civictech, Twitter, 6/9/2022 4:14:33 PM, 277983


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civictech_2022-06-09_08-12-17.xlsx
civictech_2022-06-09_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 09, 2022
Short Description:
civictech via NodeXL https://bit.ly/3O1H4xl
@nitikorn_mfp
@this0499154500
@civictechafrica
@codeforpdx
@code4africa
@mutabit
@citoyennetech
@chadinnov
@codeforall
@codeforamerica

Top hashtags:
#civictech
#candidatosendatos
#govtech
#saas
#cto
#dataviz
#localgov

Description:
Description
The graph represents a network of 867 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, 09 June 2022 at 15:13 UTC.

The requested start date was Thursday, 09 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, 15-hour, 58-minute period from Thursday, 26 May 2022 at 04:50 UTC to Wednesday, 08 June 2022 at 20:48 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 : 867
Unique Edges : 498
Edges With Duplicates : 1677
Total Edges : 2175
Number of Edge Types : 5
Retweet : 734
MentionsInRetweet : 962
Replies to : 17
Mentions : 316
Tweet : 146
Self-Loops : 147
Reciprocated Vertex Pair Ratio : 0.0489833641404806
Reciprocated Edge Ratio : 0.0933920704845815
Connected Components : 74
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 599
Maximum Edges in a Connected Component : 1650
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.956302
Graph Density : 0.00151167653585004
Modularity : 0.463892
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 867 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, 09 June 2022 at 15:13 UTC.

The requested start date was Thursday, 09 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, 15-hour, 58-minute period from Thursday, 26 May 2022 at 04:50 UTC to Wednesday, 08 June 2022 at 20:48 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:
[12] https://mutabit.tiddlyhost.com/
[8] https://codeforall.org/2022/05/31/newsletter-may-2022/
[5] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[4] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[4] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[4] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[3] https://mailchi.mp/beta.nyc/june2022
[3] https://www.govtech.com/opinion/the-case-for-simplified-text-based-government-websites
[3] http://www.codeforboston.org/
[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/

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

Top URLs in Tweet in G2:
[8] https://codeforall.org/2022/05/31/newsletter-may-2022/
[4] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[2] https://youtu.be/lxSxKUnh-m0
[2] https://disinfo.africa/fellowship-come-help-rewire-african-democracies-a8066a84e1c8
[2] https://app.livestorm.co/agence-francaise-de-deveoppement/afd-techtalk-the-role-of-civic-tech-for-democracy-and-social-justice?type=detailed
[2] https://docs.google.com/forms/d/e/1FAIpQLSfolVgHjCRacnOZlKHCgc7Q4X8I0g0tCBRXr0Z1Rw6CIes1LQ/viewform?usp=sf_link
[2] https://medium.com/@megan.martin_24410/urban-data-and-technology-ecosystem-a7dd8759c2d5
[2] https://civictech.africa/diy-toolkit-from-nesta/
[2] https://dokeza.mzalendo.com/
[2] https://re-publica.com/de/session/building-new-vision-civic-engagement

Top URLs in Tweet in G3:
[2] https://join.tts.gsa.gov/join/usdc-fellow-experience-supervisor/
[1] https://theconversation.com/hacking-the-pandemic-how-taiwans-digital-democracy-holds-covid-19-at-bay-145023
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277548
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277101
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277546
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277103
[1] https://open.usa.gov/national-action-plan/co-creation/outreach/
[1] https://twitter.com/opengovpart/status/1529100926295937026
[1] https://airtable.com/shrHxa55lmozJYo2S/tbl8rKJQgpiQv7mMt
[1] https://twitter.com/CaitlinHafferty/status/1530198532828893184

Top URLs in Tweet in G4:
[12] https://mutabit.tiddlyhost.com/

Top URLs in Tweet in G5:
[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://ca.news.yahoo.com/unified-cybersecurity-strategy-key-protecting-172801621.html
[1] https://www.linkedin.com/jobs/view/3095437067
[1] https://twitter.com/CivicTechAfrica/status/1530428656811745281
[1] https://www.meetup.com/CodeForBTV/events/285849403/
[1] https://news.yahoo.co.jp/articles/a6c732b2a1b310c01478240c75d33fa794637db2
[1] https://twitter.com/codeforjapan/status/1526373939370393608
[1] https://blog.po8klasie.pl/blog/droga-do-po8klasie
[1] https://twitter.com/mybmcsmilec/status/1531598048601645056

Top URLs in Tweet in G7:
[1] https://twitter.com/Cc_HUB/status/1526567030979190784
[1] https://forms.gle/4smPe6Xo7HiM6LfK7
[1] https://twitter.com/villeAvrankou/status/1475784953791229956
[1] https://www.youtube.com/watch?v=Rsd3C8ZeIBs&feature=youtu.be


