civictech, Twitter, 5/26/2022 3:16:52 PM, 277103


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civictech_2022-05-26_08-12-17.xlsx
civictech_2022-05-26_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2022
Short Description:
civictech via NodeXL https://bit.ly/38mejMx
@this0499154500
@opensource_orgs
@mutabit
@opengov
@opengovpart
@codeforamerica
@codeforpdx
@gsacarnahan
@obs_ct
@digiphile

Top hashtags:
#civictech
#candidatosendatos
#cfasummit
#govtech
#opengov
#icobenin
#communes229

Description:
Description
The graph represents a network of 717 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, 26 May 2022 at 15:13 UTC.

The requested start date was Thursday, 26 May 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, 17-hour, 0-minute period from Thursday, 12 May 2022 at 04:40 UTC to Wednesday, 25 May 2022 at 21:40 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 : 717
Unique Edges : 663
Edges With Duplicates : 1387
Total Edges : 2050
Number of Edge Types : 5
Retweet : 567
MentionsInRetweet : 945
Tweet : 162
Mentions : 364
Replies to : 12
Self-Loops : 168
Reciprocated Vertex Pair Ratio : 0.0540796963946869
Reciprocated Edge Ratio : 0.102610261026103
Connected Components : 80
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 412
Maximum Edges in a Connected Component : 1411
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.197197
Graph Density : 0.00216412270244579
Modularity : 0.492201
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 717 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, 26 May 2022 at 15:13 UTC.

The requested start date was Thursday, 26 May 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, 17-hour, 0-minute period from Thursday, 12 May 2022 at 04:40 UTC to Wednesday, 25 May 2022 at 21:40 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:
[28] https://mutabit.tiddlyhost.com/
[8] https://rri-tools.eu/-/don-t-build-it-a-guide-for-practitioners-in-civic-tech-tech-for-development
[7] http://radar.oreilly.com/2010/05/code-for-america-empowering-so.html
[7] https://www.eventbrite.ca/e/inclucity-calgary-public-launch-event-tickets-332064512897
[5] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[4] https://mailchi.mp/muckrock/for-the-record-january-12-2658232?e=a84b2ac852
[4] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[4] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[3] https://medium.com/@megan.martin_24410/urban-data-and-technology-ecosystem-a7dd8759c2d5
[3] https://us02web.zoom.us/meeting/register/tZItc--qqj0rGdY9243Jexyor4-7wn_byxC-

Top URLs in Tweet in G1:
[7] http://radar.oreilly.com/2010/05/code-for-america-empowering-so.html
[3] https://vote.gov/
[2] https://civictech.guide/
[2] https://civictech.chat/2022/05/innovating-social-safety-net
[2] https://twitter.com/codeforamerica/status/1526246195055804417
[1] https://www.eventbrite.com/e/us-digital-corps-fellow-experience-supervisor-info-session-tickets-339598517307?aff=twitter
[1] https://join.tts.gsa.gov/join/usdc-fellow-experience-supervisor/
[1] https://summit.codeforamerica.org/
[1] https://okt.to/Mxl82H
[1] https://okt.to/lIpZJT

Top URLs in Tweet in G2:
[28] https://mutabit.tiddlyhost.com/
[2] https://twitter.com/mutabit/status/1526235036458135553

Top URLs in Tweet in G3:
[2] https://www.deciderensemble.com/articles/97525-analyse-le-referentiel-des-civic-tech-actives-en-france-mai-2022
[1] https://twitter.com/Purpoz_appli/status/1529029176681975809
[1] https://onvotepournosidees.saintgelydufesc.com/project/budget-participatif-jeunesse-solidarite-animation/presentation/presentation-de-la-demarche
[1] https://www.laviedesidees.fr/Citoyen-hackeur.html
[1] https://s3-eu-west-1.amazonaws.com/buypacker-prod/document/2126795.pdf?response-content-disposition=attachment%3B%20filename%2A%3DUTF-8%27%27VF_Analyse%2520r%25C3%25A9f%25C3%25A9rentiel%25200522.pdf&response-x-robots-tag=noindex&AWSAccessKeyId=AKIAIAGCEPGSROXYCM3A&Expires=1675555200&Signature=LX0OKKJItc%2FtHgLsecW1w8WxiBg%3D
[1] https://twitter.com/Obs_CT/status/1527283526323691520
[1] https://politizr.com/lp/offre-candidat-legislatives-2022
[1] https://twitter.com/obs_ct/status/1527283526323691520
[1] https://twitter.com/FaceTheFactsApp/status/1524688915642392577
[1] https://de.openparliament.tv

