civictech, Twitter, 4/21/2022 4:12:13 PM, 275246


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civictech_2022-04-21_08-16-53.xlsx
civictech_2022-04-21_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 21, 2022
Short Description:
civictech via NodeXL https://bit.ly/3rIUVQf
@democracylab
@codeforpdx
@codeforall
@africtivistes
@opensource_orgs
@code4africa
@fatiiche
@cfimedias
@usdigitalcorps
@hackcorruption

Top hashtags:
#civictech
#govtech
#earthday2022
#techforgood
#opendata
#policing

Description:
Description
The graph represents a network of 630 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, 21 April 2022 at 15:17 UTC.

The requested start date was Thursday, 21 April 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, 15-minute period from Thursday, 07 April 2022 at 01:22 UTC to Wednesday, 20 April 2022 at 22:38 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 : 630
Unique Edges : 457
Edges With Duplicates : 1106
Total Edges : 1563
Number of Edge Types : 5
MentionsInRetweet : 663
Mentions : 265
Retweet : 469
Tweet : 154
Replies to : 12
Self-Loops : 157
Reciprocated Vertex Pair Ratio : 0.0609597924773022
Reciprocated Edge Ratio : 0.114914425427873
Connected Components : 74
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 402
Maximum Edges in a Connected Component : 1160
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.760856
Graph Density : 0.00206424912307265
Modularity : 0.474548
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 630 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, 21 April 2022 at 15:17 UTC.

The requested start date was Thursday, 21 April 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, 15-minute period from Thursday, 07 April 2022 at 01:22 UTC to Wednesday, 20 April 2022 at 22:38 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:
[38] https://democracylab.org/events/48hourearthday
[4] https://paperjam.lu/article/arthur-auboeuf-star-premier-fo
[4] https://chaitinschool.org/workshops/polis-hack-nigh-apr-2022/
[4] https://docs.google.com/forms/d/e/1FAIpQLSdMvLP23npYdf6VuSphZHY98YAewE7W9bvMf8y8-cpoh-YPeg/viewform?usp=send_form
[3] https://civictech.guide/
[3] https://youtu.be/lxSxKUnh-m0
[3] https://www.misa-asim.ca/page/ON_Awards
[3] https://medium.com/@tomar.hemant5/the-reason-i-decided-to-become-a-social-activist-bethechange-a92aad75082b
[3] https://medium.com/civictech/meaningfully-connected-inclusivity-requires-a-lot-more-than-just-access-2dbcabcc3b07?source=collection_home---4------0-----------------------
[3] https://medium.com/civictech/join-us-were-hiring-bf1ecc7b9ee4

Top URLs in Tweet in G1:
[37] https://democracylab.org/events/48hourearthday
[3] https://youtu.be/lxSxKUnh-m0
[2] https://civictechstudies.substack.com/p/holding-out-for-something-better?s=r&utm_campaign=post&utm_medium=web
[2] https://www.youtube.com/watch?v=j0OBE3Ye1u0&feature=youtu.be

[2] https://civictech.guide/
[1] https://twitter.com/LisaMReutter/status/1516691317249744897
[1] https://twitter.com/CivictechL/status/1511936140877578243
[1] https://twitter.com/prototypefundch/status/1511262161213038598
[1] https://codeforall.org/2022/04/06/5-busted-myths-around-civic-tech/
[1] https://www.eventbrite.com/e/48-hour-earth-day-registration-256581721837

Top URLs in Tweet in G2:
[3] https://medium.com/civictech/meaningfully-connected-inclusivity-requires-a-lot-more-than-just-access-2dbcabcc3b07?source=collection_home---4------0-----------------------
[3] https://medium.com/civictech/join-us-were-hiring-bf1ecc7b9ee4
[2] https://medium.com/civictech/we-are-growing-meet-ctins-new-regional-ambassadors-7158c8fbcd9d
[2] https://twitter.com/CivicTechAfrica/status/1514529050559225860
[1] https://civictech.africa/civic-tech-profile-a-practical-guide-on-how-to-build-successful-civic-technology/
[1] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[1] https://pollicy.medium.com/government-digital-services-are-we-there-yet-7cdab9ad6396
[1] https://medium.com/pollicy/what-does-civictech-mean-for-womens-participation-5ce73134bc4
[1] https://medium.com/pollicy/civic-participation-how-to-use-technology-to-participate-cf66c8e22c6d
[1] https://democracylab.org/events/48hourearthday