Top URLs in Tweet in G9:
[3] https://www.govtech.com/opinion/the-case-for-simplified-text-based-government-websites
[1] https://twitter.com/USDResponse/status/1532774177475682304
[1] https://www.usdigitalresponse.org/volunteer
[1] https://twitter.com/kristallakis/status/1530235981328023552
[1] https://twitter.com/richardpietro/status/1532146429099225090
[1] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydchbpc/
[1] https://twitter.com/kmcurry/status/1532986827422027779
[1] https://statetechmagazine.com/article/2022/06/what-technical-debt-state-and-local-governments-perfcon
[1] https://andscape.com/features/in-times-of-crisis-government-needs-to-speak-our-language/
[1] https://landing.google.com/advancedprotection/

Top URLs in Tweet in G10:
[3] http://www.codeforboston.org/
[1] https://beeckcenter.georgetown.edu/wp-content/uploads/2022/02/Beeck-Center-Code-For-Boston.pdf
[1] https://newpublic.org/jobs
[1] https://www.meetup.com/Boston-Software-Crafters/events/285576929
[1] https://cleargov.com/rc/news/citygrows-platform-acquisition

Top Domains
Top Domains in Tweet in Entire Graph:
[51] twitter.com
[18] medium.com
[12] computronix.com
[12] tiddlyhost.com
[9] codeforall.org
[8] arcgis.com
[7] google.com
[4] youtube.com
[4] meetup.com
[4] govtech.com

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

Top Domains in Tweet in G2:
[16] medium.com
[12] twitter.com
[9] codeforall.org
[4] google.com
[2] youtu.be
[2] youtube.com
[2] disinfo.africa
[2] livestorm.co
[2] mysociety.org
[2] civictech.guide

Top Domains in Tweet in G3:
[4] nodexlgraphgallery.org
[4] twitter.com
[2] gsa.gov
[1] theconversation.com
[1] usa.gov
[1] airtable.com

Top Domains in Tweet in G4:
[12] tiddlyhost.com

Top Domains in Tweet in G5:
[6] twitter.com
[1] civictechno.fr
[1] yahoo.com
[1] linkedin.com
[1] meetup.com
[1] co.jp
[1] po8klasie.pl
[1] govos.com
[1] numerama.com
[1] colorado.gov

Top Domains in Tweet in G7:
[2] twitter.com
[1] forms.gle
[1] youtube.com

Top Domains in Tweet in G9:
[4] twitter.com
[3] govtech.com
[1] usdigitalresponse.org
[1] meetup.com
[1] statetechmagazine.com
[1] andscape.com
[1] google.com

Top Domains in Tweet in G10:
[3] codeforboston.org
[1] georgetown.edu
[1] newpublic.org
[1] meetup.com
[1] cleargov.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[428] civictech
[58] candidatosendatos
[38] govtech
[26] saas
[24] cto
[19] dataviz
[17] localgov
[17] policing
[16] afdtechtalk
[16] opengov



Top Hashtags in Tweet in G2:
[156] civictech
[16] afdtechtalk
[8] tictec
[8] newsletter
[7] dokeza
[4] civictechafrica
[4] innovation
[4] fits2022
[3] podcast
[3] rp22

Top Hashtags in Tweet in G3:
[19] civictech
[5] opengov
[4] govtech
[4] opengovweek
[3] icobenin
[3] communes229
[3] plantech
[2] techforgood
[2] candidatosendatos
[2] opendata

Top Hashtags in Tweet in G4:
[56] candidatosendatos
[17] civictech
[13] reproducibleresearch
[11] eleccionescolombia
[7] colombiadecide
[5] openresearch
[4] colombiaelige
[2] elecciones2022
[2] colombia
[1] elecciones

Top Hashtags in Tweet in G5:
[19] civictech
[3] govtech
[1] cybersecurity
[1] stateandlocal
[1] security
[1] ai
[1] fintech
[1] justintrudeau
[1] canadianpm
[1] anncavoukian

Top Hashtags in Tweet in G6:
[23] cto
[23] saas
[1] civictech
[1] iciçarecrute
[1] techforgood

Top Hashtags in Tweet in G7:
[20] civictech
[10] icobenin
[10] communes229
[10] opengov
[5] benin
[5] burkina
[5] capeverde
[5] gambia
[5] ghana
[5] guinea

Top Hashtags in Tweet in G8:
[1] iexec
[1] web3
[1] oracles
[1] ssi

Top Hashtags in Tweet in G9:
[17] civictech
[4] govtech

Top Hashtags in Tweet in G10:
[7] civictech
[3] nonprofit
[2] datascience
[2] bostontech
[2] volunteer
[1] datavisualization
[1] democracy
[1] dataviz
[1] protectdemocracy
[1] mobprogramming

