civictech, Twitter, 9/1/2022 3:17:25 PM, 281090


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civictech_2022-09-01_08-12-17.xlsx
civictech_2022-09-01_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 01, 2022
Short Description:
civictech via NodeXL https://bit.ly/3TwNSXf
@codeforpdx
@civictechafrica
@codeforall
@charter_africa
@femmeticdjibout
@corradotopi
@chadinnov
@codingitforward
@code4africa
@africtivistes

Top hashtags:
#civictech
#govtech
#citizenrecolte
#moocdeg
#newjobalert
#guns

Description:
Description
The graph represents a network of 515 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, 01 September 2022 at 15:13 UTC.

The requested start date was Thursday, 01 September 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, 14-hour, 43-minute period from Thursday, 18 August 2022 at 08:00 UTC to Wednesday, 31 August 2022 at 22:43 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 : 515
Unique Edges : 417
Edges With Duplicates : 1072
Total Edges : 1489
Number of Edge Types : 5
Tweet : 184
Retweet : 423
MentionsInRetweet : 639
Mentions : 227
Replies to : 16
Self-Loops : 187
Reciprocated Vertex Pair Ratio : 0.0644216691068814
Reciprocated Edge Ratio : 0.121045392022008
Connected Components : 75
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 253
Maximum Edges in a Connected Component : 933
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.27536
Graph Density : 0.00274640172263987
Modularity : 0.449308
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 515 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, 01 September 2022 at 15:13 UTC.

The requested start date was Thursday, 01 September 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, 14-hour, 43-minute period from Thursday, 18 August 2022 at 08:00 UTC to Wednesday, 31 August 2022 at 22:43 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:
[6] https://civictech.guide/calendar/
[6] https://prtimes.jp/main/html/rd/p/000000050.000039198.html
[5] https://www.academia.edu/84664863/Open_Government_Scheme
[4] https://www.usajobs.gov/job/671481800
[3] https://us06web.zoom.us/meeting/register/tZcrfuGpqD0tHdNQrNsfuluZBYKK8wXAB66L
[3] https://us06web.zoom.us/meeting/register/tZMvf-ihpjwrG9Nhht2IrZq12caBEXTlR973
[3] https://organiz.org/share/630e7d7307306100199f58c0
[3] https://digital.gov/2022/01/13/go-live-checklist-for-federal-websites/?utm_campaign=DigitalGov
[3] Twitter&utm_content=218689890&utm_medium=social&utm_source=twitter&hss_channel=tw-137454693
[3] https://www.facebook.com/HuntsvilleMadisonCountyNAACP

Top URLs in Tweet in G1:
[6] https://civictech.guide/calendar/
[3] https://us06web.zoom.us/meeting/register/tZMvf-ihpjwrG9Nhht2IrZq12caBEXTlR973
[3] https://us06web.zoom.us/meeting/register/tZcrfuGpqD0tHdNQrNsfuluZBYKK8wXAB66L
[2] https://us06web.zoom.us/webinar/register/WN_O0rxG3XKTsixl3MriNOLvw
[2] https://us06web.zoom.us/meeting/register/tZArf-Cgrj8uHdEGaIx-0urNta-pTOuesBZl
[2] https://docs.google.com/forms/d/e/1FAIpQLSfC3ObsaMvxtvLJ8iKywYE2xpOCNvT_M-UNgwcbte2IAGL4Jw/viewform
[2] http://meetup.com/
[2] https://mchaguzi.demographyproject.org/
[1] https://www.newpoliticsacademy.org/answering-the-call
[1] https://www.nesta.org.uk/event/whats-next-for-democratic-innovation/

Top URLs in Tweet in G2:
[3] https://us02web.zoom.us/webinar/register/WN_AyH4mTdSSbOcdUJpdiPYmQ
[2] https://mooc.africtivistes.org/blog/news-2/civic-tech-solutions-5
[2] https://www.facebook.com/citizenrecolte/videos/5432003350224381/?extid=NS-UNK-UNK-UNK-AN_GK0T-GK1C&ref=sharing
[1] https://twitter.com/AFRICTIVISTES/status/1562772002620207106
[1] https://dokeza.mzalendo.com/how-to/

