civictech, Twitter, 9/19/2019 9:20:19 PM, 210335


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civictech_2019-09-19_14-12-01.xlsx
civictech_2019-09-19_14-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2019
Short Description:
civictech via NodeXL http://bit.ly/31H9jK4
@codeforpdx
@citizenlabco
@codeforamerica
@civictechfr
@metadecidim
@wietsevr
@civictechguide
@dagoneye
@puntofisso
@code4ca

Top hashtags:
#civictech
#govtech
#opendata
#empoderalive
#decidimday
#ai
#blockchain

Description:
Description
The graph represents a network of 1,457 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, 19 September 2019 at 21:12 UTC.

The requested start date was Thursday, 19 September 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, 23-hour, 7-minute period from Thursday, 05 September 2019 at 00:46 UTC to Wednesday, 18 September 2019 at 23:54 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 : 1457
Unique Edges : 2123
Edges With Duplicates : 630
Total Edges : 2753
Number of Edge Types : 3
Mentions : 2431
Tweet : 288
Replies to : 34
Self-Loops : 288
Reciprocated Vertex Pair Ratio : 0.0625300625300625
Reciprocated Edge Ratio : 0.117700316885469
Connected Components : 152
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 741
Maximum Edges in a Connected Component : 1548
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.479195
Graph Density : 0.00104129741226515
Modularity : 0.736715
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[18] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CfA-Shares-Clear-My-Record-Tech.html
[13] https://civictech.guide/
[13] https://engage.bah.com/Article/Redirect/0312d302-f251-46d1-8f22-d5f0c34cc5be?uc=30185&g=7734795d-ea55-4421-b890-e93183a5da6c&f=87546
[12] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-GovEx-Academy-Leader-Leaving.html
[11] https://linc.cnil.fr/clement-mabi-les-civic-tech-entretiennent-une-relation-ambigue-aux-donnees-personnelles
[11] http://civictechno.fr/2019/09/06/elections-municipales-comment-les-outils-numeriques-de-civic-tech-changent-les-regles-du-jeu/
[10] https://strategyofthings.io/wp-content/uploads/2019/09/Market-Scan-and-Strategic-Recommendations-Executive-Summary-Cleaned-April-20-2018.pdf
[7] https://dy.si/FiZWEJ
[6] https://twitter.com/ODcamp/status/1172813239744417792
[6] https://www.govtech.com/biz/Citizen-Engagement-Companies-Partner-on-Budgeting-Software.html

Top URLs in Tweet in G1:
[11] https://linc.cnil.fr/clement-mabi-les-civic-tech-entretiennent-une-relation-ambigue-aux-donnees-personnelles
[9] http://civictechno.fr/2019/09/06/elections-municipales-comment-les-outils-numeriques-de-civic-tech-changent-les-regles-du-jeu/
[3] https://www.franceculture.fr/emissions/cultures-monde/parlements-a-la-renverse-34-du-ric-au-tirage-au-sort-les-reponses-a-la-crise-de-la-representation
[2] https://bx1.be/news/une-ville-miniature-lego-comme-prototype-dune-future-ville-intelligente/
[2] https://getstig.org/app/#/app/propositions/f4047a803bfeef1da8f8aa3aa0e85b99452b17cd
[1] https://twitter.com/ebothorel/status/1174191916591828993
[1] https://www.facebook.com/events/2338003076527782/
[1] http://www.cite-sciences.fr/fr/au-programme/animations-spectacles/conferences/thema-langage-et-vous/paroles-de-citoyens-les-rouages-du-grand-debat/?fbclid=IwAR3ok8JnWRmC_TEVMoycczdAjHqGqDghvN8W71kxImTAiqp7gdgkR5dmIoE
[1] http://www.cite-sciences.fr/fr/au-programme/animations-spectacles/conferences/thema-langage-et-vous/paroles-de-citoyens-les-rouages-du-grand-debat/?fbclid=IwAR00SGS_A5vJnD1SVRl0fVupGhhlvhXh9jROYRnwT7mAPrFyJaJq-IZGIVE
[1] https://www.deciderensemble.com/billetterie/offre/104763-g-deployer-son-outil-numerique-de-participation

