civictech, Twitter, 7/28/2022 10:49:22 PM, 279633


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civictech_2022-07-28_08-12-17.xlsx
civictech_2022-07-28_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 28, 2022
Short Description:
civictech via NodeXL https://bit.ly/3oDwXnC
@codeforall
@codeforpdx
@chadinnov
@charter_africa
@civictechafrica
@justice_code
@drewfremen
@africtivistes
@sinarproject
@plone

Top hashtags:
#civictech
#votebot
#govtech
#python
#policing
#youth
#dataviz
#oss
#government

Description:
Description
The graph represents a network of 464 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, 28 July 2022 at 15:13 UTC.

The requested start date was Thursday, 28 July 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, 1-minute period from Thursday, 14 July 2022 at 06:53 UTC to Wednesday, 27 July 2022 at 21:54 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 : 464
Unique Edges : 356
Edges With Duplicates : 815
Total Edges : 1171
Number of Edge Types : 5
Retweet : 328
MentionsInRetweet : 524
Mentions : 159
Tweet : 150
Replies to : 10
Self-Loops : 155
Reciprocated Vertex Pair Ratio : 0.0389830508474576
Reciprocated Edge Ratio : 0.0750407830342577
Connected Components : 71
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 235
Maximum Edges in a Connected Component : 735
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.897775
Graph Density : 0.00285339241826171
Modularity : 0.498078
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 464 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, 28 July 2022 at 15:13 UTC.

The requested start date was Thursday, 28 July 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, 1-minute period from Thursday, 14 July 2022 at 06:53 UTC to Wednesday, 27 July 2022 at 21:54 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:
[10] https://www.gov.gr/
[6] https://civictech.guide/calendar/
[4] https://api.whatsapp.com/send?phone=&text=&source=&data=
[4] https://www.1000more.org/
[4] https://www.mysociety.org/2022/07/20/notes-from-tictec-civic-tech-surgery-5-learning-from-climate-action/
[3] https://www.codeforboston.org/
[3] https://www.paycomonline.net/v4/ats/web.php/jobs/ViewJobDetails?job=36027&clientkey=30E67B8EB4D134CD03C82F22EB872BE9
[3] https://civictech.africa/fat-event/ctif21-diyafrica/
[2] https://www.computronix.com/transforming-the-government-customer-experience/
[2] https://www.computronix.com/building-consensus-for-software-system-replacement-ebook/

Top URLs in Tweet in G1:
[4] https://www.mysociety.org/2022/07/20/notes-from-tictec-civic-tech-surgery-5-learning-from-climate-action/
[2] https://codeforall.org/2022/07/27/newsletter-july-2022/
[2] https://codeforall.org/2022/07/21/peace-and-prosperity-for-people-and-the-planet/
[1] https://www.facebook.com/events/799373157723033
[1] https://codeforall.org/join-our-mailing-list
[1] https://darkmatterlabs.notion.site/Frontend-Developer-a6e1478589f843bfa59d8a6d4b66f24f
[1] https://tictec.mysociety.org/call-for-proposals-resources-to-help-train-organisations-the-public-in-accessing-good-quality-data/
[1] https://tictec.mysociety.org/action-lab-5/
[1] https://twitter.com/CivicTechAfrica/status/1550405301303590913
[1] https://tictec.mysociety.org/civic-tech-surgery-5/

Top URLs in Tweet in G2:
[2] https://sinarproject.org/about/jobs/technical-intern-plone
[1] https://sinarproject.org/about/jobs/technical-intern-plone1

Top URLs in Tweet in G3:
[6] https://civictech.guide/calendar/
[3] https://www.codeforboston.org/
[2] https://next.fwd50.com/
[2] https://directory.civictech.guide/listing/openfisca
[2] https://www.zagaja.com/2022/07/urban-league-heat-pump-accelerator/
[2] https://modernizecongress.house.gov/committee-activity/hearings/constituent-services-building-a-more-customer-friendly-congress
[1] https://medium.com/the-u-s-digital-service/why-we-serve-joseph-litvin-recruiter-4175ff48bf9e
[1] https://www.pmconline.org/events/one-day-law-school-journalists
[1] https://nationalvoterregistrationday.org/
[1] https://contenido.makaia.org/webinar-hablemos-de-ciberseguridad-al-servicio-de-las-organizaciones-sociales?utm_campaign=webinar_hablemos_de_hablemos_de_ciberseguridad_al_servicio_de_las_organizaciones_sociales_20220706

Top URLs in Tweet in G4:
[4] https://api.whatsapp.com/send?phone=&text=&source=&data=
[1] https://civictech.africa/

