civictech, Twitter, 10/13/2022 3:16:16 PM, 282801


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civictech_2022-10-13_08-12-17.xlsx
civictech_2022-10-13_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 13, 2022
Short Description:
civictech via NodeXL https://bit.ly/3SZz7eZ
@codeforpdx
@usds
@codeforall
@betanyc
@noneck
@civictechafrica
@marlenamedford
@participatory
@landemore
@chadinnov

Top hashtags:
#civictech
#govtech
#ai
#citizenrecolte
#policing
#demopart
#delibdem
#loupeelectorale

Description:
Description
The graph represents a network of 492 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, 13 October 2022 at 15:13 UTC.

The requested start date was Thursday, 13 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, 43-minute period from Thursday, 29 September 2022 at 01:17 UTC to Wednesday, 12 October 2022 at 23:00 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 : 492
Unique Edges : 366
Edges With Duplicates : 848
Total Edges : 1214
Number of Edge Types : 5
Mentions : 186
Tweet : 168
Retweet : 348
MentionsInRetweet : 505
Replies to : 7
Self-Loops : 172
Reciprocated Vertex Pair Ratio : 0.0552763819095477
Reciprocated Edge Ratio : 0.104761904761905
Connected Components : 78
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 155
Maximum Edges in a Connected Component : 444
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.776164
Graph Density : 0.00260791813620784
Modularity : 0.498836
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 492 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, 13 October 2022 at 15:13 UTC.

The requested start date was Thursday, 13 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, 43-minute period from Thursday, 29 September 2022 at 01:17 UTC to Wednesday, 12 October 2022 at 23:00 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:
[5] https://storymaps.arcgis.com/stories/36e4d1e6b526426a89087fd87628a65b
[5] https://edge.durban/
[5] https://civictech.africa/ctif-jamfest-22-unplugged/
[4] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436?xembed=false
[4] https://civictech.guide/
[4] https://popravi.to/
[3] https://e-kensin.net/news/151953.html
[3] https://prtimes.jp/main/html/rd/p/000000131.000018703.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:
[2] https://tictec.mysociety.org/civic-tech-surgery-6/
[2] https://www.codeforboston.org/
[2] https://proudcity.com/proudcity-1-133-0-release/
[1] https://granicus.com/blog/bringing-together-years-of-leadership-in-citizen-experience-solutions/?&utm_medium=social-organic&utm_source=Twitter
[1] https://www.mysociety.org/2022/09/29/innovations-in-climate-tech-catch-up-and-bid-for-one-of-our-grants/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfC3ObsaMvxtvLJ8iKywYE2xpOCNvT_M-UNgwcbte2IAGL4Jw/viewform
[1] https://twitter.com/CodeForBoston/status/1564778530801582082
[1] https://www.zagaja.com/2016/07/delegation-verus-just-doing-it/
[1] https://codeforamerica.zoom.us/meeting/register/tZIldemvqTovHNO4aqs0pNmYsU1vje6Vi9tv
[1] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436

Top URLs in Tweet in G2:
[1] https://delibdemjournal.org/article/id/988/
[1] https://www.law.nyu.edu/sites/default/files/Helen
[1] Landemore
[1] Can
[1] AI
[1] bring
[1] deliberative
[1] democracy
[1] to
[1] the

Top URLs in Tweet in G3:
[5] https://edge.durban/
[5] https://civictech.africa/ctif-jamfest-22-unplugged/
[4] https://www.airmeet.com/e/64510740-2ac1-11ed-bf5d-71e83dfdf436?xembed=false
[2] https://twitter.com/opencitieslabza/status/1576909708178337793
[1] https://civictech.africa/leveraging-civic-tech-to-empower-and-support-citizens/
[1] https://bit.ly/3fodc23
[1] https://civictech.africa/yomobi-enhancing-youth-learning-engagement-and-support/
[1] https://www.youtube.com/watch?v=tuZjl6hf928&t=1694s

[1] https://twitter.com/opencitieslabza/status/1577606527849996290
[1] https://twitter.com/ChadInnov/status/1579853533477994496

