
[15] public

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] #govtech,#civictech
[44] civic,tech
[34] lost,civic
[34] civic,giant
[34] giant,carlvlewis
[34] carlvlewis,carl
[34] carl,moral
[34] moral,clarity
[34] clarity,passion
[34] passion,someone

Top Word Pairs in Tweet in G1:
[33] lost,civic
[33] civic,giant
[33] giant,carlvlewis
[33] carlvlewis,carl
[33] carl,moral
[33] moral,clarity
[33] clarity,passion
[33] passion,someone
[33] someone,whose
[33] whose,sole

Top Word Pairs in Tweet in G2:
[33] #civictech,#opengovtech
[33] #opengovtech,#opengovernment
[33] #opengovernment,#digitaltransformation
[22] #hackathon,#tallinn
[16] code,canada
[15] autotweet,#events
[15] activiteit,aanmelden
[15] aanmelden,kijk
[15] kijk,op
[15] op,site

Top Word Pairs in Tweet in G3:
[14] come,#decidimfest
[14] #decidimfest,join
[14] join,panel
[14] panel,maitels
[14] maitels,rosaborgeb
[14] rosaborgeb,schulbaumo
[14] schulbaumo,x
[14] x,barandiaran
[14] barandiaran,frontiers
[13] elaragon,come

Top Word Pairs in Tweet in G4:
[23] #govtech,#civictech
[19] #stir,#govtech
[19] read,more
[19] more,here
[18] big,announcement
[18] announcement,now
[18] now,accepting
[18] accepting,applications
[18] applications,new
[18] new,group

Top Word Pairs in Tweet in G5:
[18] state,#digitalrights
[18] #digitalrights,africa
[18] africa,rest
[18] rest,world
[18] world,#fifafrica
[18] #fifafrica,#internetfreedom
[18] #internetfreedom,small_media
[15] digital,parliamentary
[15] parliamentary,monitoring
[15] monitoring,platforms

Top Word Pairs in Tweet in G6:
[7] par,les
[7] menée,auprès
[7] nous,sommes
[7] #civictech,pour
[5] campagnes,électorales
[5] présentation,#concertation
[5] #concertation,menée
[5] auprès,des
[5] des,jeunes
[5] jeunes,sur

Top Word Pairs in Tweet in G7:
[4] civic,tech
[3] https,t
[3] t,co
[2] public,sector
[2] create,more
[2] #civictech,#democracy
[2] digital,government
[2] vivvostudios,#sponsor
[2] more,transparent
[2] #シビックテック,#オープンデータ

Top Word Pairs in Tweet in G8:
[13] #civictech,challenge
[12] #thinkchicago,#chicagoideas
[11] #chicagoideas,week
[11] week,2019
[7] today,awesome
[7] awesome,day
[7] day,1
[7] 1,#thinkchicago
[7] 2019,included
[7] included,chicagoideas

Top Word Pairs in Tweet in G9:
[24] #spaceapps,#spaceappsankara
[24] #spaceappsankara,#nasa
[20] #nasa,#nasankara
[14] survey,finds
[14] finds,use
[14] use,#ai
[14] #ai,poised
[14] poised,grow
[14] grow,state
[14] state,government

Top Word Pairs in Tweet in G10:
[15] check,out
[15] out,biancawylie
[15] biancawylie,nasma_ahmed
[15] nasma_ahmed,mattewclaudel
[15] mattewclaudel,zahraeb
[15] zahraeb,cristoforodouc
[15] cristoforodouc,curated
[15] curated,book
[15] book,public
[15] public,policy

Top Replied-To
Top Replied-To in Entire Graph:
@valentinchaput
@sacitiesnetwork
@carlvlewis
@stbikeskc
@digibewegung
@gullicksonk
@hldemodigital
@erikjass0
@emilyamacrae
@virgiledeville

Top Replied-To in G1:
@ptsi
@erikjass0
@themightychris
@corey4districtc
@knightforral
@melton4raleigh
@saige4raleigh
@microsoft
@civichall
@allafarce

Top Replied-To in G2:
@emilyamacrae

Top Replied-To in G3:
@valentinchaput
@virgiledeville

Top Replied-To in G4:
@stbikeskc

Top Replied-To in G5:
@sacitiesnetwork

Top Replied-To in G6:
@voxe

Top Replied-To in G7:
@hacktiv_org
@cleanapp

Top Mentioned
Top Mentioned in Entire Graph:
@codeforamerica
@cityinnovate
@carlvlewis
@code4ca
@elburnett
@civictechafrica
@redhat
@seedstars
@opensourcepol
@civictechguide