Top URLs in Tweet in G3:
[2] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200
[2] https://t.co/O5AYdXh0qw
[2] https://us06web.zoom.us/webinar/register/WN_Qt7BxEmuRRSU_BvDWGLPnw
[2] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[1] https://civictech.africa/initiative/pesayetu/
[1] http://codeforall.org/summit-2022/
[1] https://bit.ly/3ARk7cu
[1] https://civictech.africa/initiative/civic-voices/
[1] https://civictech.africa/what-is-civic-tech-really/
[1] https://t.co/88CTBsDABl

Top URLs in Tweet in G4:
[2] https://mt1.openmontana.org/post/3286
[2] https://mt1.openmontana.org/post/3285
[1] https://okt.to/4hMbdz
[1] https://www.democracylab.org/events/hacktember2022
[1] https://www.openmontana.org/
[1] https://twitter.com/codeforamerica/status/1521172934299160577
[1] https://www.linkedin.com/feed/update/urn:li:share:6965997774307790850

Top URLs in Tweet in G5:
[1] https://twitter.com/MounaMahamoud1/status/1562130618040913923
[1] https://twitter.com/NaimaMoussai/status/1562503268638806017

Top URLs in Tweet in G6:
[4] https://prtimes.jp/main/html/rd/p/000000050.000039198.html
[3] https://www.geekly.co.jp/column/cat-technology/civictech_examples_introduce/
[2] https://1000more.com/
[1] https://make.org/DE/consultation/27-arte-de/participate
[1] https://de.statista.com/statistik/daten/studie/153857/umfrage/zufriedenheit-mit-der-demokratie-in-der-eu/
[1] https://beststartup.in/11-india-based-civictech-companies-the-most-innovative-civictech-companies/
[1] https://www.citizenos.com/
[1] https://tom2rd.sakura.ne.jp/hanakotech/2020/11/02/post-15072/
[1] https://twitter.com/jonfroehlich/status/1553375328348696576
[1] https://civic-hackers.org/community-impact-accelerator/

Top URLs in Tweet in G7:
[3] https://digital.gov/2022/01/13/go-live-checklist-for-federal-websites/?utm_campaign=DigitalGov
[3] Twitter&utm_content=218689890&utm_medium=social&utm_source=twitter&hss_channel=tw-137454693
[1] https://www.performance.gov/blog/digital-corps-update/
[1] https://twitter.com/pifgov/status/1562127993975324673
[1] https://twitter.com/chris_kuang/status/1560633677255962630
[1] https://www.gsa.gov/about-us/newsroom/news-releases/gsa-celebrates-the-10th-anniversary-of-the-presidential-innovation-fellows-program-08232022
[1] https://www.gsa.gov/technology/government-it-initiatives/tts-american-rescue-plan/tts-american-rescue-plan-projects-and-impact
[1] https://twitter.com/USGSA/status/1562158947355836417

Top URLs in Tweet in G8:
[1] https://mailchi.mp/codingitforward/job-drop-1620352
[1] https://datamade.us/blog/hiring/join-the-datamade-team-2022/
[1] https://twitter.com/artcombatpod/status/1560750215946199041

Top URLs in Tweet in G10:
[3] https://www.facebook.com/HuntsvilleMadisonCountyNAACP
[1] https://twitter.com/replaurahalld19/status/1564319921043030017

Top Domains
Top Domains in Tweet in Entire Graph:
[31] twitter.com
[18] zoom.us
[13] computronix.com
[12] civictech.africa
[9] usajobs.gov
[7] civictech.guide
[7] facebook.com
[7] t.co
[6] google.com
[6] prtimes.jp

Top Domains in Tweet in G1:
[13] zoom.us
[7] civictech.guide
[4] codeforall.org
[4] twitter.com
[4] meetup.com
[2] google.com
[2] techequitycollaborative.org
[2] demographyproject.org
[1] newpoliticsacademy.org
[1] org.uk

Top Domains in Tweet in G2:
[3] zoom.us
[2] africtivistes.org
[2] facebook.com
[1] twitter.com
[1] mzalendo.com

Top Domains in Tweet in G3:
[9] civictech.africa
[7] t.co
[2] zoom.us
[2] co.uk
[2] twitter.com
[1] codeforall.org
[1] bit.ly

Top Domains in Tweet in G4:
[5] openmontana.org
[1] okt.to
[1] democracylab.org
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G5:
[2] twitter.com