Top URLs in Tweet in G2:
[17] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CfA-Shares-Clear-My-Record-Tech.html
[11] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-GovEx-Academy-Leader-Leaving.html
[6] https://www.govtech.com/biz/Citizen-Engagement-Companies-Partner-on-Budgeting-Software.html
[5] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-National-Day-of-Civic-Hacking-2019.html
[4] https://www.govtech.com/biz/4-Gov-Tech-Startups-Among-Finalists-for-Urban-Tech-Challenge.html
[3] https://civictech.guide/
[3] https://www.eventbrite.com/e/national-day-of-civic-hacking-tickets-66769077107
[3] https://www.meetup.com/Open-Charlotte-Brigade/events/hvprpqyzmbpb/
[2] https://www.govtech.com/biz/Public-Messaging-Meets-Feedback-in-Gov-Tech-Partnership.html
[2] https://www.codeforamerica.org/nationalday

Top URLs in Tweet in G3:
[13] https://engage.bah.com/Article/Redirect/0312d302-f251-46d1-8f22-d5f0c34cc5be?uc=30185&g=7734795d-ea55-4421-b890-e93183a5da6c&f=87546
[7] https://dy.si/FiZWEJ
[5] https://dy.si/Md2Ds62
[4] https://engage.bah.com/Article/Redirect/ea17fe18-88d5-4800-8f54-60493d08a883?uc=30185&g=7b9e5679-91e2-442f-900f-607961355e8f&f=87544
[4] https://dy.si/KYhh1j2
[3] https://dy.si/PpLid
[3] https://engage.bah.com/Article/Redirect/972d5c96-92a3-42b5-9df0-6a1084043df0?uc=30185&g=9681d56e-55f4-4057-88ac-d6ac3dfec740&f=87543
[3] https://www.computronix.com/c3-registration/
[2] https://curiositylabptc.com
[2] https://engage.bah.com/Article/Redirect/ae8ca060-cdd7-4467-b198-d583cb70a2a4?uc=30185&g=dd044fc4-8003-475b-a875-af3282f43f48&f=84164

Top URLs in Tweet in G4:
[2] https://docs.google.com/spreadsheets/d/1th4SF-KxR6kaic0UaTkJ9Lf9eBUFqD3HkuGeltLNvAA/edit
[1] https://continuing.ryerson.ca/search/publicCourseSearchDetails.do?method=load&courseId=26881
[1] https://codefor.ca/showcase-2019/
[1] https://twitter.com/ScienceBorealis/status/1173581046631157762
[1] https://medium.com/code-for-all/introducing-our-new-code-for-all-co-ordinator-kelly-halseth-59e0131359f5
[1] https://medium.com/transparencee-network/civic-tech-product-management-documenting-tech-products-4f43a069a67
[1] https://www.civictechfredericton.com/calendar.html#event=10329259&instance=20190910183000
[1] https://www.civictechfredericton.com/calendar.html#event=10329259&instance=20190917183000
[1] https://www.meetup.com/YOW_CT/events/264833529/
[1] https://civictech.guide/new-get-your-featured-in-the-field-guide-badge/

Top URLs in Tweet in G5:
[6] https://twitter.com/ODcamp/status/1172813239744417792
[4] http://puntofisso.net/newsletter/
[1] https://www.eventbrite.co.uk/e/open-data-camp-7-london-tickets-66757416229
[1] https://twitter.com/Geovation/status/1172044703233191937?s=19
[1] https://community.count.co/t/online-competition-19th-25th-september-2019-national-oil-company-database/67/?type=CG
[1] https://mailchi.mp/dfca8ff41787/civic-hacking-una-cosa-per-ricchi
[1] https://twitter.com/Lebowskiana/status/1173970309361360897
[1] https://www.citizenlab.co/blog/civic-engagement/18-podcasts-about-cities

Top URLs in Tweet in G6:
[4] https://impact.empodera.org/en/speaker/garrick-hileman/
[1] https://impact.empodera.org/en/speaker/kenny-ewan/
[1] https://impact.empodera.org/en/speaker/joana-moscoso/
[1] https://impact.empodera.org/en/speaker/gitanjali-sah/
[1] https://impact.empodera.org/en/inscriptions/
[1] https://impact.empodera.org/empoderalive/

Top URLs in Tweet in G7:
[2] https://www.youtube.com/watch?v=uX2Bk9H-aPo&feature=youtu.be