Top URLs in Tweet in G4:
[3] https://forms.gle/4smPe6Xo7HiM6LfK7
[3] https://medium.com/@megan.martin_24410/urban-data-and-technology-ecosystem-a7dd8759c2d5
[3] https://us02web.zoom.us/meeting/register/tZItc--qqj0rGdY9243Jexyor4-7wn_byxC-
[2] https://medium.com/civictech/ugandan-citizen-journalism-outfit-shares-parliaments-untold-stories-b3051ed5bf7c
[2] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[1] https://civictech.africa/case-study/checkit-community-reporting-tool/
[1] https://civictech.africa/diy-toolkit-from-nesta/
[1] https://docs.google.com/forms/d/1ZEGgXbb0SgEzgV8mYVz8JaInLrTApYnrHjgSu8-P3w0/edit
[1] https://civictech.africa/initiative/govote/
[1] https://twitter.com/Cc_HUB/status/1526567030979190784

Top URLs in Tweet in G5:
[7] https://www.eventbrite.ca/e/inclucity-calgary-public-launch-event-tickets-332064512897
[2] https://www.meetup.com/Civic-Tech-Toronto/events/285553713/
[1] https://www.meetup.com/Civic-Tech-Toronto/events/285705839/
[1] https://www.amazon.ca/Civic-Technologists-Practice-Guide/dp/1735286508
[1] https://twitter.com/bryanbrinkman/status/1525147795719655432
[1] https://twitter.com/CPMRU/status/1526308142987943936
[1] https://twitter.com/CodeforAll/status/1526212784953999360

Top URLs in Tweet in G6:
[1] https://defineamerican.com/research/great-replacement-network/

Top URLs in Tweet in G7:
[2] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[2] https://www.computronix.com/single-tenant-software-solutions/
[2] https://www.computronix.com/government-software-solutions/solutions-faq/
[2] https://www.computronix.com/building-consensus-for-software-system-replacement-ebook/
[1] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[1] https://boards.greenhouse.io/agilesix
[1] https://civic-hackers.org/community-impact-accelerator/
[1] https://speakerdeck.com/halsk/what-the-civic-tech-community-can-do-to-improve-government-and-public-trust
[1] https://twitter.com/codeforamerica/status/1526232285925756928

Top URLs in Tweet in G9:
[4] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[2] https://www.indiatoday.in/amp/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12

Top URLs in Tweet in G10:
[1] https://twitter.com/InstituteForEdu/status/1526668985122660353
[1] https://twitter.com/LUinWashington/status/1527029711162966017
[1] https://apply.pif.gov
[1] https://twitter.com/PIFgov/status/1526294863708291073

Top Domains
Top Domains in Tweet in Entire Graph:
[58] twitter.com
[28] tiddlyhost.com
[12] computronix.com
[8] indiatoday.in
[8] arcgis.com
[8] rri-tools.eu
[7] oreilly.com
[7] eventbrite.ca
[6] medium.com
[5] proudcity.com

Top Domains in Tweet in G1:
[16] twitter.com
[7] oreilly.com
[3] civictech.guide
[3] vote.gov
[3] usa.gov
[3] civictech.chat
[2] eventbrite.com
[2] gsa.gov
[2] okt.to
[2] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[28] tiddlyhost.com
[2] twitter.com

Top Domains in Tweet in G3:
[4] twitter.com
[2] deciderensemble.com
[1] saintgelydufesc.com
[1] laviedesidees.fr
[1] amazonaws.com
[1] politizr.com
[1] openparliament.tv
[1] greenhouse.io

Top Domains in Tweet in G4:
[5] medium.com
[4] civictech.africa
[4] twitter.com
[3] forms.gle
[3] zoom.us
[3] co.uk
[2] google.com
[1] youtube.com

Top Domains in Tweet in G5:
[7] eventbrite.ca
[3] meetup.com
[3] twitter.com
[1] amazon.ca