Top URLs in Tweet in G3:
[1] https://update.africtivistes.org/wp-content/uploads/2022/04/Rapport-AfricTivistes-2021-2022.pdf
[1] https://twitter.com/charter_africa/status/1513819839185539079
[1] https://twitter.com/africtivistes/status/1513894714969411588
[1] https://opportunities.codeforafrica.org/2022/04/05/full-stack-software-engineer-come-help-build-digital-democracies-%EF%BF%BC/

Top URLs in Tweet in G4:
[2] https://cfi.fr/fr/actualites/connexions-citoyennes-2-qui-sont-les-23-laureates-et-laureats
[1] https://cfi.fr/fr/projet/connexions-citoyennes-2
[1] https://twitter.com/LeadElles/status/1514682517181407233

Top URLs in Tweet in G5:
[1] https://join.tts.gsa.gov/join/usdc-fellow-experience-supervisor/
[1] https://twitter.com/USDS/status/1500489378656931843
[1] https://join.tts.gsa.gov/join/talent-acquisition-partner/
[1] https://www.eventbrite.com/e/diversity-equity-inclusion-accessibility-technology-advisor-session-tickets-296922732887?aff=twitter
[1] https://www-nytimes-com.cdn.ampproject.org/c/s/www.nytimes.com/2022/03/22/technology/ai-data-indigenous-ivow.amp.html
[1] https://twitter.com/aaronsnow/status/1513952588345098251

Top URLs in Tweet in G6:
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fopenheroines.org%2Fopen-heroines-call-for-contributors-b00fc86ae3f

Top URLs in Tweet in G7:
[4] https://chaitinschool.org/workshops/polis-hack-nigh-apr-2022/
[2] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydcgbzb/
[1] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydcgbqb/

Top URLs in Tweet in G8:
[3] https://www.misa-asim.ca/page/ON_Awards
[2] https://www.computronix.com/government-software-solutions/solutions-faq/
[2] https://www.computronix.com/engage-your-end-user-community-for-feedback/
[1] https://www.openup.org.za/blog/researchers-problem-solvers-or-problem-explorers
[1] https://civictech.guide/
[1] https://www.civictechlab.org/
[1] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[1] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[1] https://uracima.jimdofree.com/%EF%BD%87%EF%BD%89%EF%BD%93-%E3%83%87%E3%83%BC%E3%82%BF%E6%B4%BB%E7%94%A8/%EF%BD%87%EF%BD%89%EF%BD%93%E3%83%9E%E3%83%83%E3%83%97%E9%9B%86/
[1] https://twitter.com/techtalentproj/status/1513546719321067522

Top URLs in Tweet in G9:
[1] https://www.franceculture.fr/emissions/le-meilleur-des-mondes/les-civic-tech-peuvent-elles-nous-reconcilier-avec-la-politique

Top URLs in Tweet in G10:
[2] https://twitter.com/ODIHQ/status/1473247915267272712?s=20
[2] https://technology.blog.gov.uk/2017/09/27/dont-be-afraid-to-code-in-the-open-heres-how-to-do-it-securely/
[1] https://www.thecircuit.uk/
[1] https://www.facebook.com/policerewired
[1] https://government.github.com/community/
[1] https://twitter.com/LessCrime/status/1471532060531728391?s=20
[1] https://civictech.chat/
[1] https://www.bbc.com/news/uk-politics-58085316
[1] https://twitter.com/PoliceRewired/status/1355153726172893186
[1] https://twitter.com/ReclaimTS/status/1502230918513278977?s=20&t=uX3PwkDoMFYIKG98Vvhrdg

Top Domains
Top Domains in Tweet in Entire Graph:
[38] democracylab.org
[35] twitter.com
[18] medium.com
[9] computronix.com
[5] youtube.com
[5] gov.uk
[5] google.com
[4] civictech.guide
[4] proudcity.com
[4] paperjam.lu

Top Domains in Tweet in G1:
[37] democracylab.org
[5] twitter.com
[3] youtu.be
[3] civictech.guide
[2] substack.com
[2] youtube.com
[2] medium.com
[1] codeforall.org
[1] eventbrite.com
[1] github.com

