civictech, Twitter, 6/2/2022 3:17:59 PM, 277548


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civictech_2022-06-02_08-12-17.xlsx
civictech_2022-06-02_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 02, 2022
Short Description:
civictech via NodeXL https://bit.ly/3alTeSU
@this0499154500
@nitikorn_mfp
@obs_ct
@mutabit
@civictechafrica
@chadinnov
@usdigitalcorps
@citoyennetech
@code4africa
@codeforpdx

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

Description:
Description
The graph represents a network of 941 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, 02 June 2022 at 15:13 UTC.

The requested start date was Thursday, 02 June 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, 18-hour, 48-minute period from Thursday, 19 May 2022 at 02:16 UTC to Wednesday, 01 June 2022 at 21:05 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 : 941
Unique Edges : 600
Edges With Duplicates : 1762
Total Edges : 2362
Number of Edge Types : 5
Retweet : 765
MentionsInRetweet : 1071
Replies to : 14
Tweet : 157
Mentions : 355
Self-Loops : 159
Reciprocated Vertex Pair Ratio : 0.0454928390901432
Reciprocated Edge Ratio : 0.0870265914585012
Connected Components : 89
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 330
Maximum Edges in a Connected Component : 1121
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.502331
Graph Density : 0.00140298912429059
Modularity : 0.485494
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 941 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, 02 June 2022 at 15:13 UTC.

The requested start date was Thursday, 02 June 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, 18-hour, 48-minute period from Thursday, 19 May 2022 at 02:16 UTC to Wednesday, 01 June 2022 at 21:05 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:
[25] https://mutabit.tiddlyhost.com/
[8] https://codeforall.org/2022/05/31/newsletter-may-2022/
[5] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[5] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[4] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[4] https://medium.com/@megan.martin_24410/urban-data-and-technology-ecosystem-a7dd8759c2d5
[3] https://www.codeforboston.org/
[3] https://voxeurop.eu/fr/comment-remettre-la-democratie-participative-a-lagenda-europeen/
[3] 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/
[2] https://docs.google.com/forms/d/e/1FAIpQLSfolVgHjCRacnOZlKHCgc7Q4X8I0g0tCBRXr0Z1Rw6CIes1LQ/viewform?usp=sf_link

Top URLs in Tweet in G1:
[1] https://twitter.com/webdevxp/status/1530798343894728704

Top URLs in Tweet in G2:
[5] https://codeforall.org/2022/05/31/newsletter-may-2022/
[4] https://medium.com/@megan.martin_24410/urban-data-and-technology-ecosystem-a7dd8759c2d5
[4] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[2] https://docs.google.com/forms/d/e/1FAIpQLSfolVgHjCRacnOZlKHCgc7Q4X8I0g0tCBRXr0Z1Rw6CIes1LQ/viewform?usp=sf_link
[2] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[2] 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] https://civictech.africa/diy-toolkit-from-nesta/
[2] https://disinfo.africa/fellowship-come-help-rewire-african-democracies-a8066a84e1c8
[2] https://re-publica.com/de/session/building-new-vision-civic-engagement

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://airtable.com/shrHxa55lmozJYo2S/tbl8rKJQgpiQv7mMt
[1] https://twitter.com/CaitlinHafferty/status/1530198532828893184
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277103
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277101
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=276630
[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

Top URLs in Tweet in G4:
[2] https://codeforall.org/2022/05/31/newsletter-may-2022/
[2] https://mailchi.mp/muckrock/for-the-record-january-12-2658232?e=a84b2ac852
[1] https://directory.civictech.guide/
[1] https://twitter.com/aspenpolicyhub/status/1529941050956976129
[1] https://www.washingtonpost.com/magazine/2022/05/17/michigan-garlin-gilchrist-tech-detroit/?utm_source=Publicate&utm_medium=email&utm_content=how-tech-can-be-a-force-for-good-in-government&utm_campaign=CFA+05.17
[1] https://open.usa.gov/meeting/may-2022-public-meeting/
[1] https://open.usa.gov/national-action-plan/co-creation/outreach/
[1] https://twitter.com/opengovpart/status/1529100926295937026
[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/

Top URLs in Tweet in G5:
[25] https://mutabit.tiddlyhost.com/
[1] https://twitter.com/mutabit/status/1526235036458135553

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=Rsd3C8ZeIBs&feature=youtu.be

[1] https://twitter.com/villeAvrankou/status/1475784953791229956
[1] https://defineamerican.com/research/great-replacement-network/

Top URLs in Tweet in G8:
[1] https://www.seas.harvard.edu/news/2021/01/pathway-civic-tech-talent
[1] https://twitter.com/thinkcivicpod/status/1528843729104162817
[1] https://open.spotify.com/episode/5TDfecuBIHNpGPyTIMPeq9?si=wzgZ3kPAQIWCWg2YMmyYbw
[1] https://twitter.com/LUinWashington/status/1527029711162966017