Top URLs in Tweet in G4:
[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://twitter.com/peterkarman/status/1570473500934115331
[1] https://twitter.com/SchmidtFutures/status/1575507728629391361
[1] https://ecas.org/event/youth-and-civic-technology-workshop-at-the-public-participation-and-deliberative-democracy-festival
[1] https://www.govpilot.com/blog/modern-local-government-water-utilities-strategy
[1] https://twitter.com/zeagan/status/1577014234705108992

Top URLs in Tweet in G6:
[1] https://www.fedscoop.com/federal-trade-commission-installs-stephanie-nguyen-as-chief-technology-officer/
[1] https://www.eventbrite.com/e/civic-tech-in-government-united-states-digital-service-tickets-435714362387
[1] https://betanyc.forms.fm/the-message/forms/3787
[1] http://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[1] https://www.open-data.nyc/
[1] https://democracy-technologies.org/getting-started/top-five-things-to-know-about-civic-tech-before-you-start/

Top URLs in Tweet in G7:
[2] https://us06web.zoom.us/meeting/register/tZIkd-2srDstEtHQTR3o3_L0ZDwZy9Gz4dJe
[1] https://mooc.africtivistes.org/en_GB/blog/news-2/civic-tech-solutions-5
[1] https://forms.office.com/pages/responsepage.aspx?id=DZJ7QXt4okm6E30J-LtS342WcneTYz5Jt1R4zqmt4JpURjA4VEFCNE9RTUNMMVVCUzJNUjdXNlZGVC4u

Top URLs in Tweet in G8:
[1] https://soundcloud.com/rosenfeld-media/design-in-the-public-sector-with-chelsea-mauldin-executive-director-of-the-public-policy-lab?si=d9d19d6ebcb246239eee76a1349be028&utm_source=clipboard&utm_medium=text&utm_campaign=social_sharing
[1] https://rosenfeldmedia.com/civic-design-2022/apply-for-a-scholarship-2/

Top URLs in Tweet in G9:
[2] https://hopin.com/events/techqueria-latinx-heritage-month-summit-2022
[1] https://twitter.com/AllTechIsHuman/status/1570090952710148096
[1] https://www.gsa.gov/blog/2020/10/19/passion-and-purpose-meet-the-2021-presidential-innovation-fellows
[1] https://hopin.com/events/techqueria-latinx-heritage-month-summit-2022#schedule

Top URLs in Tweet in G10:
[1] https://twitter.com/BeeckCenter/status/1577008151970258945
[1] https://twitter.com/Greene_DM/status/1576980209768677389

Top Domains
Top Domains in Tweet in Entire Graph:
[38] twitter.com
[12] computronix.com
[9] linkedin.com
[7] arcgis.com
[7] civictech.africa
[7] civictech.guide
[7] google.com
[6] eventbrite.com
[6] misa-asim.ca
[6] airmeet.com

Top Domains in Tweet in G1:
[3] mysociety.org
[3] twitter.com
[3] linkedin.com
[2] codeforboston.org
[2] google.com
[2] proudcity.com
[2] democracylab.org
[1] granicus.com
[1] zagaja.com
[1] zoom.us

Top Domains in Tweet in G2:
[1] delibdemjournal.org
[1] nyu.edu
[1] democracyspot.net

Top Domains in Tweet in G3:
[7] civictech.africa
[6] twitter.com
[5] edge.durban
[5] airmeet.com
[1] bit.ly
[1] youtube.com
[1] linktr.ee

Top Domains in Tweet in G4:
[12] computronix.com
[4] twitter.com
[3] civictech.tv
[3] facebook.com
[3] anchor.fm
[2] connpass.com
[2] youtube.com
[2] eventbrite.com
[2] linkedin.com
[1] ecas.org

Top Domains in Tweet in G6:
[1] fedscoop.com
[1] eventbrite.com
[1] forms.fm
[1] list-manage.com
[1] open-data.nyc
[1] democracy-technologies.org