Top Words
Top Words in Tweet in Entire Graph:
[1321] ˆà
[1054] ªà
[791] šà
[791] Ĉ
[528] ψ
[423] #civictech
[270] gt
[265] žà
[265] µ
[263] nitikorn_mfp

Top Words in Tweet in G1:
[1321] ˆà
[1054] ªà
[791] šà
[791] Ĉ
[528] ψ
[265] žà
[263] š
[263] digitize
[263] ocr
[263] gt

Top Words in Tweet in G2:
[156] #civictech
[82] code4africa
[39] charter_africa
[36] job
[32] learn
[28] codeforall
[27] civictechafrica
[27] join
[27] help
[27] democracy

Top Words in Tweet in G3:
[19] #civictech
[14] technologists
[14] codeforamerica
[14] career
[12] gsa_tts
[12] opportunities
[11] great
[11] attend
[11] summit
[11] last

Top Words in Tweet in G4:
[56] #candidatosendatos
[54] twitter
[40] mutabit
[36] cuã
[26] much
[26] talk
[23] colombian
[22] presidential
[22] candidates
[18] nto

Top Words in Tweet in G5:
[19] #civictech
[4] ãƒ
[3] know
[3] #govtech
[3] service
[2] open
[2] community
[2] provide
[2] product
[2] improve

Top Words in Tweet in G6:
[23] hello
[23] recherche
[23] #cto
[23] engagé
[23] prendre
[23] main
[23] roadmap
[23] l'équipe
[23] d'une
[23] plateforme

Top Words in Tweet in G7:
[20] #civictech
[13] prix
[13] gouvernement
[10] #icobenin
[10] #communes229
[10] #opengov
[10] ouvert
[10] local
[9] swbenin
[8] bénin

Top Words in Tweet in G8:
[15] iex_ec
[15] oraclesummit
[12] iexec
[12] self
[12] sovereign
[11] cto
[11] oleg
[11] during
[11] panel
[11] blockchain

Top Words in Tweet in G9:
[17] #civictech
[4] partner
[4] needs
[4] more
[4] event
[4] join
[4] #govtech
[3] government
[3] check
[3] recent

Top Words in Tweet in G10:
[7] #civictech
[5] present
[5] creation
[5] look
[5] dream
[5] gigs
[5] wearenew_public
[5] building
[5] future
[5] digital

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[528] œà,ˆà
[526] šà,ªà
[264] ªà,ƒà
[264] ƒà,šà
[264] žà,ˆà
[264] ˆà,šà
[264] šà,ˆà
[264] ˆà,ƒà
[263] ªà,šà
[263] Ĉ,Ĉ

Top Word Pairs in Tweet in G1:
[528] œà,ˆà
[526] šà,ªà
[264] ªà,ƒà
[264] ƒà,šà
[264] žà,ˆà
[264] ˆà,šà
[264] šà,ˆà
[264] ˆà,ƒà
[263] ªà,šà
[263] Ĉ,Ĉ

Top Word Pairs in Tweet in G2:
[18] old,job
[18] job,job
[18] job,code4africa
[18] code4africa,few
[18] few,opportunities
[18] opportunities,available
[18] available,latest
[18] latest,addition
[17] code4africa,offering
[17] offering,series

Top Word Pairs in Tweet in G3:
[12] opportunities,technologists
[11] great,attend
[11] attend,codeforamerica
[11] codeforamerica,summit
[11] summit,last
[11] last,month
[11] month,share
[11] share,opportunities
[11] technologists,career
[11] career,levels

Top Word Pairs in Tweet in G4:
[32] mutabit,#candidatosendatos
[26] #candidatosendatos,much
[26] talk,twitter
[22] much,colombian
[22] colombian,presidential
[22] presidential,candidates
[22] candidates,talk
[18] #candidatosendatos,cuã
[18] cuã,nto
[18] nto,cuã

Top Word Pairs in Tweet in G5:
[2] ãƒ,ãƒ
[2] #govtech,#civictech
[2] technologist,career

Top Word Pairs in Tweet in G6:
[23] hello,recherche
[23] recherche,#cto
[23] #cto,engagé
[23] engagé,prendre
[23] prendre,main
[23] main,roadmap
[23] roadmap,l'équipe
[23] l'équipe,d'une
[23] d'une,plateforme
[23] plateforme,#saas

Top Word Pairs in Tweet in G7:
[13] prix,gouvernement
[10] gouvernement,ouvert
[10] ouvert,local
[8] local,bénin
[6] #icobenin,#opengov
[6] #opengov,#communes229
[6] #communes229,#civictech
[5] cc_hub,civictechafrica
[5] civictechafrica,#civictech
[5] #civictech,#benin