Top Mentioned in G1:
@carlvlewis
@codeforamerica
@elburnett
@whereshj
@hollystclair
@civictechguide
@aschrock
@laura_biediger
@betanyc
@codeforaus

Top Mentioned in G2:
@code4ca
@ehce_
@civictechto
@caraphrase
@opengovon
@codeforall
@madsewins
@biancasayan
@code4romania
@data4

Top Mentioned in G3:
@opensourcepol
@metadecidim
@elaragon
@maitels
@rosaborgeb
@schulbaumo
@obs_ct
@audreyt
@codeforfr
@tatdef

Top Mentioned in G4:
@cityinnovate
@govtechnews
@jay_nath
@google
@cities_today
@cuyahogacounty
@sa_hennessey
@formerly_fish
@icma
@code4ca

Top Mentioned in G5:
@civictechafrica
@small_media
@pollicyorg
@sacitiesnetwork
@mysociety
@opendataza
@amandlamobi
@kmoeti
@ianbabelon
@civictechguide

Top Mentioned in G6:
@make_org
@francoisg
@ramsaysante
@wemean
@guilhaumejean
@m
@make
@chlomn_
@citepolitique
@lalettrea

Top Mentioned in G8:
@kuriakoseabin
@abhinemani
@derekeder
@worldbizchicago
@chicagoideas
@neilsales
@chicagonext
@chicagosmayor
@datamadeco
@chihacknight

Top Mentioned in G9:
@ggtodtu
@spaceappsankara
@redbulltr
@theadamgabriel
@btkbasin
@rlingle
@nuhunankara
@kirkdborne
@boozallen

Top Mentioned in G10:
@biancawylie
@nasma_ahmed
@zahraeb
@seanmmcdonald
@pjrplan
@simonephilpot
@peterajohnson
@code4ca

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@robre62
@nosqldigest
@gamergeeknews
@startupsbot
@businessinsider
@billnigh
@guardian
@santchiweb
@codernotesbot

Top Tweeters in G1:
@mapc
@mbta
@adrielhampton
@jag_____
@ewhitmore
@jillmillerzimon
@arthursmid
@map
@slpng_giants
@mgifford

Top Tweeters in G2:
@asbinvancity
@jubleew
@karensd
@sboots
@mirgray
@vasta
@cottila
@helloeuromat
@pivotcloud
@apt613

Top Tweeters in G3:
@nytimes
@bbcworld
@sirchamallow
@gurunabolsa
@nicolasloubet
@gaby_wald
@roz_davies
@cancilleriasv
@cyrilbrulebois
@citedessciences

Top Tweeters in G4:
@robre62
@lightifyco1
@google
@messageplicity
@kareanderson
@govtechnews
@rukcmo
@icma
@msft4startups
@leagueofcities

Top Tweeters in G5:
@carolndosi
@enywaru
@pwatchug
@amandlamobi
@mthandazon
@gquaggiotto
@mzalendowatch
@nicholasmasete
@allenpg
@rileyresearch

Top Tweeters in G6:
@krishworlds
@lobs
@lacroix
@ceceilia0502
@make
@echosstart
@laloidesours
@louisebrito5
@lusinedigitale
@politizrcom

Top Tweeters in G7:
@seigla
@claudecalmes
@fernandakellner
@rektide
@fundraisingbot
@kcching
@cleanapp
@jessgrondin
@joshstuart
@tom2rd

Top Tweeters in G8:
@billnigh
@grubhub
@sproutsocial
@tutormentorteam
@detroitdeedee
@heatherleson
@chicagoideas
@spothero
@abhinemani
@pci_initiative

Top Tweeters in G9:
@cowboyscifibot
@nosqldigest
@gamergeeknews
@thecuriousluke
@kirkdborne
@justbementalist
@yellowstonemike
@machine_ml
@greentechdon
@brainroaring

Top Tweeters in G10:
@pkbwood
@frankpasquale
@thistechgirl
@ns_ahmed
@biancawylie
@seanmmcdonald
@envwaterloo
@jkonga
@markus_moos
@sshrc_crsh


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