Top URLs in Tweet in G9:
[1] https://civic-hack-night-okinawa.connpass.com/event/248127/
[1] https://www.gogovapps.com/code-enforcement-software
[1] https://twitter.com/clacesarano/status/1527657316107096070
[1] https://twitter.com/FemmeTicDjibout/status/1528641592764116992
[1] http://macirco.herokuapp.com
[1] https://chihacknight.org/events/2022/05/24/chicago-in-maps.html
[1] https://waterchallenge.data.ca.gov/
[1] http://civictechno.fr/2022/05/26/se-former-a-la-pratique-politique-zoom-sur-trois-formations-tous-elus-investies-et-open-politics/
[1] https://twitter.com/banyulecouncil/status/1528930039504437248
[1] https://www.linkedin.com/posts/harvest-digital-planning_upgrade-your-community-engagement-platform-activity-6932465488966893568-iVf9?utm_source=linkedin_share&utm_medium=member_desktop_web

Top Domains
Top Domains in Tweet in Entire Graph:
[54] twitter.com
[25] tiddlyhost.com
[18] medium.com
[10] arcgis.com
[9] codeforall.org
[8] google.com
[8] computronix.com
[4] youtube.com
[4] meetup.com
[4] civictech.africa

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[18] medium.com
[8] twitter.com
[6] codeforall.org
[4] google.com
[4] civictech.africa
[3] co.uk
[2] zoom.us
[2] youtube.com
[2] livestorm.co
[2] disinfo.africa

Top Domains in Tweet in G3:
[4] twitter.com
[3] nodexlgraphgallery.org
[2] deciderensemble.com
[1] airtable.com
[1] saintgelydufesc.com
[1] laviedesidees.fr
[1] amazonaws.com
[1] openparliament.tv
[1] politizr.com

Top Domains in Tweet in G4:
[4] twitter.com
[2] codeforall.org
[2] usa.gov
[2] gsa.gov
[2] mailchi.mp
[1] civictech.guide
[1] washingtonpost.com
[1] eventbrite.com
[1] rosenfeldmedia.com
[1] civictech.chat

Top Domains in Tweet in G5:
[25] tiddlyhost.com
[1] twitter.com

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

Top Domains in Tweet in G8:
[2] twitter.com
[1] harvard.edu
[1] spotify.com

Top Domains in Tweet in G9:
[8] twitter.com
[1] connpass.com
[1] gogovapps.com
[1] herokuapp.com
[1] chihacknight.org
[1] ca.gov
[1] civictechno.fr
[1] linkedin.com
[1] google.com
[1] yahoo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[453] civictech
[102] candidatosendatos
[37] opengov
[32] icobenin
[32] communes229
[31] govtech
[30] cto
[30] saas
[25] reproducibleresearch
[21] dataviz



Top Hashtags in Tweet in G2:
[96] civictech
[10] afdtechtalk
[9] innovation
[5] newsletter
[5] urbantech
[5] fits2022
[4] civictechafrica
[3] citizen
[3] podcast
[3] participatory

Top Hashtags in Tweet in G3:
[29] civictech
[8] référentiel
[3] opensource
[3] assembl
[2] egov
[2] plantech
[2] candidatosendatos
[2] cfasummit
[2] govtech
[2] opengov

Top Hashtags in Tweet in G4:
[27] civictech
[8] civicdesign
[3] cfasummit
[3] opengov
[2] newsletter
[2] opendata
[2] deia
[1] tictec
[1] foi
[1] opengovweek

Top Hashtags in Tweet in G5:
[100] candidatosendatos
[31] civictech
[25] reproducibleresearch
[17] eleccionescolombia
[13] colombiadecide
[8] elecciones2022
[6] colombiavota2022
[5] openresearch
[4] colombiaelige
[3] dataviz

Top Hashtags in Tweet in G6:
[34] civictech
[31] icobenin
[31] opengov
[31] communes229
[2] avrankou
[2] wasexo
[2] bénin
[2] décentralisation
[2] localgov
[2] redevabilite

Top Hashtags in Tweet in G7:
[30] cto
[30] saas
[3] civictech
[3] iciçarecrute
[3] techforgood

Top Hashtags in Tweet in G8:
[12] civictech
[1] opengovweek

Top Hashtags in Tweet in G9:
[22] civictech
[3] govtech
[1] オープンデータ
[1] code
[1] enforcement
[1] codeenforcement
[1] italy
[1] staytuned
[1] maps
[1] digitalengagement

