civictech, Twitter, 8/25/2022 3:29:21 PM, 280684


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civictech_2022-08-25_08-12-17.xlsx
civictech_2022-08-25_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 25, 2022
Short Description:
civictech via NodeXL https://bit.ly/3CsjE1z
@codeforpdx
@civictechafrica
@codeforall
@charter_africa
@codingitforward
@africtivistes
@robbiethegeek
@usds
@ninafuture
@democracylab

Top hashtags:
#civictech
#moocdeg
#newjobalert
#govtech
#guns
#energy
#policing

Description:
Description
The graph represents a network of 462 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, 25 August 2022 at 15:13 UTC.

The requested start date was Thursday, 25 August 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, 32-minute period from Thursday, 11 August 2022 at 07:56 UTC to Wednesday, 24 August 2022 at 22:29 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 : 462
Unique Edges : 350
Edges With Duplicates : 1005
Total Edges : 1355
Number of Edge Types : 5
Retweet : 400
MentionsInRetweet : 602
Mentions : 190
Tweet : 155
Replies to : 8
Self-Loops : 158
Reciprocated Vertex Pair Ratio : 0.0596026490066225
Reciprocated Edge Ratio : 0.1125
Connected Components : 66
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 229
Maximum Edges in a Connected Component : 766
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.553107
Graph Density : 0.00300494877501385
Modularity : 0.426948
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 462 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, 25 August 2022 at 15:13 UTC.

The requested start date was Thursday, 25 August 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, 32-minute period from Thursday, 11 August 2022 at 07:56 UTC to Wednesday, 24 August 2022 at 22:29 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:
[9] https://civictech.guide/calendar/
[5] https://govfresh.com/thoughts/pedigree-public-interest-technology
[4] https://www.1000more.org/
[3] https://us06web.zoom.us/meeting/register/tZMvf-ihpjwrG9Nhht2IrZq12caBEXTlR973
[3] https://us06web.zoom.us/j/83016810843?pwd=UmE1QVI4aTdoeUtMT2lTSHZNMEd5QT09
[3] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200
[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://blog.cesko.digital/2022/08/5-mytu-o-civic-tech?utm_source=twitter&utm_medium=social&utm_campaign=5-mytu-o-civic-tech
[2] https://mt1.openmontana.org/post/3286

Top URLs in Tweet in G1:
[9] https://civictech.guide/calendar/
[3] https://us06web.zoom.us/meeting/register/tZMvf-ihpjwrG9Nhht2IrZq12caBEXTlR973
[3] https://blog.cesko.digital/2022/08/5-mytu-o-civic-tech?utm_source=twitter&utm_medium=social&utm_campaign=5-mytu-o-civic-tech
[2] https://codeforall.org/2022/04/06/5-busted-myths-around-civic-tech/
[2] https://twitter.com/CeskoDigital/status/1559928400667676675
[2] https://civictech.chat/2021/09/volunteering-the-valley
[1] https://us06web.zoom.us/meeting/register/tZcrfuGpqD0tHdNQrNsfuluZBYKK8wXAB66L
[1] http://codeforall.org/summit-2022/
[1] https://us06web.zoom.us/webinar/register/WN_Qt7BxEmuRRSU_BvDWGLPnw
[1] https://codeforall.org/2022/08/12/disinfo-fighting-lessons-from-211check/

Top URLs in Tweet in G2:
[1] https://twitter.com/NaimaMoussai/status/1562503268638806017
[1] https://twitter.com/MounaMahamoud1/status/1562130618040913923

Top URLs in Tweet in G3:
[1] https://dokeza.mzalendo.com/how-to/
[1] https://twitter.com/CivicTechAfrica/status/1561684611347861504
[1] https://civictech.africa/initiative/kupeza-chambo/
[1] https://bit.ly/3drM955
[1] http://codeforall.org/summit-2022/
[1] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200
[1] https://t.co/O5AYdXh0qw
[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://urlz.fr/iXFl
[2] https://us06web.zoom.us/j/83016810843?pwd=UmE1QVI4aTdoeUtMT2lTSHZNMEd5QT09
[1] https://mooc.africtivistes.org/en_GB/event/citizen-participation-and-civic-tech-state-and-challenge-in-africa-6/register
[1] https://urlz.fr/iXMH
[1] https://www.rfi.fr/fr/podcasts/atelier-des-m%C3%A9dias/20220716-civic-tech-au-mali-fatouma-harber-et-tidiani-togola-partagent-leur-exp%C3%A9rience?ref=tw_i