Top Domains in Tweet in G6:
[4] prtimes.jp
[4] co.jp
[3] twitter.com
[2] 1000more.com
[1] make.org
[1] statista.com
[1] beststartup.in
[1] citizenos.com
[1] ne.jp
[1] civic-hackers.org

Top Domains in Tweet in G7:
[3] twitter.com
[3] digital.gov
[2] gsa.gov
[1] performance.gov

Top Domains in Tweet in G8:
[1] mailchi.mp
[1] datamade.us
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[372] civictech
[32] govtech
[31] citizenrecolte
[22] moocdeg
[21] newjobalert
[20] guns
[20] energy
[19] government
[17] policing
[16] dataviz



Top Hashtags in Tweet in G1:
[63] civictech
[8] ukraine
[3] tictec
[2] storytelling
[2] disinformation
[2] montana
[2] bostontech
[2] miminimchaguzi
[2] kenyadecides2022
[1] communities

Top Hashtags in Tweet in G2:
[36] civictech
[31] citizenrecolte
[21] moocdeg
[12] gouvernancelocale
[11] africtivistes
[11] yoff
[10] tivaouane
[9] dokeza
[6] acdeg
[5] redevabilitéactive

Top Hashtags in Tweet in G3:
[19] civictech
[6] innovation
[2] citizen
[2] participatory
[1] communities
[1] technologies
[1] sdgs
[1] africtivistes
[1] moocdeg
[1] ctif2022

Top Hashtags in Tweet in G4:
[19] guns
[19] energy
[10] civictech
[5] montana
[5] mtpol
[2] techforgood
[2] citizenship
[2] opensource
[1] volunteer
[1] foodinsecurity

Top Hashtags in Tweet in G5:
[29] civictech
[13] cohorte2
[12] femmeticdjibouti
[9] leadership
[5] wommenintech
[4] projet_en_cours
[4] womenintech
[3] shooting_photo
[3] djibouti
[2] shooting

Top Hashtags in Tweet in G6:
[23] civictech
[3] シビックテック
[3] 転職
[3] democracyinaction
[2] data
[2] datastorytelling
[2] ジビックテック
[2] augustrecess
[1] partizipation
[1] deutschland

Top Hashtags in Tweet in G7:
[8] civictech
[3] accessibility
[3] a11y
[3] content
[3] design
[1] compoundedawesomeness
[1] security
[1] privacy
[1] ux
[1] cx

Top Hashtags in Tweet in G8:
[8] civictech
[1] democracy
[1] justice
[1] care
[1] equity
[1] opendata
[1] bigdata
[1] dataanalysis
[1] techpolicy
[1] techgeorgetown

Top Hashtags in Tweet in G9:
[14] hackathon
[14] cde
[14] paraguay
[1] tecnología
[1] corrupción
[1] civicushackathon
[1] civictech
[1] transparencia
[1] datosabiertos

Top Hashtags in Tweet in G10:
[5] naacp
[4] artemis
[3] civictech
[3] socialjustice
[1] tech

Top Words
Top Words in Tweet in Entire Graph:
[372] #civictech
[98] join
[97] civic
[95] tech
[75] codeforall
[49] work
[48] community
[46] 2022
[46] looking
[45] government

Top Words in Tweet in G1:
[64] codeforall
[63] #civictech
[57] join
[30] civic
[30] tech
[27] community
[25] code4africa
[22] 2022
[18] summit
[18] work

Top Words in Tweet in G2:
[36] #civictech
[31] #citizenrecolte
[21] #moocdeg
[20] africtivistes
[19] débat
[18] vendredi
[18] legs_africa
[16] sanikayi
[15] collectivité
[14] podcast

Top Words in Tweet in G3:
[40] forum
[31] civictechafrica
[29] october
[27] tech
[22] civic
[20] annual
[19] innovation
[19] #civictech
[17] hosting
[17] conference

Top Words in Tweet in G4:
[21] openmontana
[19] know
[19] ryanzinke
[19] #guns
[19] monicatranel
[19] #energy
[19] johnlambformt
[10] #civictech
[7] hey
[7] think

Top Words in Tweet in G5:
[29] #civictech
[27] femmeticdjibout
[19] formation
[15] outils
[14] lorsque
[14] investissons
[14] leurs
[14] compétences
[14] leur
[14] donnons

Top Words in Tweet in G6:
[23] #civictech
[12] civictech
[8] 22
[7] challenge
[7] cup
[5] 学生によるシビックテック開発コンテスト
[4] try
[4] app
[4] civic
[4] 3年目は国内外から150名の中高大学生が参加し夏休み期間に開発