Top URLs in Tweet in G5:
[2] https://aisel.aisnet.org/pacis2022/30/
[1] https://www.elgaronline.com/view/book/9781788977319/9781788977319.xml
[1] https://twitter.com/toddjmoss/status/1552335860728823809

Top URLs in Tweet in G6:
[4] https://www.1000more.org/
[2] https://ccc2022.code4japan.org/
[2] https://www.computronix.com/building-consensus-for-software-system-replacement-ebook/
[2] https://www.computronix.com/transforming-the-government-customer-experience/
[1] https://the-hive.com.au/blog/benefits-of-participatory-democracy
[1] https://www.wikidata.org/wiki/Wikidata:WikiProject_Govdirectory/Events
[1] https://www.rise.org.ua/blog/new-coalition-rise-ukraine-launches-plan-for-transparent-and-efficient-reconstruction
[1] https://epd.eu/2022/07/14/exploring-worldwide-democratic-innovations/
[1] https://twitter.com/InterParesEU/status/1548949169125089280
[1] https://dluhcdigital.blog.gov.uk/2022/06/28/digital-planning-reform-an-overview/

Top URLs in Tweet in G7:
[2] https://www.rfi.fr/fr/podcasts/atelier-des-m%C3%A9dias/20220709-civic-tech-en-afrique-quand-des-connexions-citoyennes-%C5%93uvrent-pour-la-d%C3%A9mocratie?ref=tw
[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 G8:
[1] https://www.theengineroom.org/building-digital-tools-in-social-justice-organisations-what-to-consider-before-getting-started/
[1] http://www.gencat.cat/eapc/epum/N17/index.html#page=92
[1] http://www.gencat.cat/eapc/epum/N17/files/assets/common/downloads/EPUM%2017.pdf?uni=c3b74aaf131fda4e0a0ac9d4d7822f39

Top URLs in Tweet in G9:
[3] https://civictech.africa/fat-event/ctif21-diyafrica/
[2] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200
[2] https://civictech.africa/our-year-in-review-annual-report-2021-2022/
[1] https://twitter.com/iHub/status/1550464238094802946
[1] https://twitter.com/pondswimmer/status/1548976151082795008
[1] https://bit.ly/3zzdjzA
[1] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[1] https://civictech.africa/initiative/vote-bot/
[1] https://civictech.africa/
[1] https://zoom.us/webinar/register/WN_vxA4pD-2REeSQ9vBEPPImA

Top URLs in Tweet in G10:
[2] https://jobs.jhu.edu/job/Baltimore-Director%2C-Social-Innovation-Lab-MD-21205/902113200/
[1] https://govfresh.com/dm/marlena-medford
[1] https://www.centreforpublicimpact.org/insights/beyond-the-hype-exploring-what-transformation-in-government-really-means
[1] https://www.linkedin.com/feed/update/urn:li:share:6955857689860022272
[1] https://twitter.com/APRMorg/status/1549368375482146816
[1] https://twitter.com/govfresh/status/1552356068121907200
[1] https://discourse.codeforamerica.org/t/transform911s-blueprint-with-assist-by-reimagine-911/1415
[1] https://okt.to/JQjWtc
[1] https://twitter.com/datasciencedojo/status/1551206817165975554
[1] https://www.cnbc.com/2022/07/05/top-4-recession-proof-industries-to-work-in-according-to-economists.html

Top Domains
Top Domains in Tweet in Entire Graph:
[37] twitter.com
[11] civictech.africa
[10] gov.gr
[9] computronix.com
[9] civictech.guide
[7] mysociety.org
[7] jimdofree.com
[6] rfi.fr
[6] arcgis.com
[5] codeforall.org

Top Domains in Tweet in G1:
[7] mysociety.org
[5] codeforall.org
[3] twitter.com
[1] facebook.com
[1] notion.site
[1] zoom.us

Top Domains in Tweet in G2:
[3] sinarproject.org

Top Domains in Tweet in G3:
[8] civictech.guide
[3] codeforboston.org
[2] fwd50.com
[2] protocol.com
[2] zagaja.com
[2] house.gov
[1] medium.com
[1] pmconline.org
[1] nationalvoterregistrationday.org
[1] makaia.org

Top Domains in Tweet in G4:
[4] whatsapp.com
[1] civictech.africa

Top Domains in Tweet in G5:
[2] aisnet.org
[1] elgaronline.com
[1] twitter.com

Top Domains in Tweet in G6:
[9] computronix.com
[4] 1000more.org
[2] code4japan.org
[2] make.org
[1] com.au
[1] wikidata.org
[1] org.ua
[1] epd.eu
[1] twitter.com
[1] gov.uk