Top Domains in Tweet in G7:
[2] zoom.us
[1] africtivistes.org
[1] office.com

Top Domains in Tweet in G8:
[1] soundcloud.com
[1] rosenfeldmedia.com

Top Domains in Tweet in G9:
[3] hopin.com
[1] twitter.com
[1] gsa.gov

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[382] civictech
[29] govtech
[29] ai
[28] citizenrecolte
[28] policing
[27] demopart
[27] delibdem
[21] loupeelectorale
[19] uracima
[18] oss



Top Hashtags in Tweet in G1:
[40] civictech
[11] remote
[8] volunteer
[4] govtech
[4] peacetech
[4] tech
[4] design
[4] frontenddeveloper
[3] nonprofit
[3] bostontech

Top Hashtags in Tweet in G2:
[28] ai
[27] demopart
[27] delibdem
[8] civictech
[1] techforgood
[1] algorithm
[1] tech4good

Top Hashtags in Tweet in G3:
[28] civictech
[17] unplugged22
[12] unplugged
[11] jamfest22
[8] ctif2022
[6] ctif22
[4] innovation
[3] civictechafrica
[3] tech
[3] jamfest2022

Top Hashtags in Tweet in G4:
[50] civictech
[15] govtech
[14] dataviz
[11] localgov
[11] governmentit
[11] cio
[10] government
[10] publicsector
[9] stateandlocal
[9] enterprisesoftware

Top Hashtags in Tweet in G5:
[38] civictech
[21] loupeelectorale
[3] brandingafrica
[1] ecocitoyens

Top Hashtags in Tweet in G6:
[19] civictech
[8] nyc
[7] opendata
[6] puertorico
[3] opensource
[2] govtech
[1] newsletter
[1] igcf2022
[1] civicengagement

Top Hashtags in Tweet in G7:
[48] civictech
[28] citizenrecolte
[11] transparence
[9] redevabilité
[6] yoff
[6] tivaouane
[6] moocdeg
[4] gouvernancelocale
[2] redevabilitéactive
[2] redevabilitã©active

Top Hashtags in Tweet in G8:
[2] civicdesign
[2] civictech
[1] publicsector
[1] citizenexperience
[1] ux
[1] userexperience
[1] cx

Top Hashtags in Tweet in G9:
[8] civictech
[8] lhmsummit
[2] deib
[1] puertorico
[1] latinxintech
[1] humancentereddesign
[1] pif2021

Top Hashtags in Tweet in G10:
[7] civictech
[1] digitalgov
[1] techgeorgetown

Top Words
Top Words in Tweet in Entire Graph:
[382] #civictech
[61] civic
[61] ãƒ
[51] tech
[50] dã
[49] join
[43] open
[42] æ
[40] ab_benin
[37] 2022

Top Words in Tweet in G1:
[40] #civictech
[21] work
[18] codeforall
[13] looking
[11] available
[11] team
[11] come
[11] add
[11] coordinator
[11] #remote

Top Words in Tweet in G2:
[29] participatory
[28] #ai
[27] democracy
[27] pdf
[27] landemore
[27] excellent
[27] deliberative
[27] masses
[27] bring
[27] #delibdem

Top Words in Tweet in G3:
[28] #civictech
[21] innovators
[19] makers
[18] media
[18] calling
[17] #unplugged22
[16] civictechafrica
[15] ongoing
[14] tech
[14] join

Top Words in Tweet in G4:
[50] #civictech
[15] #govtech
[14] #dataviz
[14] bills
[14] last
[14] 100
[11] #governmentit
[11] ãƒ
[11] #cio
[11] #localgov

Top Words in Tweet in G5:
[40] ab_benin
[38] #civictech
[36] dã
[21] projets
[21] #loupeelectorale
[19] lancement
[19] projet
[19] direct
[19] fera
[19] cher

Top Words in Tweet in G6:
[19] #civictech
[18] usds
[9] submit
[8] #nyc
[8] stephanie
[8] congrats
[7] open
[7] appointed
[7] apply
[7] nyc

Top Words in Tweet in G7:
[48] #civictech
[28] #citizenrecolte
[15] gouvernance
[14] africtivistes
[13] continent
[12] legs_africa
[12] dã
[11] #transparence
[10] collectivitã
[9] centre