Top URLs in Tweet in G5:
[4] https://www.1000more.org/
[1] https://us06web.zoom.us/j/83016810843?pwd=UmE1QVI4aTdoeUtMT2lTSHZNMEd5QT09
[1] https://b.hatena.ne.jp/entry/s/tom2rd.sakura.ne.jp/hanakotech/2022/04/30/post-15458/#utm_campaign=bookmark_share&utm_content=tom2rd.sakura.ne.jp&utm_medium=social&utm_source=twitter&utm_term=%E3%82%A8%E3%83%B3%E3%82%BF%E3%83%A1
[1] https://b.hatena.ne.jp/-/redirect?code=77502f725e506b55774352345e502f4a7721773e5e207759&location_id=4718867582281464098&signature=d94127cf29706d39bc6bff510739bdaf87830e509763954910ad9079359a022b
[1] https://www.mapnewsng.com/hackathon-leveraging-civic-tech-solutions-to-address-nigerias-electoral-challenges/
[1] https://twitter.com/ewhitmore/status/1559286677083865088
[1] https://help.proudcity.com/why-and-how-to-compress-pdfs/
[1] https://proudcity.com/digital-government-news-from-proudcity-august-2022/
[1] https://www.in99.com/blog/nace-in99-la-civictech-que-defiende-a-personas-y-pymes-de-los-abusos-de-multinacionales-y-la-administracion-publica/
[1] https://www.linkedin.com/feed/update/urn:li:share:6965745246429212672

Top URLs in Tweet in G6:
[2] https://mt1.openmontana.org/post/3286
[2] https://mt1.openmontana.org/post/3285
[1] https://www.openmontana.org/

Top URLs in Tweet in G7:
[5] https://govfresh.com/thoughts/pedigree-public-interest-technology
[2] https://tictec.mysociety.org/action-lab-5/
[1] https://www.eventbrite.co.uk/e/innovations-in-climate-tech-global-inspiration-for-local-climate-action-tickets-388116907117
[1] https://girlgeek.io/tech-is-a-team-sport-when-women-lead-everything-is-possible-usdsvideo-transcript/
[1] https://twitter.com/corizarek/status/1557367283743203328

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

Top URLs in Tweet in G9:
[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
[1] https://www.fedscoop.com/white-house-cx-adviser-technologists-need-a-voice-at-highest-levels-of-federal-agency-decision-making/
[1] https://twitter.com/chris_kuang/status/1560633677255962630
[1] https://twitter.com/pifgov/status/1562127993975324673
[1] https://www.gsa.gov/about-us/newsroom/news-releases/gsa-celebrates-the-10th-anniversary-of-the-presidential-innovation-fellows-program-08232022

Top URLs in Tweet in G10:
[3] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200

Top Domains
Top Domains in Tweet in Entire Graph:
[30] twitter.com
[11] computronix.com
[10] zoom.us
[10] civictech.guide
[10] civictech.africa
[8] usajobs.gov
[6] codeforall.org
[5] openmontana.org
[5] civictech.chat
[5] govfresh.com

Top Domains in Tweet in G1:
[10] civictech.guide
[6] zoom.us
[5] codeforall.org
[5] twitter.com
[3] cesko.digital
[2] civictech.chat
[1] eventbrite.ca
[1] techequitycollaborative.org
[1] democracylab.org
[1] civstart.org

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

Top Domains in Tweet in G3:
[7] civictech.africa
[4] t.co
[1] mzalendo.com
[1] twitter.com
[1] bit.ly
[1] codeforall.org

Top Domains in Tweet in G4:
[3] urlz.fr
[2] zoom.us
[1] africtivistes.org
[1] rfi.fr