Top Word Pairs in Tweet in G8:
[12] self,sovereign
[11] iexec,cto
[11] cto,oleg
[11] oleg,during
[11] during,panel
[11] panel,blockchain
[11] blockchain,oraclesummit
[11] oraclesummit,berlin
[11] berlin,developing
[11] developing,secure

Top Word Pairs in Tweet in G9:
[3] interested,#civictech
[3] #civictech,sure
[3] sure,start
[3] start,volunteering
[3] volunteering,usdr
[3] usdr,perfect
[3] perfect,way
[3] way,explore
[3] explore,world
[3] tomorrow,7pm

Top Word Pairs in Tweet in G10:
[5] present,creation
[5] creation,look
[5] look,dream
[5] dream,gigs
[5] gigs,wearenew_public
[5] wearenew_public,building
[5] building,future
[5] future,digital
[4] loreleikelly,present
[4] digital,publi

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@nitikorn_mfp
@code4africa
@mutabit
@civictechafrica
@charter_africa
@codeforall
@mzalendowatch
@julientornior
@justinarenstein

Top Mentioned in G1:
@nitikorn_mfp

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

Top Mentioned in G3:
@codeforamerica
@gsa_tts
@usdigitalcorps
@gsacarnahan
@digiphile
@this0499154500
@obs_ct
@opengovpart
@opengov
@jirkapanek

Top Mentioned in G4:
@mutabit
@pactocol
@equipoporcol
@ingrodolfohdez
@castillomarelen
@petrogustavo
@franciamarquezm
@tiddlywiki

Top Mentioned in G5:

Top Mentioned in G6:
@julientornior

Top Mentioned in G7:
@swbenin
@govoteng
@cc_hub
@civictechafrica
@villeavrankou
@usembassybenin
@aoussoulio
@youtube

Top Mentioned in G8:
@oraclesummit
@iex_ec
@affinidi
@kycdao
@civictech_libs
@hypepartners
@oleg_lodygensky
@hehaiwu

Top Mentioned in G9:
@googleorg
@pwtaylor
@govtechnews
@usdresponse
@jessunscripted
@lukefretwell
@civictechto
@demographyproj
@code4africa
@richardpietro

Top Mentioned in G10:
@wearenew_public
@loreleikelly
@codeforboston
@bethnoveck
@burnescenter
@elipariser
@ethanstrominger
@ciccambridge
@citygrows
@cleargovcom

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@daizylazyyy
@ts_youngjae333
@dezember46
@hwanshiterux
@middonaito
@mycottonball
@mailovez
@fany_holic

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

Top Tweeters in G2:
@eco1start
@smartecocity
@owiraowira
@mashanubian
@codeforpdx
@eddymbans
@lingdeeyoh
@appthisway
@un
@mzalendowatch

Top Tweeters in G3:
@digiphile
@madhavanpallan
@aliceheiman
@khoney
@ryanko
@marinanitze
@tedtalks
@rebastion
@manup4
@ppolitics

Top Tweeters in G4:
@petrogustavo
@namsohj
@offraylc
@ficogutierrez
@luisgmurillo
@sergio_fajardo
@kublaykan
@unjuguetero_co
@johnmiltonr_
@rodrigo_laras

Top Tweeters in G5:
@peta
@redcrew
@pa
@urbanjodi
@ea
@lunefh
@qaphui
@davidbruno_ca
@codeforbtv
@uganda_digital

Top Tweeters in G6:
@moudjames23
@mouhamednoire
@dkingabdallah
@boulama_k
@witamine
@alioune_kanoute
@boolkirool
@cowreth
@kdaures
@sorenseth

Top Tweeters in G7:
@benin_retweet
@gambia_bot
@bwasexo
@youtube
@charaf_yarou
@ideas4a
@hotstuff_gold
@sedo229
@cc_hub
@miwotomedard

Top Tweeters in G8:
@jon_mcmlvii
@jochemderoos1
@legatusxciv
@lothbrok_cmx
@doru5s
@iex_ec
@hehaiwu
@dracula_mcdxxxi
@fryderyk3388
@largestcorgi

Top Tweeters in G9:
@thesiliconhill
@andscape
@craigmilroy
@govtechnews
@richardpietro
@rkwdc
@lukefretwell
@code4luke
@jessunscripted
@civictechto

Top Tweeters in G10:
@abhinemani
@elipariser
@loreleikelly
@ncoc
@bethnoveck
@stephen_corwin
@wearenew_public
@codeforboston
@cleargovcom
@ciccambridge


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