Top Domains in Tweet in G7:
[3] rfi.fr

Top Domains in Tweet in G8:
[2] gencat.cat
[1] theengineroom.org

Top Domains in Tweet in G9:
[10] civictech.africa
[3] twitter.com
[1] bit.ly
[1] co.uk
[1] zoom.us
[1] t.co
[1] youtube.com

Top Domains in Tweet in G10:
[7] twitter.com
[2] jhu.edu
[1] govfresh.com
[1] centreforpublicimpact.org
[1] linkedin.com
[1] codeforamerica.org
[1] okt.to
[1] cnbc.com
[1] eeoc.gov
[1] civictechfund.africa

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[328] civictech
[34] votebot
[31] govtech
[30] python
[24] policing
[21] youth
[18] dataviz
[14] oss
[14] government
[13] tictec



Top Hashtags in Tweet in G1:
[40] civictech
[11] tictec
[8] sdgs
[6] climate
[4] newsletter
[1] data
[1] ctif2022
[1] climatecrisis
[1] climateaction
[1] youthparticipationsa

Top Hashtags in Tweet in G2:
[30] python
[30] civictech

Top Hashtags in Tweet in G3:
[23] civictech
[6] nonprofit
[6] bostontech
[2] tictec
[2] cx
[2] heatwave
[1] climate
[1] sdgs
[1] lulacinpuertorico
[1] environmental

Top Hashtags in Tweet in G4:
[33] votebot
[21] youth
[11] women
[5] civictech
[4] registertovotezw

Top Hashtags in Tweet in G5:
[4] civictech
[1] opengov
[1] id4d

Top Hashtags in Tweet in G6:
[37] civictech
[9] cio
[8] govtech
[8] ussenate
[8] governmentit
[7] houseofreps
[7] statelocalit
[7] stateandlocal
[6] federalgovernment
[5] enterprisesoftware

Top Hashtags in Tweet in G7:
[13] activistes
[13] mali
[11] civictech
[3] afrique
[2] abidjan
[1] informer
[1] democratie
[1] web
[1] information
[1] démocratie

Top Hashtags in Tweet in G8:
[8] govtech
[3] civictech
[1] crowdanthropy

Top Hashtags in Tweet in G9:
[8] civictech
[5] civictechafrica
[4] dataprotection
[4] diyafrica
[1] catalyst
[1] digitalrights
[1] citizen
[1] participatory
[1] data
[1] votebot

Top Hashtags in Tweet in G10:
[21] civictech
[6] blacksincivictech
[3] cx
[3] getpaid
[3] civicdesign
[2] digitaltransformation
[2] innovation
[2] dataanalyst
[1] govtech
[1] biasbustas

Top Words
Top Words in Tweet in Entire Graph:
[325] #civictech
[78] open
[77] work
[65] opportunity
[59] government
[59] services
[53] internship
[53] month
[53] support
[51] paid

Top Words in Tweet in G1:
[40] #civictech
[11] #tictec
[11] join
[11] opencitieslabza
[10] co
[10] mysociety
[10] tech
[10] code4africa
[9] codeforall
[9] awesome

Top Words in Tweet in G2:
[50] paid
[50] internship
[50] opportunity
[50] rm2k
[50] month
[50] work
[50] support
[50] plone
[50] websites
[50] services

Top Words in Tweet in G3:
[23] #civictech
[14] tech
[11] civic
[9] more
[8] conference
[8] calendar
[7] codeforboston
[7] join
[7] tuesday
[7] we've

Top Words in Tweet in G4:
[33] #votebot
[29] justice_code
[21] #youth
[21] participation
[21] hi
[20] democratic
[20] space
[13] inspection
[12] zeczim
[12] centers

Top Words in Tweet in G5:
[25] participatory
[24] open
[24] access
[24] artificial
[24] intelligence
[24] democracy
[24] risks
[24] promises
[24] ai
[24] mediated

Top Words in Tweet in G6:
[37] #civictech
[10] more
[9] #cio
[8] #govtech
[8] #ussenate
[8] #governmentit
[7] use
[7] 1000
[7] #houseofreps
[7] #statelocalit

Top Words in Tweet in G7:
[23] atelier_medias
[15] rencontre
[14] notre
[13] rapha_constant
[13] #activistes
[13] fatittystar
[13] tidianitogola
[13] #mali
[13] c'est
[13] rôle