Top Domains in Tweet in G5:
[4] twitter.com
[4] 1000more.org
[3] ne.jp
[2] proudcity.com
[1] zoom.us
[1] mapnewsng.com
[1] in99.com
[1] linkedin.com
[1] make.org
[1] statista.com

Top Domains in Tweet in G6:
[5] openmontana.org

Top Domains in Tweet in G7:
[5] govfresh.com
[2] mysociety.org
[1] co.uk
[1] girlgeek.io
[1] twitter.com

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

Top Domains in Tweet in G9:
[3] twitter.com
[2] gsa.gov
[1] fedscoop.com

Top Domains in Tweet in G10:
[3] civictech.africa

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[352] civictech
[57] moocdeg
[38] newjobalert
[29] govtech
[20] guns
[20] energy
[20] policing
[18] dataviz
[17] government
[15] localgov



Top Hashtags in Tweet in G1:
[63] civictech
[5] ukraine
[4] disinformation
[4] montana
[3] codeforall
[2] volunteer
[2] datavisualization
[2] guns
[2] energy
[2] cfjsummit

Top Hashtags in Tweet in G2:
[41] civictech
[12] cohorte2
[10] femmeticdjibouti
[8] leadership
[5] wommenintech
[4] projet_en_cours
[2] shooting_photo
[2] womenintech
[1] engagement_civique
[1] djibouti

Top Hashtags in Tweet in G3:
[10] civictech
[7] dokeza
[5] innovation
[1] charterafrica
[1] sdgs
[1] communities
[1] technologies
[1] moocdeg

Top Hashtags in Tweet in G4:
[56] moocdeg
[16] civictech
[8] savethedate
[6] charterafrica
[2] activistes
[2] mali
[1] opendata
[1] africtivistes
[1] africawewant
[1] informer

Top Hashtags in Tweet in G5:
[28] civictech
[4] democracyatwork
[2] govtech
[2] metaverse
[2] a11y
[2] data
[2] augustrecess
[2] callyourrepresentatives
[1] nigeria
[1] publicinteresttech

Top Hashtags in Tweet in G6:
[17] guns
[17] energy
[5] mtpol
[5] civictech
[2] montana
[2] citizenship
[1] engagement
[1] abortion
[1] opengov

Top Hashtags in Tweet in G7:
[16] civictech
[5] tictec
[5] publicinteresttech
[5] govtech
[2] tbt
[1] montana
[1] volunteer
[1] datavisualization
[1] guns
[1] energy

Top Hashtags in Tweet in G8:
[7] civictech
[1] techpolicy
[1] techgeorgetown
[1] design
[1] civicdesign
[1] participatory
[1] government
[1] notforprofit
[1] democracy
[1] justice

Top Hashtags in Tweet in G9:
[8] civictech
[2] futureofgov
[1] americanrescueprogram
[1] ex
[1] cx
[1] compoundedawesomeness
[1] pif
[1] fellows

Top Hashtags in Tweet in G10:
[10] civictech
[9] civictechhack
[1] osundecides2022
[1] civicatechhack
[1] yvotenaija
[1] bbydi
[1] team_mojo

Top Words
Top Words in Tweet in Entire Graph:
[349] #civictech
[111] civic
[106] tech
[88] 2022
[79] codeforall
[59] join
[57] #moocdeg
[51] formation
[48] public
[47] africtivistes

Top Words in Tweet in G1:
[73] codeforall
[60] #civictech
[52] 2022
[35] join
[34] summit
[33] tech
[32] civic
[31] gathering
[23] premiere
[23] community

Top Words in Tweet in G2:
[51] formation
[41] #civictech
[30] femmeticdjibout
[29] pnuddjibouti
[22] aux
[21] avons
[21] débuté
[21] 2ème
[21] cohorte
[21] cette

Top Words in Tweet in G3:
[30] forum
[25] tech
[24] civic
[22] civictechafrica
[21] october
[17] annual
[16] year
[13] hosting
[13] conference
[13] innovation