Top Words in Tweet in G7:
[19] federal
[18] government
[16] one
[16] year
[16] ago
[16] today
[16] launched
[16] first
[16] program
[16] early

Top Words in Tweet in G8:
[8] #civictech
[8] codingitforward
[7] emilytav
[6] team
[6] painful
[6] visual
[6] representation
[6] always
[6] test
[6] product

Top Words in Tweet in G9:
[14] viene
[14] 1era
[14] #hackathon
[14] enfoque
[14] ciudadano
[14] #cde
[14] #paraguay
[14] lanzamiento
[14] 20
[14] 09

Top Words in Tweet in G10:
[5] #naacp
[5] unit
[5] begin
[5] harness
[4] huntsville
[4] home
[4] much
[4] tech
[4] built
[4] #artemis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[72] civic,tech
[31] #citizenrecolte,#civictech
[28] #civictech,community
[28] codeforall,join
[20] tech,innovation
[20] innovation,forum
[20] know,ryanzinke
[20] ryanzinke,#guns
[20] #guns,monicatranel
[20] monicatranel,#energy

Top Word Pairs in Tweet in G1:
[26] codeforall,join
[24] civic,tech
[21] #civictech,community
[17] webinar,organized
[14] join,webinar
[14] organized,code4africa
[14] code4africa,showcase
[14] showcase,work
[14] work,leading
[14] leading,environmental

Top Word Pairs in Tweet in G2:
[31] #citizenrecolte,#civictech
[17] vendredi,#moocdeg
[13] débat,numérique
[11] #civictech,débat
[10] podcast,#africtivistes
[10] #africtivistes,ème
[10] ème,vendredi
[10] #moocdeg,été
[10] été,animé
[10] animé,par

Top Word Pairs in Tweet in G3:
[22] civic,tech
[19] innovation,forum
[17] hosting,annual
[17] annual,conference
[17] conference,civic
[17] tech,innovation
[17] forum,ctif
[17] ctif,october
[14] october,year
[14] year,forum

Top Word Pairs in Tweet in G4:
[19] know,ryanzinke
[19] ryanzinke,#guns
[19] #guns,monicatranel
[19] monicatranel,#energy
[19] #energy,johnlambformt
[18] openmontana,know
[5] hacktember,remember
[5] hey,western
[5] western,#montana
[5] #montana,think

Top Word Pairs in Tweet in G5:
[16] formation,#civictech
[14] lorsque,investissons
[14] investissons,leurs
[14] leurs,compétences
[14] compétences,leur
[14] leur,donnons
[14] donnons,bons
[14] bons,outils
[14] outils,bonnes
[14] bonnes,opportunités

Top Word Pairs in Tweet in G6:
[7] challenge,cup
[7] cup,22
[6] civictech,challenge
[5] 学生によるシビックテック開発コンテスト,civictech
[4] 22,3年目は国内外から150名の中高大学生が参加し夏休み期間に開発
[4] 3年目は国内外から150名の中高大学生が参加し夏休み期間に開発,9月17日最終審査会にて発表
[3] シビックテック,civictech
[3] civictech,とは
[3] とは,市民
[3] 市民,civic

Top Word Pairs in Tweet in G7:
[16] one,year
[16] year,ago
[16] ago,today
[16] today,launched
[16] launched,first
[16] first,federal
[16] federal,government
[16] government,program
[16] program,early
[16] early,career

Top Word Pairs in Tweet in G8:
[6] painful,visual
[6] visual,representation
[6] representation,always
[6] always,test
[6] test,product
[6] product,actual
[6] actual,humans
[6] humans,use
[6] use,thing
[6] thing,create

Top Word Pairs in Tweet in G9:
[14] viene,1era
[14] 1era,#hackathon
[14] #hackathon,enfoque
[14] enfoque,ciudadano
[14] ciudadano,#cde
[14] #cde,#paraguay
[14] #paraguay,lanzamiento
[14] lanzamiento,20
[14] 20,09
[14] 09,hackathon

Top Word Pairs in Tweet in G10:
[5] #naacp,unit
[5] unit,begin
[5] begin,harness
[4] huntsville,home
[4] home,much
[4] much,tech
[4] tech,built
[4] built,#artemis
[4] #artemis,mission
[4] mission,#naacp