Top Domains in Tweet in G6:
[1] defineamerican.com

Top Domains in Tweet in G7:
[12] computronix.com
[5] twitter.com
[2] indiatoday.in
[1] greenhouse.io
[1] civic-hackers.org
[1] speakerdeck.com
[1] openenvironmentaldata.org
[1] tbcrecruiting.com
[1] connpass.com
[1] gogovapps.com

Top Domains in Tweet in G9:
[6] indiatoday.in

Top Domains in Tweet in G10:
[3] twitter.com
[1] pif.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[474] civictech
[112] candidatosendatos
[54] cfasummit
[45] govtech
[36] opengov
[27] icobenin
[27] communes229
[25] reproducibleresearch
[21] dataviz
[19] policing



Top Hashtags in Tweet in G1:
[103] civictech
[48] cfasummit
[9] nowhiring
[8] opengov
[6] sustainability
[5] funding
[5] tech4good
[5] codeforamerica
[3] govtech
[2] aapi

Top Hashtags in Tweet in G2:
[111] candidatosendatos
[41] civictech
[25] reproducibleresearch
[15] visualizaciondedatos
[14] nuevasciudadanías
[11] gtoolkit
[6] eleccionescolombia
[6] colombiavota2022
[6] elecciones2022
[6] colombiadecide

Top Hashtags in Tweet in G3:
[31] civictech
[11] opensource
[8] référentiel
[7] knowledgeequity
[5] opendata
[3] remotework
[3] python
[3] assembl
[2] accelerator
[2] socent

Top Hashtags in Tweet in G4:
[30] civictech
[6] climathon
[6] climatechange
[6] hackathon
[5] riseafrica
[4] ctif22
[3] innovation
[3] urbantech
[3] citizen
[2] participatory

Top Hashtags in Tweet in G5:
[14] civictech
[1] ontariodigital
[1] yyc
[1] calgary
[1] dei
[1] diversityandinclusion
[1] socialtech

Top Hashtags in Tweet in G6:
[1] immigration
[1] civictech

Top Hashtags in Tweet in G7:
[30] civictech
[14] govtech
[13] localgov
[13] stateandlocal
[13] governmentit
[13] publicsector
[12] cio
[11] statelocalit
[10] enterprisesoftware
[4] landmanagement

Top Hashtags in Tweet in G8:
[27] icobenin
[27] opengov
[27] communes229
[27] civictech

Top Hashtags in Tweet in G9:
[11] govtech
[9] unicorns
[3] startups
[2] civictech
[2] opinion
[1] leadership
[1] economia
[1] tech
[1] govtechindiasummit

Top Hashtags in Tweet in G10:
[15] civictech

Top Words
Top Words in Tweet in Entire Graph:
[474] #civictech
[122] twitter
[112] #candidatosendatos
[100] public
[98] more
[93] mutabit
[64] impact
[61] create
[58] make
[58] codeforamerica

Top Words in Tweet in G1:
[103] #civictech
[69] more
[57] public
[53] codeforamerica
[53] make
[50] gsacarnahan
[50] best
[50] impact
[49] create
[48] #cfasummit

Top Words in Tweet in G2:
[120] twitter
[111] #candidatosendatos
[93] mutabit
[57] cuánto
[57] cuándo
[57] quién
[57] hablan
[52] much
[51] candidatos
[51] presidenciales

Top Words in Tweet in G3:
[31] #civictech
[15] apply
[14] two
[13] obs_ct
[10] #opensource
[9] france
[8] #référentiel
[7] weeks
[7] left
[7] don

Top Words in Tweet in G4:
[30] #civictech
[21] join
[21] civictechafrica
[13] tech
[11] africa
[11] more
[10] civic
[10] challenges
[9] register
[8] govoteng

Top Words in Tweet in G5:
[14] #civictech
[13] inclucityyyc
[12] public
[7] launch
[7] workshops
[7] wed
[7] 18
[7] 30pm
[7] mt
[7] register

Top Words in Tweet in G6:
[23] report
[23] immigration
[22] team
[22] spent
[22] years
[22] creating
[22] groundbreaking
[22] research
[22] anti
[22] network