Top Words in Tweet in G4:
[56] #moocdeg
[46] africtivistes
[35] friday
[29] vendredi
[18] 2022
[18] session
[18] reminder
[17] series
[16] #civictech
[15] lettegubert

Top Words in Tweet in G5:
[28] #civictech
[4] civictech
[4] know
[4] app
[4] #democracyatwork
[3] check
[3] work
[3] public
[3] 2022
[3] 11

Top Words in Tweet in G6:
[17] know
[17] ryanzinke
[17] #guns
[17] monicatranel
[17] #energy
[17] johnlambformt
[16] openmontana
[5] #mtpol
[5] #civictech
[4] hey

Top Words in Tweet in G7:
[16] #civictech
[11] usds
[11] work
[7] mysociety
[7] action
[6] usdsiversary
[6] years
[6] ago
[6] today
[6] intrepid

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

Top Words in Tweet in G9:
[8] #civictech
[6] great
[6] work
[5] noreenhec
[5] navapbc
[5] takes
[4] pifgov
[4] technologists
[4] people
[4] sitting

Top Words in Tweet in G10:
[10] #civictech
[9] brainbuilders01
[9] #civictechhack
[8] photos
[8] time
[8] catch
[8] glimpse
[8] wonderful
[8] moments
[8] yesterday

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[85] civic,tech
[30] formation,#civictech
[28] vendredi,#moocdeg
[28] blackcivictech,#newjobalert
[26] codeforall,summit
[26] summit,2022
[26] premiere,gathering
[26] #moocdeg,friday
[21] sept,2022
[21] gathering,#civictech

Top Word Pairs in Tweet in G1:
[29] civic,tech
[23] codeforall,summit
[23] summit,2022
[23] premiere,gathering
[18] gathering,#civictech
[17] 2022,taking
[17] taking,place
[17] place,19
[17] 19,22
[17] 22,sept

Top Word Pairs in Tweet in G2:
[30] formation,#civictech
[21] avons,débuté
[21] débuté,2ème
[21] 2ème,cohorte
[21] cohorte,formation
[21] #civictech,pnuddjibouti
[21] pnuddjibouti,cette
[21] cette,formation
[21] formation,donnera
[21] donnera,aux

Top Word Pairs in Tweet in G3:
[24] civic,tech
[13] hosting,annual
[13] annual,conference
[13] conference,civic
[13] tech,innovation
[13] innovation,forum
[13] forum,ctif
[13] ctif,october
[13] october,year
[13] year,forum

Top Word Pairs in Tweet in G4:
[27] vendredi,#moocdeg
[26] #moocdeg,friday
[17] friday,series
[16] africtivistes,reminder
[11] #moocdeg,cet
[11] cet,extrait
[11] extrait,intervention
[11] 12,août
[10] notez,agendas
[10] agendas,vendredi

Top Word Pairs in Tweet in G5:
[2] public,access
[2] civictech,companies
[2] zip,code
[2] #civictech,startup
[2] never,sell
[2] #callyourrepresentatives,#democracyatwork
[2] #democracyatwork,#civictech

Top Word Pairs in Tweet in G6:
[17] know,ryanzinke
[17] ryanzinke,#guns
[17] #guns,monicatranel
[17] monicatranel,#energy
[17] #energy,johnlambformt
[16] openmontana,know
[4] make,points
[3] #mtpol,#civictech
[2] think,monicatranel's
[2] monicatranel's,working

Top Word Pairs in Tweet in G7:
[6] usdsiversary,years
[6] years,ago
[6] ago,today
[6] today,intrepid
[6] intrepid,technologists
[6] technologists,joined
[6] joined,digital
[6] digital,service
[6] service,work
[6] work,complex

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:
[4] sitting,remotely
[4] remotely,progress
[4] progress,takes
[4] takes,work
[4] work,navapbc
[4] navapbc,ceo
[4] ceo,rohan
[4] rohan,bhobe
[4] bhobe,moderating
[4] moderating,noreenhec

