civictech, Twitter, 10/6/2022 9:27:09 PM, 282487


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civictech_2022-10-06_08-12-17.xlsx
civictech_2022-10-06_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 06, 2022
Short Description:
civictech via NodeXL https://bit.ly/3CFYuMU
@codeforpdx
@cfimedias
@civictechguide
@codeforall
@civictechafrica
@aloakinnoub
@ab_benin
@code4africa
@triciagov
@adrienduguet

Top hashtags:
#civictech
#govtech
#policing
#opensource
#uracima
#ctif22
#urayasu

Description:
Description
The graph represents a network of 489 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, 06 October 2022 at 15:13 UTC.

The requested start date was Thursday, 06 October 2022 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, 21-hour, 49-minute period from Thursday, 22 September 2022 at 00:36 UTC to Wednesday, 05 October 2022 at 22:25 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 : 489
Unique Edges : 337
Edges With Duplicates : 849
Total Edges : 1186
Number of Edge Types : 5
Tweet : 183
Retweet : 346
MentionsInRetweet : 484
Mentions : 166
Replies to : 7
Self-Loops : 188
Reciprocated Vertex Pair Ratio : 0.0513274336283186
Reciprocated Edge Ratio : 0.0976430976430976
Connected Components : 88
Single-Vertex Connected Components : 38
Maximum Vertices in a Connected Component : 123
Maximum Edges in a Connected Component : 376
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.752949
Graph Density : 0.00248918837373026
Modularity : 0.48171
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 489 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, 06 October 2022 at 15:13 UTC.

The requested start date was Thursday, 06 October 2022 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, 21-hour, 49-minute period from Thursday, 22 September 2022 at 00:36 UTC to Wednesday, 05 October 2022 at 22:25 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:
[13] https://civictech.guide/
[9] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436?xembed=false
[5] https://angelquicksey.medium.com/civic-tech-has-lost-its-way-again-211850da99d
[5] https://edge.durban/
[4] https://civictech.africa/ctif-jamfest-22-unplugged/
[4] https://www.carenews.com/carenews-info/news/5-startups-de-la-civitech-pour-favoriser-la-participation-citoyenne
[4] https://popravi.to/
[4] https://www.digitalservice.metro.tokyo.lg.jp/news/2022/202209_002.html
[3] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[3] https://civictech.tv/

Top URLs in Tweet in G1:
[5] https://angelquicksey.medium.com/civic-tech-has-lost-its-way-again-211850da99d
[2] https://proudcity.com/proudcity-1-133-0-release/
[1] https://civictechsaintjohn.ca/?utm_content=221985574&utm_medium=social&utm_source=twitter&hss_channel=tw-1140507684
[1] https://elevatefestival.ca/tickets/?utm_content=221408913&utm_medium=social&utm_source=twitter&hss_channel=tw-1140507684#/
[1] https://share.hsforms.com/10rLdmtr5Q76YFDlWo6OTCwckops?utm_content=221989405&utm_medium=social&utm_source=twitter&hss_channel=tw-1140507684
[1] https://codefor.ca/blog/have-tech-design-skills-you-want-to-use-for-good-join-canadas-civic-tech-movement/?utm_content=222917376&utm_medium=social&utm_source=twitter&hss_channel=tw-1140507684
[1] https://us06web.zoom.us/meeting/register/tZYucuqvrjMiE9Hk5ea-BiEDki4nO5l5txcI
[1] https://tictec.mysociety.org/civic-tech-surgery-6/
[1] https://twitter.com/mySociety/status/1576920150342864897
[1] https://us06web.zoom.us/meeting/register/tZ0tc-moqT8jGdO-OFYdJ5UA2KJKRBOCOwis

Top URLs in Tweet in G2:
[3] https://civictech.tv/
[3] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fcivictech.tv%2F
[3] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[2] https://connpass.com/event/259435/
[2] https://www.computronix.com/posse-enterprise-platform/
[1] https://www.digitalwomanuganda.org/
[1] https://twitter.com/Ddadapodcast/status/1572572143078215681
[1] https://twitter.com/mc4llister/status/1573061631965532160
[1] https://twitter.com/jkeserue/status/1572927496076541952
[1] https://www.youtube.com/watch?v=ZfqHRINV9MA