Top Words in Tweet in G7:
[30] #civictech
[14] #govtech
[13] #localgov
[13] #stateandlocal
[13] #governmentit
[13] #publicsector
[12] #cio
[11] #statelocalit
[10] #enterprisesoftware
[9] system

Top Words in Tweet in G8:
[27] #icobenin
[27] #opengov
[27] #communes229
[27] #civictech
[27] prix
[27] gouvernement
[27] ouvert
[27] local
[27] bénin
[23] swbenin

Top Words in Tweet in G9:
[18] jaijit
[15] india
[11] #govtech
[11] sector
[10] govtech
[9] hundred
[9] #unicorns
[9] none
[9] needs
[9] done

Top Words in Tweet in G10:
[15] #civictech
[14] instituteforedu
[10] host
[7] luinwashington
[7] superheroes
[6] delighted
[6] group
[6] bright
[6] talented
[6] individuals

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[81] mutabit,#candidatosendatos
[57] #candidatosendatos,cuánto
[57] cuánto,cuándo
[57] cuándo,quién
[57] quién,hablan
[52] #candidatosendatos,much
[51] hablan,candidatos
[51] candidatos,presidenciales
[51] presidenciales,twitter
[50] public,service

Top Word Pairs in Tweet in G1:
[48] make,impact
[47] public,service
[47] service,best
[47] best,place
[47] place,make
[47] impact,biden
[47] biden,harris
[47] harris,administration
[47] administration,continues
[47] continues,create

Top Word Pairs in Tweet in G2:
[81] mutabit,#candidatosendatos
[57] #candidatosendatos,cuánto
[57] cuánto,cuándo
[57] cuándo,quién
[57] quién,hablan
[52] #candidatosendatos,much
[51] hablan,candidatos
[51] candidatos,presidenciales
[51] presidenciales,twitter
[46] talk,twitter

Top Word Pairs in Tweet in G3:
[7] two,weeks
[7] weeks,left
[7] left,two
[7] two,apply
[7] apply,don
[7] don,miss
[7] miss,chance
[7] chance,bring
[7] bring,#knowledgeequity
[7] #knowledgeequity,project

Top Word Pairs in Tweet in G4:
[9] civic,tech
[7] leverage,#civictech
[7] #civictech,more
[7] more,effectively
[7] effectively,around
[7] around,africa's
[7] africa's,urbanisation
[7] urbanisation,challenges
[7] challenges,opportunities
[7] opportunities,join

Top Word Pairs in Tweet in G5:
[7] inclucityyyc,public
[7] public,launch
[7] launch,workshops
[7] workshops,wed
[7] wed,18
[7] 18,30pm
[7] 30pm,mt
[7] mt,register
[7] register,platformcalgary
[6] inclucityyyc,inclucityyyc

Top Word Pairs in Tweet in G6:
[22] team,spent
[22] spent,years
[22] years,creating
[22] creating,groundbreaking
[22] groundbreaking,research
[22] research,report
[22] report,anti
[22] anti,immigration
[22] immigration,network
[22] network,youtube

Top Word Pairs in Tweet in G7:
[13] #govtech,#civictech
[13] #civictech,#stateandlocal
[13] #stateandlocal,#governmentit
[12] #governmentit,#localgov
[11] #publicsector,#cio
[10] #enterprisesoftware,#publicsector
[9] #cio,#statelocalit
[9] #localgov,#enterprisesoftware
[5] software,system
[4] #statelocalit,#landmanagement

Top Word Pairs in Tweet in G8:
[27] #icobenin,#opengov
[27] prix,gouvernement
[27] gouvernement,ouvert
[27] ouvert,local
[27] local,bénin
[23] swbenin,#icobenin
[22] #opengov,#communes229
[22] #communes229,#civictech
[22] #civictech,prix
[22] bénin,communes

Top Word Pairs in Tweet in G9:
[9] india,hundred
[9] hundred,#unicorns
[9] #unicorns,none
[9] none,#govtech
[9] #govtech,sector
[9] sector,needs
[9] needs,done
[9] done,create
[8] jaijit,india
[8] create,vib