[2] https://note.mu/mamisada/n/n09b0cab4721a
[1] https://computerweekly.com/news/252469596/Government-investigates-matching-geospatial-data-with-AI
[1] https://www.irrawaddy.com/news/burma/myanmars-second-biggest-city-receives-smart-city-award-2019.html
[1] http://bit.ly/SHOKO19hub
[1] https://twitter.com/SFbrigade/status/1170017909826969600
[1] https://www.facebook.com/events/378168186213586/?event_time_id=378168192880252?ti=ia
[1] https://hvtechfest.com/speakers
[1] https://www.meetup.com/Code-for-Tampa-Bay-Brigade/events/262815955/
[1] https://civictech.guide/

Top URLs in Tweet in G8:
[1] http://civictechno.fr/2019/09/06/elections-municipales-comment-les-outils-numeriques-de-civic-tech-changent-les-regles-du-jeu/

Top URLs in Tweet in G9:
[2] https://civictech.chat/2019/09/khyber-pakhtunkhwa-government-innovation-fellowship
[1] https://twitter.com/efficientixd/status/1144620666379018246
[1] https://www.citizenlab.co/blog/civic-engagement/18-podcasts-about-cities
[1] https://www.womenincivictech.com/
[1] https://www.meetup.com/Women-in-Civic-Tech/
[1] https://twitter.com/phone2action/status/1172873404350894082
[1] https://twitter.com/luminategroup/status/1171900472803786752
[1] https://www.meetup.com/Women-in-Civic-Tech
[1] https://twitter.com/garyshapiro/status/1173665376468705281
[1] https://twitter.com/cuny_works/status/1172231025772154880

Top URLs in Tweet in G10:
[4] https://www.researchgate.net/profile/Jorge_Saldivar3/publication/325323175_Civic_Technology_for_Social_Innovation_A_Systematic_Literature_Review/links/5b456918458515b4f6628b98/Civic-Technology-for-Social-Innovation-A-Systematic-Literature-Review.pdf
[2] https://www.diva-portal.org/smash/get/diva2:1329534/FULLTEXT01.pdf
[2] https://tictec.mysociety.org/local/2019
[1] https://research.mysociety.org/publications/digital-tools-citizens-assemblies
[1] https://twitter.com/WileyPolitics/status/1171404253950332928
[1] https://www.meetup.com/Tech-For-Good-Brighton/events/264690305/

Top Domains
Top Domains in Tweet in Entire Graph:
[91] twitter.com
[49] govtech.com
[40] medium.com
[28] codefor.nl
[22] bah.com
[20] civictech.guide
[20] dy.si
[16] meetup.com
[14] cnil.fr
[12] civictechno.fr

Top Domains in Tweet in G1:
[11] cnil.fr
[10] civictechno.fr
[6] twitter.com
[4] franceculture.fr
[3] eventbrite.fr
[3] cap-collectif.com
[2] cite-sciences.fr
[2] deciderensemble.com
[2] bx1.be
[2] medium.com

Top Domains in Tweet in G2:
[45] govtech.com
[4] civictech.guide
[4] eventbrite.com
[4] meetup.com
[4] twitter.com
[2] codeforamerica.org
[2] ncopenpass.com
[2] codefordenver.org
[1] okt.to
[1] citizenlab.co

Top Domains in Tweet in G3:
[22] bah.com
[20] dy.si
[8] twitter.com
[8] computronix.com
[2] curiositylabptc.com
[1] office.com

Top Domains in Tweet in G4:
[7] twitter.com
[5] civictech.guide
[4] medium.com
[2] google.com
[2] civictechfredericton.com
[2] meetup.com
[1] ryerson.ca
[1] codefor.ca

Top Domains in Tweet in G5:
[8] twitter.com
[4] puntofisso.net
[1] co.uk
[1] count.co
[1] mailchi.mp
[1] citizenlab.co

Top Domains in Tweet in G6:
[9] empodera.org

Top Domains in Tweet in G7:
[8] twitter.com
[3] youtube.com
[3] vivvo.com
[2] note.mu
[2] datadoodle.com
[1] computerweekly.com
[1] irrawaddy.com
[1] bit.ly
[1] facebook.com
[1] hvtechfest.com