Top URLs in Tweet in G3:
[1] https://cfi.fr/fr/projet/connexions-citoyennes-2

Top URLs in Tweet in G4:
[1] https://cfi.fr/fr/actualites/la-civic-tech-fait-bouger-la-democratie-en-afrique
[1] https://cfi.fr/fr/projet/connexions-citoyennes-2
[1] https://mooc.africtivistes.org/en_GB/blog/news-2/civic-tech-solutions-5

Top URLs in Tweet in G5:
[12] https://civictech.guide/
[3] https://civictech.guide/calendar/
[2] https://truthandtrustonline.com/tto-2022-conference-schedule/
[1] https://ssir.org/putting_the_public_interest_in_front_of_technology#
[1] https://twitter.com/civictechguide/status/1577693447531773954
[1] https://www.ned.org/fellowships/reagan-fascell-democracy-fellows-program/
[1] https://directory.civictech.guide/
[1] https://www.open-data.nyc/
[1] https://us02web.zoom.us/meeting/register/tZMtdOuhrjwrG9b1qzlGgyybCwqzbN4ZBCuV
[1] https://app.sli.do/event/6QSJLPgtwF8c1b9QbAK7uK

Top URLs in Tweet in G6:
[9] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436?xembed=false
[5] https://edge.durban/
[4] https://civictech.africa/ctif-jamfest-22-unplugged/
[3] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436
[2] https://twitter.com/opencitieslabza/status/1576909708178337793
[1] https://twitter.com/SihleGcil/status/1576911716285222912
[1] https://bit.ly/3fodc23

Top URLs in Tweet in G7:
[1] https://hopin.com/events/techqueria-latinx-heritage-month-summit-2022#schedule
[1] https://www.gsa.gov/blog/2020/10/19/passion-and-purpose-meet-the-2021-presidential-innovation-fellows
[1] https://twitter.com/WHI_HBCUs/status/1572580137765605378
[1] https://www.performance.gov/blog/digital-corps-update/
[1] https://twitter.com/GSA_TTS/status/1570454449952374786
[1] https://www.gsa.gov/blog/2022/09/23/10-years-of-the-presidential-innovation-fellows-program

Top URLs in Tweet in G8:
[2] https://civictech.chat/
[2] http://eepurl.com/gim0wr
[2] https://www.policecoders.org/home/conduct
[2] https://twitter.com/ReclaimTS/status/1502230918513278977?s=20&t=uX3PwkDoMFYIKG98Vvhrdg
[2] https://www.facebook.com/policerewired
[1] https://mojdigital.blog.gov.uk/2017/02/21/why-we-code-in-the-open/
[1] https://www.bbc.com/news/uk-politics-58085316
[1] https://twitter.com/guardianproject/status/1465598494379491329?s=20
[1] https://twitter.com/PoliceRewired/status/1355153726172893186
[1] https://twitter.com/PolicingReview/status/1390221977865043973?s=20

Top URLs in Tweet in G9:
[3] https://www.carenews.com/carenews-info/news/5-startups-de-la-civitech-pour-favoriser-la-participation-citoyenne

Top URLs in Tweet in G10:
[1] https://rosenfeldmedia.com/civic-design-2022/apply-for-a-scholarship-2/
[1] https://twitter.com/Greene_DM/status/1576980209768677389

Top Domains
Top Domains in Tweet in Entire Graph:
[33] twitter.com
[18] civictech.guide
[15] computronix.com
[12] airmeet.com
[8] facebook.com
[7] anchor.fm
[6] medium.com
[6] youtube.com
[5] civictech.chat
[5] edge.durban

Top Domains in Tweet in G1:
[5] medium.com
[3] twitter.com
[2] zoom.us
[2] proudcity.com
[1] civictechsaintjohn.ca
[1] elevatefestival.ca
[1] hsforms.com
[1] codefor.ca
[1] mysociety.org
[1] google.com

Top Domains in Tweet in G2:
[15] computronix.com
[8] twitter.com
[6] anchor.fm
[4] facebook.com
[3] youtube.com
[3] connpass.com
[3] 1000more.com
[3] civictech.tv
[2] linkedin.com
[1] digitalwomanuganda.org

Top Domains in Tweet in G3:
[1] cfi.fr

Top Domains in Tweet in G4:
[2] cfi.fr
[1] africtivistes.org

Top Domains in Tweet in G5:
[16] civictech.guide
[2] truthandtrustonline.com
[1] ssir.org
[1] twitter.com
[1] ned.org
[1] open-data.nyc
[1] zoom.us
[1] sli.do
[1] forms.fm
[1] list-manage.com