Top Word Pairs in Tweet in G10:
[7] #civictech,superheroes
[6] delighted,host
[6] host,instituteforedu
[6] instituteforedu,group
[6] group,bright
[6] bright,talented
[6] talented,individuals
[6] individuals,#civictech
[6] #civictech,community
[6] celebrate,#civictech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@mutabit
@codeforamerica
@gsacarnahan
@swbenin
@pactocol
@usds
@civictechafrica
@youtube
@defineamerican
@pet

Top Mentioned in G1:
@codeforamerica
@gsacarnahan
@usds
@digiphile
@amandarenteria
@usdigitalcorps
@codeforall
@pahlkadot
@usgsa
@civictechchat

Top Mentioned in G2:
@mutabit
@pactocol
@pet
@pharoproject
@feenkcom
@tiddlywiki
@equipoporcol
@pac
@ligagobernantes
@p

Top Mentioned in G3:
@obs_ct
@unlock_acc
@deciderensemble
@c_mabi
@bluenove
@loicblondiaux
@patrice_carre
@peoplepowrd
@clairelegros
@civictechfr

Top Mentioned in G4:
@civictechafrica
@govoteng
@cc_hub
@openparlyzw
@pzwsk
@opencitieslabza
@hellolamppost_
@pollicyorg
@chadinnov
@gfdrr

Top Mentioned in G5:
@platformcalgary
@inclucityyyc
@civictechto
@ultush
@cydharrell
@880cities
@spncrd
@code4luke
@code4ca
@johnrkenney

Top Mentioned in G6:
@youtube
@defineamerican

Top Mentioned in G8:
@swbenin
@usembassybenin

Top Mentioned in G9:
@jaijit
@easygov
@cdepresearch
@indiatoday
@sanjay_sriv
@amitegov
@rajananandan
@abhish18
@snjyjn

Top Mentioned in G10:
@instituteforedu
@luinwashington
@nicolebintner
@pifgov
@congressfellows
@codingitforward
@usdigitalcorps
@coach_kemper
@johnpaulfarmer

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@jfsebastian146
@indiatoday
@chuddles11
@akuma_river
@indianexpress
@legrouxvincent
@opensource_orgs
@indiatodayflash
@alaskarebel

Top Tweeters in G1:
@robinsnewswire
@alaskarebel
@rahul05ranjan
@digiphile
@dominiccampbell
@publichealthmap
@thesiliconhill
@standbyme2018
@craignewmark
@codeforpdx

Top Tweeters in G2:
@petrogustavo
@holdingempresa2
@andressan
@jag2kn
@novagob
@offraylc
@ficogutierrez
@luisgmurillo
@eliasroldanc
@opengovpart

Top Tweeters in G3:
@opensource_orgs
@xeronbot
@djriveraros
@markderiz
@moreauchevrolet
@epetitchottin
@strippel
@bluenove
@laviedesidees
@montpellier_

Top Tweeters in G4:
@jfsebastian146
@sharonhoole
@openparlyzw
@ogene_ogbodo
@eienigeria
@theemzwandile
@munyabloggo
@right_to_remain
@envagency
@therehn

Top Tweeters in G5:
@cydharrell
@johnrkenney
@code4luke
@platformcalgary
@code4ca
@jaycyyc
@880cities
@rainforestab
@spncrd
@civictechto

Top Tweeters in G6:
@akuma_river
@the_moviebob
@sirloinofice1
@otdderamin
@_omlt_
@anarcish
@preinsko
@girls_are_weird
@sunnydaejones
@sassyteapot63

Top Tweeters in G7:
@netamakerindia
@urbanvn
@dagoneye
@emilytav
@jdkunesh
@infopolicy
@jamieklenetsky
@codeforboston
@computronixcx
@s_mond18

Top Tweeters in G8:
@benin_retweet
@romoganderson1
@charaf_yarou
@sedo229
@bruneldossa
@adetola74352766
@sitaelben
@amrsodj
@bhouehounde
@pamharie

Top Tweeters in G9:
@indiatoday
@indianexpress
@indiatodayflash
@abhish18
@rajananandan
@anurag4d
@jaijit
@sanjay_sriv
@suryagangadha13
@easygov

Top Tweeters in G10:
@johnpaulfarmer
@instituteforedu
@congressfellows
@codingitforward
@pifgov
@lindseyvparker
@uxiseverywhere
@nicolebintner
@cjborges76
@bennettgebken