Top Domains in Tweet in G8:
[1] civictechno.fr

Top Domains in Tweet in G9:
[6] twitter.com
[2] meetup.com
[2] civictech.chat
[1] citizenlab.co
[1] womenincivictech.com
[1] brookings.edu
[1] wrld.bg

Top Domains in Tweet in G10:
[4] researchgate.net
[3] mysociety.org
[2] diva-portal.org
[1] twitter.com
[1] meetup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[871] civictech
[90] govtech
[75] opendata
[68] empoderalive
[53] decidimday
[53] ai
[41] blockchain
[40] digitaltransformation
[38] opengovernment
[36] opengovtech



Top Hashtags in Tweet in G1:
[142] civictech
[48] decidimday
[26] decidim
[17] ric
[12] democratie
[10] tirageausort
[10] hubs
[9] municipales2020
[9] granddébatnational
[9] smartcity

Top Hashtags in Tweet in G2:
[98] civictech
[36] govtech
[22] stateandlocal
[18] seattle
[17] nationaldayofcivichacking
[8] govtech100
[6] opendata
[5] cdo
[4] localgov
[4] ndoch

Top Hashtags in Tweet in G3:
[42] civictech
[42] ai
[27] bigdata
[22] govtech
[19] machinelearning
[17] resilience
[17] innovation
[13] connectedtech
[13] startup
[10] civicanalytics

Top Hashtags in Tweet in G4:
[49] civictech
[9] civictechtuesday
[5] gcdigital
[4] digitalgov
[4] code4ca
[2] ottawa
[1] showthething
[1] scilit
[1] fredericton
[1] decidimday

Top Hashtags in Tweet in G5:
[24] opendata
[19] civictech
[14] ddj
[14] odcamp
[4] dataviz
[4] transport
[3] opengov
[3] civichackingit
[2] civichacking
[1] data

Top Hashtags in Tweet in G6:
[68] empoderalive
[37] blockchain
[9] civictech
[5] globalchallenges
[5] sdgs
[3] tech4good
[2] transparency
[2] málaga
[2] ods
[2] agenda2030

Top Hashtags in Tweet in G7:
[45] civictech
[5] smartcities
[5] govtech
[4] sponsor
[3] yanggang
[3] yimby
[2] civic
[2] opendata
[2] opengov
[2] concertation

Top Hashtags in Tweet in G8:
[28] civictech
[10] tousdigitalcitoyens
[9] communautes
[1] kaolack
[1] senegal
[1] tilios
[1] tierslieux
[1] donnéespersonnelles
[1] kdaproedition

Top Hashtags in Tweet in G9:
[24] civictech
[20] technology
[18] tax
[7] tech
[3] jobs
[3] diversityandinclusion
[2] dctech
[1] sheroes
[1] squad
[1] advocacy

Top Hashtags in Tweet in G10:
[16] civictech
[4] ticteclocal
[2] localgov
[1] demopart
[1] tech4goodbtn
[1] democracy
[1] gobiernoabierto
[1] opengov
[1] communities
[1] callforpapers

Top Words
Top Words in Tweet in Entire Graph:
[1177] Words in Sentiment List#1: Positive
[202] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[35989] Non-categorized Words
[37368] Total Words
[870] #civictech
[212] les
[186] civic
[160] et
[156] tech

Top Words in Tweet in G1:
[142] #civictech
[139] les
[105] à
[88] pour
[85] et
[80] une
[74] au
[63] des
[63] est
[62] sur

Top Words in Tweet in G2:
[98] #civictech
[46] civic
[45] tech
[42] govtechnews
[36] #govtech
[33] day
[30] codeforamerica
[27] new
[24] 9
[24] 21

Top Words in Tweet in G3:
[71] kirkdborne
[42] #civictech
[42] #ai
[27] #bigdata
[25] ht
[25] through
[22] #govtech
[22] intelligence
[21] s
[19] 5

Top Words in Tweet in G4:
[49] #civictech
[34] code4ca
[27] projects
[22] canada
[19] opennorth
[15] examples
[14] team
[14] collecting
[14] submitting
[13] civictechg

Top Words in Tweet in G5:
[60] data
[39] puntofisso
[30] now
[28] ticket
[24] #opendata
[24] open
[19] #civictech
[18] available
[17] newsletter
[15] out