Top Hashtags in Tweet in G10:
[2] ekitidecides2022
[1] thepowerofmythumb
[1] myvotecounts
[1] yvotenaija
[1] getyourpvc

Top Words
Top Words in Tweet in Entire Graph:
[526] ง
[526] าย
[453] #civictech
[270] gt
[264] ใช
[264] ท
[263] สน
[263] บสน
[263] นให
[263] เลขสากลคร

Top Words in Tweet in G1:
[526] ง
[526] าย
[264] ใช
[264] ท
[263] สน
[263] บสน
[263] นให
[263] เลขสากลคร
[263] บ
[263] เพราะต

Top Words in Tweet in G2:
[96] #civictech
[52] code4africa
[32] civictechafrica
[28] learn
[27] help
[25] join
[24] civic
[24] democracy
[24] digital
[24] tech

Top Words in Tweet in G3:
[29] #civictech
[15] obs_ct
[11] france
[8] #référentiel
[8] actives
[7] bluenove
[7] deciderensemble
[7] c_mabi
[6] l'observatoire
[6] vient

Top Words in Tweet in G4:
[27] #civictech
[12] civic
[10] technologists
[9] team
[9] co
[9] government
[9] looking
[8] fellow
[8] experience
[8] time

Top Words in Tweet in G5:
[101] twitter
[100] #candidatosendatos
[73] mutabit
[49] much
[49] talk
[40] cuánto
[40] cuándo
[40] quién
[40] hablan
[36] colombian

Top Words in Tweet in G6:
[34] #civictech
[34] prix
[34] gouvernement
[34] ouvert
[34] local
[33] bénin
[31] #icobenin
[31] #opengov
[31] #communes229
[29] compétition

Top Words in Tweet in G7:
[30] hello
[30] recherche
[30] #cto
[30] engagé
[30] prendre
[30] main
[30] roadmap
[30] l'équipe
[30] d'une
[30] plateforme

Top Words in Tweet in G8:
[12] #civictech
[7] host
[7] instituteforedu
[7] community
[6] delighted
[6] group
[6] bright
[6] talented
[6] individuals
[5] luinwashington

Top Words in Tweet in G9:
[22] #civictech
[3] more
[3] #govtech
[3] community
[2] godac
[2] civic
[2] enforcement
[2] less
[2] learn
[2] redesign

Top Words in Tweet in G10:
[24] civictech
[22] ekiti
[22] workshop
[21] yvotenaija
[13] state
[12] finally
[12] election
[12] observation
[12] join
[12] 9am

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[526] ง,าย
[263] สน,บสน
[263] บสน,นให
[263] นให,ใช
[263] ใช,เลขสากลคร
[263] เลขสากลคร,บ
[263] บ,เพราะต
[263] เพราะต,อยอดก
[263] อยอดก,บเคร
[263] บเคร,องคอมในการว

Top Word Pairs in Tweet in G1:
[526] ง,าย
[263] สน,บสน
[263] บสน,นให
[263] นให,ใช
[263] ใช,เลขสากลคร
[263] เลขสากลคร,บ
[263] บ,เพราะต
[263] เพราะต,อยอดก
[263] อยอดก,บเคร
[263] บเคร,องคอมในการว

Top Word Pairs in Tweet in G2:
[20] code4africa,offering
[20] offering,series
[14] using,#civictech
[14] civic,tech
[13] #civictech,tools
[12] governments,accountable
[12] learn,charter_africa
[12] charter_africa,helping
[12] helping,watchdog
[12] watchdog,csos

Top Word Pairs in Tweet in G3:
[8] #civictech,actives
[8] actives,france
[7] #référentiel,#civictech
[6] l'observatoire,vient
[6] vient,publier
[6] publier,première
[6] première,version
[6] version,#référentiel
[6] france,annuaire
[5] obs_ct,l'observatoire

Top Word Pairs in Tweet in G4:
[10] civic,technologists
[8] fellow,experience
[8] ideas,lessons
[8] lessons,inspiration
[8] inspiration,#civicdesign
[8] #civicdesign,know
[8] know,someone
[8] someone,heads
[8] heads,call
[7] louisrosenfeld,ideas

Top Word Pairs in Tweet in G5:
[64] mutabit,#candidatosendatos
[49] #candidatosendatos,much
[49] talk,twitter
[40] #candidatosendatos,cuánto
[40] cuánto,cuándo
[40] cuándo,quién
[40] quién,hablan
[35] colombian,presidential
[34] hablan,candidatos
[34] candidatos,presidenciales

Top Word Pairs in Tweet in G6:
[34] prix,gouvernement
[34] gouvernement,ouvert
[34] ouvert,local
[33] local,bénin
[30] #icobenin,#opengov
[28] #opengov,#communes229
[28] #communes229,#civictech
[24] #civictech,prix
[24] bénin,communes
[24] communes,compétition