Top Domains in Tweet in G6:
[12] airmeet.com
[5] edge.durban
[4] civictech.africa
[3] twitter.com
[1] bit.ly

Top Domains in Tweet in G7:
[2] gsa.gov
[2] twitter.com
[1] hopin.com
[1] performance.gov

Top Domains in Tweet in G8:
[11] twitter.com
[3] policecoders.org
[2] civictech.chat
[2] eepurl.com
[2] facebook.com
[1] gov.uk
[1] bbc.com
[1] me.ss
[1] reddit.com
[1] discord.gg

Top Domains in Tweet in G9:
[3] carenews.com

Top Domains in Tweet in G10:
[1] rosenfeldmedia.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[405] civictech
[31] govtech
[30] policing
[27] opensource
[22] uracima
[20] ctif22
[20] urayasu
[19] loupeelectorale
[18] government
[18] oss



Top Hashtags in Tweet in G1:
[43] civictech
[11] remote
[4] ghc22
[4] london
[4] opensource
[4] govtech
[3] tech
[3] design
[2] elevatefest2022
[2] misinformation

Top Hashtags in Tweet in G2:
[70] civictech
[18] govtech
[17] dataviz
[15] cio
[14] localgov
[14] governmentit
[12] government
[12] stateandlocal
[12] publicsector
[12] statelocalit

Top Hashtags in Tweet in G3:
[36] civictech
[19] loupeelectorale
[9] sénégal
[3] brandingafrica
[1] ecocitoyens
[1] ccitoyennes

Top Hashtags in Tweet in G4:
[24] civictech
[3] ccitoyennes
[3] moocdeg
[3] kebetu
[3] senegal
[3] youth
[3] engagement
[2] cfimédias
[2] sunucitoyenneté
[2] civicengagement

Top Hashtags in Tweet in G5:
[19] civictech
[8] nyc
[6] opendata
[4] responsibletech
[4] betabagels
[3] experienceit
[1] publicinteresttech
[1] responsivegov
[1] government
[1] technology

Top Hashtags in Tweet in G6:
[27] civictech
[19] ctif22
[16] unplugged
[14] opensource
[10] ctif2022
[9] innovation
[8] unplugged22
[8] jamfest22
[8] civictechafrica
[7] tech

Top Hashtags in Tweet in G7:
[8] civictech
[6] hbcuweek
[2] lhmsummit
[1] ghc22
[1] pif2021
[1] civictechservice
[1] techforgood

Top Hashtags in Tweet in G8:
[32] civictech
[30] policing
[18] oss
[12] community
[7] opensource
[4] podcast
[4] publicsafety
[2] library
[2] datadriven
[2] what3words

Top Hashtags in Tweet in G9:
[13] civictech
[5] technologiecivique
[2] techforgod
[2] startups
[1] citoyen
[1] démocratie
[1] démocratieparticipative

Top Hashtags in Tweet in G10:
[2] civictech
[1] civicdesign
[1] ux
[1] userexperience
[1] cx

Top Words
Top Words in Tweet in Entire Graph:
[400] #civictech
[72] civic
[71] tech
[43] 2022
[38] join
[38] ab_benin
[34] open
[33] projets
[32] today
[32] more

Top Words in Tweet in G1:
[42] #civictech
[17] work
[12] come
[12] team
[11] looking
[11] add
[11] collaborations
[11] coordinator
[11] worldwide
[11] #remote

Top Words in Tweet in G2:
[70] #civictech
[18] #govtech
[18] bills
[17] last
[17] #dataviz
[16] 100
[15] #cio
[14] #localgov
[14] #governmentit
[13] 2022

Top Words in Tweet in G3:
[38] ab_benin
[36] #civictech
[22] projets
[19] #loupeelectorale
[18] développer
[18] l'afrique
[18] lutter
[18] contre
[18] réchauffement
[18] climatique

Top Words in Tweet in G4:
[24] #civictech
[15] franceosenegal
[13] citoyennes
[11] connexions
[11] projets
[11] par
[10] programme
[9] l'innovation
[9] secteur
[8] mentor

Top Words in Tweet in G5:
[17] civictechguide
[15] #civictech
[15] civic
[15] tech
[13] field
[13] guide
[12] really
[12] glad
[12] see
[12] check