Top Words in Tweet in G6:
[68] #empoderalive
[49] empodera_org
[42] garrickhileman
[39] blockchain
[37] #blockchain
[34] social
[33] impact
[33] head
[33] research
[33] share

Top Words in Tweet in G7:
[45] #civictech
[8] more
[8] city
[8] s
[7] government
[7] pour
[6] civic
[5] data
[5] #smartcities
[5] #govtech

Top Words in Tweet in G8:
[28] #civictech
[27] des
[25] et
[25] cypher007
[25] c'est
[25] l'un
[25] grands
[25] shapers
[25] d'afrique
[25] cheikh

Top Words in Tweet in G9:
[44] help
[24] #civictech
[21] takes
[20] #technology
[20] worldbank
[19] system
[18] reforming
[18] #tax
[18] time
[18] small

Top Words in Tweet in G10:
[16] #civictech
[15] digital
[15] mysociety
[13] citizens
[12] good
[11] tech
[11] help
[11] engage
[11] empower
[11] elections

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[84] civic,tech
[40] civic,hive
[40] hive,fellows
[40] fellows,opportunity
[38] #govtech,#civictech
[36] #civictech,#opengovtech
[36] #opengovtech,#opengovernment
[36] #opengovernment,#digitaltransformation
[34] open,data
[33] social,impact

Top Word Pairs in Tweet in G1:
[24] des,campagnes
[24] campagnes,électorales
[21] sur,franceculture
[21] #civictech,est
[20] au,quotidien
[20] qu,est
[18] les,réponses
[18] est,utilisée
[18] utilisée,au
[18] quotidien,par

Top Word Pairs in Tweet in G2:
[24] 9,21
[20] civic,tech
[20] national,day
[20] day,civic
[20] civic,hacking
[19] #govtech,#civictech
[15] plus,more
[15] more,#civictech
[15] s,new
[14] new,civic

Top Word Pairs in Tweet in G3:
[25] ht,kirkdborne
[17] theadamgabriel,ht
[17] 5,steps
[17] steps,enabling
[17] enabling,#resilience
[17] #resilience,mission
[17] mission,readiness
[17] readiness,through
[17] through,positioning
[17] positioning,navigation

Top Word Pairs in Tweet in G4:
[26] #civictech,projects
[14] team,opennorth
[14] opennorth,collecting
[14] collecting,examples
[14] examples,#civictech
[14] projects,canada
[14] canada,submitting
[13] code4ca,team
[13] submitting,civictechg
[6] thank,code4ca

Top Word Pairs in Tweet in G5:
[24] open,data
[14] ticket,batch
[12] write,weekly
[12] weekly,newsletter
[12] newsletter,called
[12] called,news
[12] news,shares
[12] shares,best
[12] best,open
[12] data,data

Top Word Pairs in Tweet in G6:
[33] social,impact
[33] impact,#blockchain
[33] #blockchain,garrickhileman
[33] garrickhileman,head
[33] head,research
[33] research,blockchain
[33] blockchain,#empoderalive
[33] #empoderalive,share
[32] empodera_org,social
[32] share,th

Top Word Pairs in Tweet in G7:
[4] #smartcities,#civictech
[3] civic,tech
[3] asian,americans
[3] americans,politics
[3] politics,andrew
[3] andrew,yang
[3] yang,isaac
[3] isaac,wang
[3] wang,city
[3] city,council

Top Word Pairs in Tweet in G8:
[25] cypher007,c'est
[25] c'est,l'un
[25] l'un,des
[25] des,grands
[25] grands,#civictech
[25] #civictech,shapers
[25] shapers,d'afrique
[25] d'afrique,cheikh
[25] cheikh,sillonné
[25] sillonné,monde

Top Word Pairs in Tweet in G9:
[18] reforming,#tax
[18] #tax,system
[18] system,takes
[18] takes,time
[18] time,small
[18] small,measures
[18] measures,help
[18] help,#technology
[18] #technology,help
[18] help,tax

Top Word Pairs in Tweet in G10:
[11] digital,tech
[11] tech,help
[11] help,engage
[11] engage,empower
[11] empower,citizens
[11] citizens,elections
[11] elections,looming
[11] looming,seems
[11] seems,good
[11] good,time