Top Word Pairs in Tweet in G7:
[30] hello,recherche
[30] recherche,#cto
[30] #cto,engagé
[30] engagé,prendre
[30] prendre,main
[30] main,roadmap
[30] roadmap,l'équipe
[30] l'équipe,d'une
[30] d'une,plateforme
[30] plateforme,#saas

Top Word Pairs in Tweet in G8:
[6] delighted,host
[6] host,instituteforedu
[6] instituteforedu,group
[6] group,bright
[6] bright,talented
[6] talented,individuals
[6] individuals,#civictech
[6] #civictech,community
[5] luinwashington,delighted
[5] community,engagi

Top Word Pairs in Tweet in G9:
[2] #govtech,#civictech
[2] lt,#civictech

Top Word Pairs in Tweet in G10:
[13] ekiti,state
[12] finally,ekiti
[12] state,civictech
[12] civictech,election
[12] election,observation
[12] observation,workshop
[12] workshop,join
[12] join,9am
[12] 9am,tomorrow
[12] tomorrow,30th

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nitikorn_mfp
@mutabit
@code4africa
@civictechafrica
@julientornior
@swbenin
@yvotenaija
@charter_africa
@justinarenstein
@obs_ct

Top Mentioned in G1:
@nitikorn_mfp

Top Mentioned in G2:
@code4africa
@civictechafrica
@charter_africa
@justinarenstein
@_africanunion
@triciagov
@afd_france
@govoteng
@chadinnov
@codeforall

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

Top Mentioned in G4:
@louisrosenfeld
@usdigitalcorps
@shmosknows
@marlenamedford
@codeforall
@usgsa
@whostp
@jordansrules
@socureme
@opengov

Top Mentioned in G5:
@mutabit
@pactocol
@pet
@equipoporcol
@pac
@ligagobernantes
@petrogustavo
@franciamarquezm
@e
@p

Top Mentioned in G6:
@swbenin
@usembassybenin
@youtube
@villeavrankou
@aoussoulio
@defineamerican

Top Mentioned in G7:
@julientornior
@domthomases
@moudjames23

Top Mentioned in G8:
@instituteforedu
@luinwashington
@codingitforward
@pifgov
@hseas
@opengov
@marinanitze
@greggersh
@benbalter
@philipashlock

Top Mentioned in G10:
@yvotenaija
@civichive

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@daizylazyyy
@ts_youngjae333
@chuddles11
@dezember46
@indianexpress
@hwanshiterux
@middonaito
@mycottonball

Top Tweeters in G1:
@daizylazyyy
@ts_youngjae333
@dezember46
@hwanshiterux
@middonaito
@mycottonball
@mailovez
@fany_holic
@_acnbabe
@saoungsea

Top Tweeters in G2:
@smartecocity
@owiraowira
@mashanubian
@eddymbans
@appthisway
@josephburite
@ogene_ogbodo
@jesstingaround
@charliebeckett
@llthingscitizen

Top Tweeters in G3:
@opensource_orgs
@moreauchevrolet
@rebastion
@ppolitics
@epetitchottin
@strippel
@this0499154500
@bluenove
@laviedesidees
@montpellier_

Top Tweeters in G4:
@pfanderson
@digiphile
@suntimes
@standbyme2018
@craignewmark
@codeforpdx
@mediajunkie
@jmspool
@wbez
@realn2s

Top Tweeters in G5:
@petrogustavo
@andressan
@jag2kn
@namsohj
@offraylc
@ficogutierrez
@luisgmurillo
@hiperterminal
@sergio_fajardo
@kublaykan

Top Tweeters in G6:
@benin_retweet
@bwasexo
@calhoundemgotv
@romoganderson1
@youtube
@charaf_yarou
@defineamerican
@mrpalabre
@sedo229
@bruneldossa

Top Tweeters in G7:
@moudjames23
@mouhamednoire
@dkingabdallah
@boulama_k
@witamine
@alioune_kanoute
@boolkirool
@cowreth
@micheal74606768
@kdaures

Top Tweeters in G8:
@tarundsnaol
@marinanitze
@johnpaulfarmer
@hseas
@instituteforedu
@abbeysuekos
@greggersh
@benbalter
@philipashlock
@congressfellows

Top Tweeters in G9:
@lunefh
@dagoneye
@jdkunesh
@davidbruno_ca
@qaphui
@codeforbtv
@uganda_digital
@govos_inc
@holnest_fr
@cawaterdatadive

Top Tweeters in G10:
@alausaissasanni
@olokoobitosin
@opegoogle
@bigifngo
@olagunjuahmed
@battlenaija
@civichive
@adebayotosin80
@fadamakay
@baolak01


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