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@civictechafrica
@blackcivictech
@femmeticdjibout
@monicatranel
@openmontana
@ryanzinke
@code4africa
@africtivistes
@mysociety

Top Mentioned in G1:
@codeforall
@code4africa
@code4ca
@itskatnotcat
@mysociety
@ceskodigital
@iriglobal
@civictechguide
@cydharrell
@civictechafrica

Top Mentioned in G2:
@africtivistes
@legs_africa
@charter_africa
@citizenrecolte
@debatjeunessesn
@sanikayi
@imajeader
@mzalendowatch
@goreeinstitute
@awagueyethioun1

Top Mentioned in G3:
@civictechafrica
@codeforall
@chadinnov
@charter_africa
@pesacheck
@logosmlw
@d4dhub_aueu
@betterincub
@digilogic_eu
@africainco

Top Mentioned in G4:
@monicatranel
@ryanzinke
@openmontana
@johnlambformt
@codeforamerica
@democracylab
@mtgop
@mtdems
@montana_lp
@mysociety

Top Mentioned in G5:
@femmeticdjibout
@pnuddjibouti
@roukiya
@rayanabdimoussa
@hodane_sahal
@mounamahamoud1
@ik_khorcheid
@hamdaomarabdi
@hamdaabdisalam
@nasrohoumed

Top Mentioned in G6:

Top Mentioned in G7:
@usdigitalcorps
@pifgov
@digital_gov
@instituteforedu
@chris_kuang
@whitehouse
@thenci
@us_fda
@gsacoe

Top Mentioned in G8:
@codingitforward
@emilytav
@elpasotxgov
@mattbernius
@mccourtschool
@datamadeco
@upsolvebk
@aclu
@saminarizwan12
@arianaosoto

Top Mentioned in G9:
@aerostatico_dd

Top Mentioned in G10:
@huntsvillenaacp
@hudsonalpha
@madeinal
@huntsvillecity
@huntsvillealcoc
@nasa
@aerojetrdyne
@northropgrumman
@boeing

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@lizditz
@prtimes_news
@hitee_
@africaupdates
@gailwaldby
@walkerdl
@doctorow
@harmonyis1

Top Tweeters in G1:
@codeforpdx
@louisa1000
@kijo_carol
@rrichard09
@prevgenocide
@cydharrell
@unjobs_events
@stephen_abbott
@mabeya254
@iriglobal

Top Tweeters in G2:
@mashanubian
@seigla
@aliamsi
@asbelkemboi7
@mzalendowatch
@sbskalan
@ecdpm
@aida_kenya
@changesenegal
@douceesay

Top Tweeters in G3:
@africaupdates
@smartecocity
@openparlyzw
@corradotopi
@disruptafrica
@munyabloggo
@govtechresearch
@ayazikaphillip
@afrilabs
@ochoraman

Top Tweeters in G4:
@gailwaldby
@tammyinmt406
@dcbunkerjr
@shan73198
@ilikewoods
@chefboyarmando
@arthursmid
@k810mt
@kaybear54
@tedtalks

Top Tweeters in G5:
@sprint_code
@lourwana
@christelassirou
@pnuddjibouti
@roukiya
@leropac
@youthunitsdjib
@femmeticdjibout
@saferinternetdj
@ik_khorcheid

Top Tweeters in G6:
@rehownet2
@prtimes_tech
@danachis
@abhinemani
@kajiii1965
@benberkowitz
@reiko_222
@amandakhan310
@mkyutani
@francoisg

Top Tweeters in G7:
@harmonyis1
@skel531
@thesiliconhill
@iris4676
@kumaragarg
@jmillerwfed
@thenci
@meganstifel
@us_fda
@instituteforedu

Top Tweeters in G8:
@lizditz
@bxknits
@donmoyn
@aclu
@jlwinch1
@khoney
@mattbernius
@erie
@emilytav
@norwegian_lars

Top Tweeters in G9:
@augusmr
@gattinozen
@mb_ins
@_biancamv
@mluciacardozo
@aerostatico_dd
@cynthiameri
@vicocotta
@pane_juan
@juanpibenitez

Top Tweeters in G10:
@walkerdl
@nasa
@hudsonalpha
@northropgrumman
@aerojetrdyne
@huntsvillecity
@madeinal
@replaurahalld19
@boeing
@huntsvillealcoc


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