Top Words in Tweet in G6:
[27] #civictech
[27] code4africa
[19] #ctif22
[18] tools
[17] conference
[16] #unplugged
[15] 00
[15] solving
[14] africa
[14] problems

Top Words in Tweet in G7:
[11] usdigitalcorps
[11] career
[10] tech
[10] usgsa
[9] stop
[8] #civictech
[8] fellows
[8] government
[7] booth
[6] pifgov

Top Words in Tweet in G8:
[32] #civictech
[30] #policing
[18] #oss
[17] open
[12] #community
[10] events
[10] billion
[9] public
[9] policing
[8] projects

Top Words in Tweet in G9:
[13] #civictech
[12] favoriser
[8] démocratie
[7] startups
[7] participation
[7] citoyenne
[5] carenewscom
[5] c'est
[5] quels
[5] acteurs

Top Words in Tweet in G10:
[16] nov
[15] civic
[15] design
[15] 2022
[15] nigh
[15] upon
[15] 16
[15] 18
[15] virtual
[15] offering

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[48] civic,tech
[30] #civictech,#policing
[23] projets,#civictech
[20] #uracima,#civictech
[20] #civictech,#urayasu
[19] #govtech,#civictech
[18] open,data
[18] #civictech,développer
[18] développer,l'afrique
[18] l'afrique,lutter

Top Word Pairs in Tweet in G1:
[11] come,work
[11] work,looking
[11] looking,add
[11] add,collaborations
[11] collaborations,coordinator
[11] coordinator,team
[11] team,worldwide
[11] worldwide,#remote
[11] #remote,available
[10] codeforall,come

Top Word Pairs in Tweet in G2:
[16] last,100
[16] 100,bills
[16] #dataviz,#civictech
[13] #govtech,#civictech
[13] #governmentit,#localgov
[12] bills,#government
[12] #stateandlocal,#governmentit
[12] #publicsector,#cio
[12] #cio,#statelocalit
[11] #civictech,#stateandlocal

Top Word Pairs in Tweet in G3:
[19] projets,#civictech
[18] #civictech,développer
[18] développer,l'afrique
[18] l'afrique,lutter
[18] lutter,contre
[18] contre,réchauffement
[18] réchauffement,climatique
[18] climatique,promouvoir
[18] promouvoir,paix
[17] cher,ami

Top Word Pairs in Tweet in G4:
[11] connexions,citoyennes
[10] programme,connexions
[9] secteur,#civictech
[8] mentor,formateur
[8] formateur,cadre
[8] cadre,programme
[8] échanges,l'innovation
[8] l'innovation,citoyenne
[8] citoyenne,entrepreneuriale
[8] entrepreneuriale,secteur

Top Word Pairs in Tweet in G5:
[15] civic,tech
[13] tech,field
[13] field,guide
[12] really,glad
[12] glad,see
[12] see,check
[12] check,civic
[12] guide,civictechguide
[11] ntnsndr,really
[7] #nyc,#civictech

Top Word Pairs in Tweet in G6:
[14] solving,africa
[14] africa,problems
[14] problems,#civictech
[14] #civictech,#opensource
[14] #opensource,tools
[14] tools,code4africa
[14] code4africa,triciagov
[14] triciagov,joins
[14] joins,#ctif22
[14] #ctif22,conference

Top Word Pairs in Tweet in G7:
[6] excited,#hbcuweek
[6] #hbcuweek,conference
[6] conference,career
[6] career,fair
[6] fair,afternoon
[6] afternoon,stop
[6] stop,usgsa
[6] usgsa,booth
[6] booth,between
[5] usdigitalcorps,excited

Top Word Pairs in Tweet in G8:
[30] #civictech,#policing
[18] #oss,#civictech
[12] #community,#civictech
[6] #opensource,software
[5] open,data
[5] economic,impact
[5] impact,#opensource
[5] software,43
[5] 43,billion
[5] billion,gdp

Top Word Pairs in Tweet in G9:
[7] #civictech,favoriser
[7] favoriser,participation
[7] participation,citoyenne
[5] c'est,#civictech
[5] #civictech,quels
[5] quels,acteurs
[5] acteurs,agissent
[5] agissent,ce
[5] ce,domaine
[5] domaine,favoriser