Top Words in Tweet in G8:
[20] nov
[19] civic
[19] 18
[19] virtual
[19] scholarships
[19] design
[19] unlimited
[19] unemployed
[19] 16
[19] 2022

Top Words in Tweet in G9:
[8] #civictech
[8] today
[8] #lhmsummit
[7] gsa_tts
[7] careers
[6] techqueria
[6] tech
[5] usdigitalcorps
[5] learn
[5] folks

Top Words in Tweet in G10:
[9] emilytav
[7] #civictech
[6] mikeydickerson
[6] teach
[6] designed
[6] aiming
[6] fundamentals
[6] course
[6] co
[6] afua_bruce

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[31] civic,tech
[28] deliberative,democracy
[28] ãƒ,ãƒ
[28] #civictech,#policing
[28] #citizenrecolte,#civictech
[27] masses,pdf
[27] #demopart,#delibdem
[27] paper,landemore
[27] landemore,#ai
[27] democracy,masses

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

Top Word Pairs in Tweet in G2:
[27] paper,landemore
[27] masses,pdf
[27] #demopart,#delibdem
[27] excellent,paper
[27] deliberative,democracy
[27] democracy,masses
[27] bring,deliberative
[27] landemore,#ai
[27] pdf,#demopart
[27] #ai,bring

Top Word Pairs in Tweet in G3:
[18] #civictech,innovators
[18] media,makers
[15] calling,#civictech
[13] civic,tech
[11] makers,journalism
[11] innovators,media
[8] attend,ongoing
[8] journalism,attend
[8] #unplugged22,still
[8] tech,innovation

Top Word Pairs in Tweet in G4:
[14] last,100
[14] 100,bills
[14] #dataviz,#civictech
[13] #govtech,#civictech
[10] #publicsector,#cio
[10] bills,#government
[9] #stateandlocal,#governmentit
[9] #civictech,#stateandlocal
[9] #governmentit,#localgov
[9] #enterprisesoftware,#publicsector

Top Word Pairs in Tweet in G5:
[19] fera,aujourd'hui
[19] projet,#civictech
[19] lancement,projet
[19] ami,lancement
[19] #loupeelectorale,fera
[19] projets,#civictech
[19] #civictech,#loupeelectorale
[19] aujourd'hui,direct
[19] cher,ami
[18] climatique,promouvoir

Top Word Pairs in Tweet in G6:
[8] #nyc,#civictech
[7] submit,proposal
[7] open,data
[7] technology,officer
[7] week,2023
[7] officer,ftc
[7] appointed,chief
[7] nyc,open
[7] #civictech,jam
[7] more,apply

Top Word Pairs in Tweet in G7:
[28] #citizenrecolte,#civictech
[13] #civictech,continent
[12] legs_africa,#citizenrecolte
[10] gouvernance,dã
[9] #civictech,plus
[9] pays,sera
[9] l'espace,civique
[9] demeure,enjeux
[9] #redevabilité,#transparence
[9] #civictech,participation

Top Word Pairs in Tweet in G8:
[19] virtual,offering
[19] nov,16
[19] offering,unlimited
[19] 2022,nigh
[19] civic,design
[19] design,2022
[19] upon,nov
[19] 16,18
[19] scholarships,unemployed
[19] nigh,upon

Top Word Pairs in Tweet in G9:
[5] learn,folks
[5] 30pm,learn
[5] techqueria,#lhmsummit
[5] #lhmsummit,today
[5] impacto,session
[5] come,careers
[5] session,30pm
[5] careers,impacto
[5] today,come
[4] folks,pifgo

Top Word Pairs in Tweet in G10:
[6] summer,cydharrell
[6] teach,digital
[6] cydharrell,afua_bruce
[6] designed,course
[6] hondanhon,mikeydickerson
[6] course,aiming
[6] afua_bruce,hondanhon
[6] aiming,teach
[6] mikeydickerson,co
[6] digital,fundamentals