Top Word Pairs in Tweet in G10:
[8] photos,time
[8] time,catch
[8] catch,glimpse
[8] glimpse,wonderful
[8] wonderful,moments
[8] moments,#civictechhack
[8] #civictechhack,yesterday
[8] yesterday,abuja
[7] brainbuilders01,photos
[6] warm,welcoming

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

Top Mentioned in G1:
@codeforall
@itskatnotcat
@ceskodigital
@code4africa
@civictechguide
@openmontana
@ryanzinke
@monicatranel
@mstem
@peoplepowrd

Top Mentioned in G2:
@femmeticdjibout
@pnuddjibouti
@roukiya
@rayanabdimoussa
@hodane_sahal
@mounamahamoud1
@ik_khorcheid
@hamdaomarabdi
@naimamoussai

Top Mentioned in G3:
@civictechafrica
@mzalendowatch
@charter_africa
@codeforall
@chadinnov
@d4dhub_aueu
@betterincub
@digilogic_eu
@africainco
@urduz

Top Mentioned in G4:
@africtivistes
@lettegubert
@sanikayi
@tidianitogola
@mznompumelelo
@atelier_medias
@fatittystar
@seigla
@rapha_constant

Top Mentioned in G5:
@getproudcity

Top Mentioned in G6:
@monicatranel
@ryanzinke
@johnlambformt
@openmontana
@mtgop
@mtdems
@montana_lp

Top Mentioned in G7:
@usds
@mysociety
@govfresh
@openmontana
@monicatranel
@lukefretwell
@medium
@mina_hsiang
@girlgeekx
@democracylab

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

Top Mentioned in G9:
@noreenhec
@navapbc
@pifgov
@briantwittaker
@robbiethegeek
@ninafuture
@whitehouse
@thenci
@us_fda
@gsacoe

Top Mentioned in G10:
@brainbuilders01
@yvotenaija
@2023_factcheck
@kenkarmah
@malhubng
@mosesakpan15

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@lizditz
@africaupdates
@beccanalia
@gailwaldby
@doctorow
@cnn
@tammyinmt406
@jr_surg

Top Tweeters in G1:
@codeforpdx
@rrichard09
@stephen_abbott
@mabeya254
@daminozide
@evapavlikova
@mstem
@adrianaspulber
@nesta_uk
@jpagroenen

Top Tweeters in G2:
@pythonroboto
@sprint_code
@nigerfriendnew
@lourwana
@seynim6
@ahmedmogola
@christelassirou
@djiboutisdgs
@mubarak_mk2015
@pnuddjibouti

Top Tweeters in G3:
@africaupdates
@asbelkemboi7
@mzalendowatch
@corradotopi
@govtechresearch
@kyama_chama
@aida_kenya
@carole_gaita
@jamlabafrica
@civictechafrica

Top Tweeters in G4:
@mashanubian
@seigla
@aliamsi
@llthingscitizen
@divancitoyen
@dofbi
@halixco
@douceesay
@fatittystar
@sanikayi

Top Tweeters in G5:
@beccanalia
@ewhitmore
@benberkowitz
@tom2rd
@betanyc
@infopolicy
@francoisg
@mecm
@mrialena
@blacky7522

Top Tweeters in G6:
@gailwaldby
@tammyinmt406
@dcbunkerjr
@shan73198
@ilikewoods
@k810mt
@kaybear54
@gophergrad
@scottisaacc
@mtgop

Top Tweeters in G7:
@arthursmid
@hare_brain
@medium
@amcewen
@jruizmontes
@agill_hayachi
@girlgeekx
@lukefretwell
@govfresh
@rluislopez

Top Tweeters in G8:
@lizditz
@bxknits
@donmoyn
@aclu
@jlwinch1
@khoney
@mattbernius
@emilytav
@elpasotxgov
@mccourtschool

Top Tweeters in G9:
@fedscoop
@thenci
@shashashasha
@erie
@us_fda
@robbiethegeek
@instituteforedu
@ninafuture
@whitehouse
@navapbc

Top Tweeters in G10:
@f4_frost
@opegoogle
@kenkarmah
@anjie_mil
@battlenaija
@malhubng
@olayideo_soaga
@baolak01
@tjay_yusuf
@megweic


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