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@empodera_org
@govtechnews
@garrickhileman
@puntofisso
@blockchain
@civichive
@kirkdborne
@code4ca
@codeforamerica
@ruleadlab

Top Mentioned in G1:
@opensourcepol
@franceculture
@francoisg
@civictechfr
@liberte_ll
@cugpseo
@polipart
@capcollectif
@dimitricourant
@opengovfr

Top Mentioned in G2:
@govtechnews
@codeforamerica
@code
@open_seattle
@msftreactor
@democracylab
@microsoft
@elgl50
@bangthetable
@civicimpact_jhu

Top Mentioned in G3:
@kirkdborne
@theadamgabriel
@codeforamerica
@rlingle
@amitegov
@boozallen
@witiatuc
@actiac
@curiositylabptc
@rekorsystems

Top Mentioned in G4:
@code4ca
@opennorth
@civictechyyc
@juliannarowsell
@yowcivictech
@andeepittmanux
@civictechguide
@arthiak_tc
@fwd50conf

Top Mentioned in G5:
@puntofisso
@nrginstitute
@counthq
@odcamp
@albertocairo
@talaschlossberg
@flowingdata
@maggieastor
@dawncai624

Top Mentioned in G6:
@empodera_org
@garrickhileman
@blockchain
@kennyewan
@wefarm
@cibervoluntario
@joanamoscoso
@nativescientis1
@jaime_estevez
@wsisprocess

Top Mentioned in G8:
@cypher007
@dembagueye
@jkldakar
@fyouzan
@fnf_africa
@niassebbei

Top Mentioned in G9:
@worldbank
@civictechchat
@womencivictech
@emcettas
@kpitbgov
@codeforpakistan
@ryan_koch
@efficientixd
@citizenlabco
@sarahtkoch

Top Mentioned in G10:
@mysociety
@tech4goodbtn
@participatory
@jorgesaldivar
@pareview
@cdparr
@cdparra
@delibthinks
@platf9rm
@digitalbrighton

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@startupsbot
@chidambara09
@boxticker
@eraser
@mysouthend
@thomasclone
@fintechna
@dupouvoirdachat

Top Tweeters in G1:
@thomasclone
@gsalegrand
@cbultel_agence
@jmflb
@lesguer_lionel
@franceculture
@madmoizelle
@rozawieder
@radiotelesuisse
@jfjagle

Top Tweeters in G2:
@jag_____
@sharethecities
@dorenefc
@scottpantall
@jillmillerzimon
@elgl50
@carolinefan
@info_activism
@messageplicity
@laurenaradi

Top Tweeters in G3:
@arkangelscrap
@startupsbot
@chidambara09
@boxticker
@calcaware
@cybersec_feeds
@smartecocity
@kirkdborne
@thecuriousluke
@machine_ml

Top Tweeters in G4:
@jubleew
@sboots
@ns_ahmed
@scienceborealis
@kim_moynahan
@gleegz
@karmaandcents
@changschool
@stephbell81
@doreysamson

Top Tweeters in G5:
@clearmapping
@albertocairo
@inthecompanyof
@internazionale
@puntofisso
@chrisweston
@mlbrook
@owenboswarva
@geo_maps
@stephen_abbott

Top Tweeters in G6:
@margareig
@almu_hs
@jaime_estevez
@cryptoaggregate
@aemprende
@ruthparticipa
@pazrousseau
@cibervoluntario
@etsiamcordoba
@ciberyolanda

Top Tweeters in G7:
@trumpathon
@pierre_a
@juanpaespi
@knka5
@missedwardsclt
@k_izdebski
@thelindsayist
@meningioma
@tomoaki_mura
@sarahschacht

Top Tweeters in G8:
@diiakus
@seigla
@edithbrou
@cyriacgbogou
@vanessaballou
@azoubig
@wadeabou
@dembagueye
@souley__diouf
@falpap

Top Tweeters in G9:
@daroldcuba
@brookingsinst
@jturandot
@hackingracism
@arthursmid
@worldbank
@casefoundation
@devbusiness
@ifekobi
@discoskwalla

Top Tweeters in G10:
@fortuny
@redmatriz
@phat_controller
@abiertogob
@gigapp
@alanhudson1
@oliverescobar
@therichdb
@georgelunduk
@delibthinks


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