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@participatory
@ab_benin
@landemore
@codeforall
@louisrosenfeld
@civictechafrica
@uracima_urayasu
@africtivistes
@usds
@legs_africa

Top Mentioned in G1:
@codeforall
@mysociety
@codeforboston
@granicus
@democracylab
@theulem
@code4ca
@codeforamerica
@casosvote
@getproudcity

Top Mentioned in G2:
@participatory
@landemore
@weiyuz
@delibdemjournal
@dgrobinson
@usds
@ftc

Top Mentioned in G3:
@civictechafrica
@opencitieslabza
@chadinnov
@ethekwinim
@journ_sa
@jamlabafrica
@sihlegcil
@codeforall
@sacitiesnetwork
@airmeet

Top Mentioned in G4:

Top Mentioned in G5:
@ab_benin
@deguenoneugene
@falademirabelle
@oliviagoudjanou

Top Mentioned in G6:
@usds
@ftc
@betanyc
@mit
@citizenlabco
@usdol
@01govcom
@demtech_org
@parti_365

Top Mentioned in G7:
@africtivistes
@legs_africa
@citizenrecolte
@mznompumelelo
@bbaldeb
@charter_africa
@sivioinstitute
@democracywf
@tmurisa
@giz_gmbh

Top Mentioned in G8:
@louisrosenfeld
@publicpolicylab
@chelseamauldin

Top Mentioned in G9:
@techqueria
@gsa_tts
@usdigitalcorps
@pifgo
@pifgov
@alltechishuman
@usdot
@abquirarte
@techtalentproj
@usds

Top Mentioned in G10:
@emilytav
@cydharrell
@afua_bruce
@hondanhon
@mikeydickerson
@gutechpolicy
@beeckcenter
@aaronsnow
@apoliticalco
@louisrosenfeld

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@chuddles11
@godfrey_g_
@vaw511
@takamichie
@matthew_c_perry
@nationalpost
@jobsviatweet
@clancynewyork
@tomdrabowicz

Top Tweeters in G1:
@codeforpdx
@aschrock
@hare_brain
@career_vault
@botrails
@chbergma
@tomdar2
@codeforamerica
@kaerumy
@agill_hayachi

Top Tweeters in G2:
@godfrey_g_
@tomdrabowicz
@rrichard09
@arthursmid
@jtasioulas
@metacode
@ulilokshin
@presstorun
@szafersahin
@juweltan

Top Tweeters in G3:
@theayoadams
@sdgsbot
@qailunu
@ethekwinim
@comm4peace
@paulyberk
@carlamackenzie7
@dineshballiah
@lwazi_msomi9
@soulaimanwithh

Top Tweeters in G4:
@takamichie
@k_kamitani
@lcptuk
@danverschaere
@promobusiness
@infopolicy
@kyoya0819
@code4luke
@granicusuk
@last100bills

Top Tweeters in G5:
@tgtwittos
@bwasexo
@bapayves
@charaf_yarou
@emmanuelganse
@akedos2
@didierkissode
@haroldadjaho
@foumi_
@alkhalilkouma

Top Tweeters in G6:
@vaw511
@toluogunlesi
@noneck
@danachis
@mrwharton
@ftc
@usdol
@mit
@betanyc
@nicoleslaw

Top Tweeters in G7:
@malawielects
@cyriacgbogou
@zichivhu
@mbayedione10
@ahmadekabir
@mafantadiallo
@douceesay
@sokiinaa
@giz_gmbh
@democracywf

Top Tweeters in G8:
@jasonct
@martha_garvey
@danklyn
@redesign
@lauraklein
@mhellstern
@louisrosenfeld
@jessmcmullin
@uxmark
@davidmpickett

Top Tweeters in G9:
@usagovespanol
@usgsa
@devchicajasmin
@usdot
@abquirarte
@alltechishuman
@techqueria
@pifgov
@awalinsopan
@marlenamedford

Top Tweeters in G10:
@clancynewyork
@hondanhon
@impactology
@cydharrell
@apoliticalco
@joshsimmons
@emilytav
@rdpiazza
@deflatermouse
@beeckcenter


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