Top Word Pairs in Tweet in G10:
[15] civic,design
[15] design,2022
[15] 2022,nigh
[15] nigh,upon
[15] upon,nov
[15] nov,16
[15] 16,18
[15] 18,virtual
[15] virtual,offering
[15] offering,unlimited

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ab_benin
@civictechguide
@code4africa
@triciagov
@uracima_urayasu
@louisrosenfeld
@codeforall
@civictechafrica
@ntnsndr
@betanyc

Top Mentioned in G1:
@codeforall
@weiyuz
@code4ca
@angelquicksey
@delibdemjournal
@abquirarte
@demtech_org
@civictechsj
@marlenamedford
@usdresponse

Top Mentioned in G2:
@stargould

Top Mentioned in G3:
@ab_benin
@deguenoneugene
@aloakinnoub
@falademirabelle
@oliviagoudjanou
@cfimedias

Top Mentioned in G4:
@cfimedias
@franceosenegal
@mendisrene
@associvictecheu
@adrienduguet
@afd_france
@africtivistes
@ifsenegal
@mznompumelelo
@mashanubian

Top Mentioned in G5:
@civictechguide
@ntnsndr
@betanyc
@ewhitmore
@nyc__tech
@nmtechcouncil
@bookbrooke
@ttoconference
@nedemocracy
@ssireview

Top Mentioned in G6:
@code4africa
@triciagov
@civictechafrica
@opencitieslabza
@ethekwinim
@sihlegcil
@sacitiesnetwork
@mysociety
@airmeet
@code4ca

Top Mentioned in G7:
@usdigitalcorps
@usgsa
@pifgov
@gsa_tts
@usopm
@gsacarnahan
@techqueria
@usdot
@b
@ghc

Top Mentioned in G8:
@policerewired
@webaim
@justice_digital
@openuk_uk
@lewis_mayling
@edent
@odihq
@lesscrime
@stjohnambulance
@resuscounciluk

Top Mentioned in G9:
@carenewscom
@lesimpacteurs
@make_org
@ateliereditions
@axeldauchez
@consultvox
@opensourcepol
@changefrance
@capcollectif
@agencesolicom

Top Mentioned in G10:
@louisrosenfeld

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@chuddles11
@godfrey_g_
@nicobaudon
@takamichie
@watchyourrepssc
@matthew_c_perry
@pyscalellc
@jobsviatweet

Top Tweeters in G1:
@toluogunlesi
@codeforpdx
@rrichard09
@arthursmid
@career_vault
@chbergma
@kaerumy
@szafersahin
@yerkoilijic
@lukefretwell

Top Tweeters in G2:
@takamichie
@k_kamitani
@ccesetti
@lcptuk
@rkwy
@tom2rd
@infopolicy
@kyoya0819
@stargould
@code4luke

Top Tweeters in G3:
@tgtwittos
@bwasexo
@bapayves
@charaf_yarou
@emmanuelganse
@akedos2
@didierkissode
@haroldadjaho
@foumi_
@ab_benin

Top Tweeters in G4:
@nicobaudon
@kebetubot
@mashanubian
@seydoutraorelh
@diplomate2022
@afd_france
@m_melkior
@meryemcheybi
@dymjackman
@douceesay

Top Tweeters in G5:
@ewhitmore
@histoftech
@noneck
@phat_controller
@halftes6
@tashibcn
@mstem
@ntnsndr
@nmtechcouncil
@nedemocracy

Top Tweeters in G6:
@enywaru
@ethekwinim
@iamjaypee
@paulyberk
@carlamackenzie7
@lwazi_msomi9
@jamlabafrica
@journ_sa
@snkoala
@civictechafrica

Top Tweeters in G7:
@watchyourrepssc
@byst
@craignewmark
@madhavanpallan
@msdanitoyou
@usedgov
@jmillerwfed
@usgsa
@starrestelle
@ghc

Top Tweeters in G8:
@edent
@lasombra_br
@robdykedotcom
@odihq
@stjohnambulance
@lesscrime
@aace_org
@martin_jordan
@miles_pbh
@lewis_mayling

Top Tweeters in G9:
@madiseydi
@carenews
@carenewscom
@axeldauchez
@changefrance
@aprokopiev
@make_org
@opensourcepol
@ateliereditions
@capcollectif

Top Tweeters in G10:
@cydharrell
@danklyn
@redesign
@lauraklein
@mhellstern
@louisrosenfeld
@jessmcmullin
@uxmark
@sarahbbrooks
@flath2o


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