Top Domains in Tweet in G2:
[11] medium.com
[2] twitter.com
[1] civictech.africa
[1] co.uk
[1] democracylab.org
[1] knect365.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] africtivistes.org
[1] codeforafrica.org

Top Domains in Tweet in G4:
[3] cfi.fr
[1] twitter.com

Top Domains in Tweet in G5:
[2] gsa.gov
[2] twitter.com
[1] eventbrite.com
[1] ampproject.org

Top Domains in Tweet in G6:
[2] medium.com

Top Domains in Tweet in G7:
[4] chaitinschool.org
[3] meetup.com

Top Domains in Tweet in G8:
[9] computronix.com
[3] twitter.com
[3] misa-asim.ca
[3] cloudpermit.com
[2] arcgis.com
[2] gogovapps.com
[1] org.za
[1] civictech.guide
[1] civictechlab.org
[1] jimdofree.com

Top Domains in Tweet in G9:
[1] franceculture.fr

Top Domains in Tweet in G10:
[9] twitter.com
[5] gov.uk
[1] thecircuit.uk
[1] facebook.com
[1] github.com
[1] civictech.chat
[1] bbc.com
[1] discord.gg
[1] policecoders.org
[1] discoverdatascience.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[377] civictech
[36] govtech
[36] earthday2022
[24] techforgood
[24] opendata
[24] policing
[23] localgov
[20] opensource
[20] oss
[19] africtivistes



Top Hashtags in Tweet in G1:
[83] civictech
[35] earthday2022
[21] techforgood
[19] hackathon
[18] earthday
[18] volunteer
[11] opensource
[7] coding
[5] opendata
[5] g0v

Top Hashtags in Tweet in G2:
[12] civictech
[6] chad
[3] digitaldialogue
[3] inclusivity
[3] digitaldialogues
[3] uganda
[3] africa
[3] innovation
[2] civic
[2] tech

Top Hashtags in Tweet in G3:
[25] civictech
[18] africtivistes
[6] ict4democracy
[2] datajournalism
[1] charterafrica
[1] dgtrends
[1] deia

Top Hashtags in Tweet in G4:
[14] civictech
[14] lead
[9] ccitoyennes
[4] afrique
[3] numérique
[3] cfimedias
[2] citoyenneté
[2] numerique
[1] senegal
[1] leadelles

Top Hashtags in Tweet in G5:
[9] civictech
[5] deia
[4] technology
[2] innovation
[1] govtechjobs
[1] womenshistorymonth
[1] recruitment
[1] datascience
[1] civic
[1] ai

Top Hashtags in Tweet in G6:
[3] civictech
[2] opengov
[2] opendata

Top Hashtags in Tweet in G7:
[18] civictech
[8] opendata
[1] complexity
[1] ldnpoli
[1] ukpoli
[1] london

Top Hashtags in Tweet in G8:
[39] civictech
[19] govtech
[18] localgov
[10] stateandlocal
[10] governmentit
[10] publicsector
[10] cio
[9] enterprisesoftware
[8] statelocalit
[6] landmanagement

Top Hashtags in Tweet in G9:
[18] civictech

Top Hashtags in Tweet in G10:
[25] civictech
[23] policing
[19] oss
[5] opensource
[4] community
[2] publicsafety
[2] podcast
[2] library
[1] savelives
[1] vlc

Top Words
Top Words in Tweet in Entire Graph:
[377] #civictech
[73] tech
[69] hackathon
[68] team
[65] day
[62] work
[60] civic
[59] looking
[58] democracylab
[58] data

Top Words in Tweet in G1:
[83] #civictech
[65] hackathon
[55] democracylab
[54] codeforall
[51] day
[50] earth
[46] 48
[46] hour
[40] until
[39] days

Top Words in Tweet in G2:
[32] civictechafrica
[32] research
[19] full
[17] digital
[17] regional
[16] hiring
[16] looking
[16] hire
[16] time
[16] assistant

Top Words in Tweet in G3:
[40] code4africa
[27] african
[25] #civictech
[24] part
[19] hiring
[18] #africtivistes
[18] 2021
[18] continent
[18] largest
[18] network

Top Words in Tweet in G4:
[23] sommes
[19] leadelles
[16] projets
[15] programme
[14] #civictech
[14] helloo
[14] cher
[14] réseau
[14] ravies
[14] présenter

Top Words in Tweet in G5:
[28] team
[23] looking
[23] join
[19] usdigitalcorps
[18] several
[18] fellow
[18] experience
[18] supervisors
[18] digital
[18] corps

Top Words in Tweet in G6:
[29] non
[24] binary
[24] spaces
[23] woman
[23] person
[23] work
[23] open
[23] something
[23] never
[23] time

Top Words in Tweet in G7:
[18] #civictech
[11] civictechto
[10] hope
[8] #opendata
[7] hacknight
[7] jkonga
[7] go_opendata
[6] curious
[6] relationship
[6] between

Top Words in Tweet in G8:
[39] #civictech
[19] #govtech
[18] #localgov
[10] more
[10] #stateandlocal
[10] #governmentit
[10] #publicsector
[10] #cio
[9] #enterprisesoftware
[8] #statelocalit

Top Words in Tweet in G9:
[18] #civictech
[17] lemeilleurdesm
[11] 48h
[11] premier
[11] tour
[11] explore
[11] peuvent
[11] elles
[11] réconcilier
[11] politique

Top Words in Tweet in G10:
[25] #civictech
[23] #policing
[19] #oss
[13] open
[11] data
[7] code
[6] policing
[6] help
[5] police
[5] public

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[50] earth,day
[47] 48,hour
[44] civic,tech
[40] until,48
[36] days,until
[30] countdown,earth
[29] hackathon,begins
[27] #govtech,#civictech
[24] non,binary
[24] work,open

Top Word Pairs in Tweet in G1:
[50] earth,day
[46] 48,hour
[40] until,48
[36] days,until
[30] countdown,earth
[29] hackathon,begins
[23] democracylab,excited
[22] excited,partner
[22] partner,codeforall
[22] codeforall,convene

Top Word Pairs in Tweet in G2:
[16] hiring,looking
[16] looking,hire
[16] hire,full
[16] full,time
[16] time,research
[16] research,assistant
[16] assistant,assist
[16] assist,research
[16] research,process
[16] process,developing

Top Word Pairs in Tweet in G3:
[18] continent,largest
[18] largest,network
[16] network,indigenous
[16] indigenous,african
[16] african,#civictech
[16] code4africa,hiring
[15] hiring,part
[15] part,code4africa
[15] code4africa,continent
[13] plaidoyer,ligne

Top Word Pairs in Tweet in G4:
[14] helloo,cher
[14] cher,réseau
[14] réseau,sommes
[14] sommes,ravies
[14] ravies,présenter
[14] présenter,#lead'elles
[14] #lead'elles,initiative
[14] initiative,civic
[14] civic,tech
[14] tech,doper

Top Word Pairs in Tweet in G5:
[18] looking,several
[18] several,fellow
[18] fellow,experience
[18] experience,supervisors
[18] supervisors,join
[18] join,digital
[18] digital,corps
[18] corps,team
[18] team,support
[18] support,incoming

Top Word Pairs in Tweet in G6:
[24] non,binary
[23] woman,non
[23] binary,person
[23] person,work
[23] work,open
[23] open,spaces
[23] spaces,something
[23] something,never
[23] never,time
[23] time,sit

Top Word Pairs in Tweet in G7:
[8] #opendata,#civictech
[6] curious,relationship
[6] relationship,between
[6] between,#opendata
[6] #civictech,april
[6] april,12
[6] 12,speaker
[6] speaker,jkonga
[6] jkonga,go_opendata
[5] hope,wonderful

Top Word Pairs in Tweet in G8:
[18] #govtech,#civictech
[10] #civictech,#stateandlocal
[10] #stateandlocal,#governmentit
[10] #governmentit,#localgov
[10] #publicsector,#cio
[9] #localgov,#enterprisesoftware
[9] #enterprisesoftware,#publicsector
[8] #cio,#statelocalit
[6] #localgov,#govtech
[6] #statelocalit,#landmanagement

Top Word Pairs in Tweet in G9:
[11] 48h,premier
[11] premier,tour
[11] tour,lemeilleurdesm
[11] lemeilleurdesm,explore
[11] explore,#civictech
[11] #civictech,peuvent
[11] peuvent,elles
[11] elles,réconcilier
[11] réconcilier,politique
[11] politique,rdv

Top Word Pairs in Tweet in G10:
[23] #civictech,#policing
[19] #oss,#civictech
[4] #community,#civictech
[4] apis,open
[4] open,data
[4] data,standards
[4] law,enforcement
[3] public,safety
[3] afraid,code
[3] code,open

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@democracylab
@civictechafrica
@code4africa
@morchickit
@usdigitalcorps
@leadelles
@lemeilleurdesm
@africtivistes
@pollicyorg

Top Mentioned in G1:
@codeforall
@democracylab
@n3ijoy
@opendatach
@code4ca
@codeexcursion
@participatory
@un
@codeforamerica
@aelcenganda

Top Mentioned in G2:
@civictechafrica
@pollicyorg
@chadinnov
@ics_centre
@democracylab
@tchadinfos
@codeforall
@khayarion
@democracy
@neemaiyer

Top Mentioned in G3:
@code4africa
@africtivistes
@charter_africa
@code4a
@cypher007
@cfimedias
@gsa_tts
@douceesay
@civictechafrica

Top Mentioned in G4:
@leadelles
@cfimedias
@didierkissode
@jeunesdubenin
@emmanuelganse
@afd_france
@ndiaguefaye
@denyigban

Top Mentioned in G5:
@usdigitalcorps
@gsa_tts
@codingitforward
@beeckcenter
@aises
@techcongress
@uspto
@ostp
@pifgov
@pifalum

Top Mentioned in G6:
@morchickit
@openheroines
@opengovpart
@usdigitalcorps
@codeforall

Top Mentioned in G7:
@civictechto
@jkonga
@go_opendata
@nwspk
@edsaperia
@sirodoht
@patcon_
@rrikirrr
@cyberpolicyx
@clementbriens

Top Mentioned in G8:
@misaontario

Top Mentioned in G9:
@lemeilleurdesm
@fsaltiel
@franceculture
@katharinazuegel
@deciderensemble
@teymour
@regardscitoyens
@elyzeapp
@c_mabi

Top Mentioned in G10:
@gdsteam
@policerewired
@odihq
@stjohnambulance
@resuscounciluk
@aace_org
@gchq
@lewis_mayling
@maggie_blyth
@bengoldacre

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@codedailybot
@100xcode
@fabriciosx
@eraser
@opensource_orgs
@robotproud
@education_24x7
@nytimes

Top Tweeters in G1:
@fabriciosx
@opensource_orgs
@pythonroboto
@codeforpdx
@beartrust
@erinmharris
@weincludedorg
@gianlucasgueo
@un
@scibot6

Top Tweeters in G2:
@education_24x7
@mrtebzaa
@alwihdainfo
@ideas4a
@tchadinfos
@civicusalliance
@chantalenaidoo
@afwicomms
@yuthconnect
@_akande_bisi

Top Tweeters in G3:
@publichealthmap
@imt1212
@aliamsi
@chantalnare
@llthingscitizen
@gitogo_jnr
@zahratunda
@blakegirardot
@cypher007
@ecdpm

Top Tweeters in G4:
@tgtwittos
@bwasexo
@charaf_yarou
@emmanuelganse
@afd_france
@didierkissode
@cfimedias
@chammagbeha
@denyigban
@jnoumonvii

Top Tweeters in G5:
@pardoe_ai
@workwithimani
@wslack
@colonelkspeaks
@abhinemani
@usgsa
@uspto
@katherinespivey
@instituteforedu
@us_gsar1

Top Tweeters in G6:
@wordfinga
@herahussain
@peterkwells
@heatherleson
@opengovpart
@jenit
@pepe_garcia
@aborruso
@transparentegob
@lizcarolan

Top Tweeters in G7:
@leashless
@esasahara
@ns_ahmed
@edsaperia
@jkonga
@patcon_
@paulaforteza
@nwspk
@civictechto
@skaidrap

Top Tweeters in G8:
@eraser
@naru0ga
@andrewecoulson
@misaontario
@homata
@infopolicy
@goleftmitali
@lettegubert
@codeforboston
@computronixcx

Top Tweeters in G9:
@rozawieder
@tomdrabowicz
@franceculture
@numerama
@sandrinetreiner
@regardscitoyens
@visassoon
@francoishuguet
@marcus_db
@fsaltiel

Top Tweeters in G10:
@bengoldacre
@taiki_desuyo
@smartereveryday
@odihq
@stjohnambulance
@aace_org
@gdsteam
@lewis_mayling
@resuscounciluk
@gchq


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