Top Words in Tweet in G8:
[23] eapccat
[18] public
[17] latest
[17] european
[17] mosaic
[17] read
[17] including
[17] articles
[17] open
[17] government

Top Words in Tweet in G9:
[13] civictechafrica
[11] african
[8] ctif
[8] innovation
[8] alongside
[8] join
[8] #civictech
[8] report
[8] annual
[7] more

Top Words in Tweet in G10:
[21] #civictech
[8] work
[7] blackcivictech
[6] need
[6] #blacksincivictech
[6] data
[5] digital
[5] calls
[5] context
[4] tech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] paid,internship
[51] internship,opportunity
[51] opportunity,rm2k
[51] rm2k,month
[51] month,work
[51] work,support
[51] support,plone
[51] plone,websites
[51] websites,services
[48] sinarproject,paid

Top Word Pairs in Tweet in G1:
[9] awesome,see
[9] see,afuncensored
[9] afuncensored,team
[9] team,#civictech
[9] #civictech,folk
[9] folk,odipodev
[9] odipodev,opencitieslabza
[9] opencitieslabza,create
[9] create,simple
[9] simple,genuinely

Top Word Pairs in Tweet in G2:
[50] paid,internship
[50] internship,opportunity
[50] opportunity,rm2k
[50] rm2k,month
[50] month,work
[50] work,support
[50] support,plone
[50] plone,websites
[50] websites,services
[47] sinarproject,paid

Top Word Pairs in Tweet in G3:
[10] civic,tech
[7] we've,added
[7] tech,conference
[7] conference,calendar
[7] calendar,more
[7] more,info
[6] subscribe,full
[5] info,subscribe
[5] full,calendars
[4] #bostontech,#civictech

Top Word Pairs in Tweet in G4:
[20] participation,democratic
[20] democratic,space
[17] justice_code,#votebot
[12] zeczim,centers
[12] centers,still
[12] still,open
[12] open,inspection
[12] inspection,voter's
[12] voter's,roll
[12] roll,#votebot

Top Word Pairs in Tweet in G5:
[24] open,access
[24] access,artificial
[24] artificial,intelligence
[24] intelligence,democracy
[24] democracy,risks
[24] risks,promises
[24] promises,ai
[24] ai,mediated
[24] mediated,citizen
[24] citizen,government

Top Word Pairs in Tweet in G6:
[8] #govtech,#civictech
[7] 1000,more
[7] #ussenate,#houseofreps
[7] #cio,#statelocalit
[7] #stateandlocal,#governmentit
[5] #civictech,#stateandlocal
[5] #publicsector,#cio
[5] #governmentit,#localgov
[4] #houseofreps,#federalgovernment
[4] #enterprisesoftware,#publicsector

Top Word Pairs in Tweet in G7:
[13] rencontre,atelier_medias
[13] atelier_medias,#activistes
[13] #activistes,fatittystar
[13] fatittystar,tidianitogola
[13] tidianitogola,#mali
[13] #mali,c'est
[13] c'est,notre
[13] notre,rôle
[12] rapha_constant,rencontre
[12] rôle,d'#in

Top Word Pairs in Tweet in G8:
[17] latest,eapccat
[17] eapccat,european
[17] european,public
[17] public,mosaic
[17] mosaic,read
[17] read,including
[17] including,articles
[17] articles,open
[17] open,government
[17] government,frontiers

Top Word Pairs in Tweet in G9:
[6] ctif,tradition
[6] tradition,celebrating
[6] celebrating,african
[6] african,innovation
[6] innovation,alongside
[6] alongside,recognition
[6] recognition,artistic
[6] artistic,cultural
[6] cultural,talents
[5] civictechafrica,ctif

Top Word Pairs in Tweet in G10:
[3] moreover,gathering
[3] gathering,urged
[3] urged,countries
[3] countries,leverage
[3] leverage,innovative
[3] innovative,digital
[3] digital,technologies
[3] technologies,improve
[3] improve,accountability
[3] work,codeforamerica

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@plone
@sinarproject
@justice_code
@participatory
@atelier_medias
@eapccat
@civictechafrica
@mau_mejiag
@mysociety
@rapha_constant

Top Mentioned in G1:
@code4africa
@opencitieslabza
@mysociety
@codeforall
@afuncensored
@odipodev
@un
@justinarenstein
@climatesubak
@jacopoottaviani

Top Mentioned in G2:
@plone
@sinarproject

Top Mentioned in G3:
@codeforboston
@usdigitalcorps
@lulac
@charlesriver
@mysociety
@civictechguide
@cfpb
@codingitforward
@fwd50conf
@pa4moderncourts

Top Mentioned in G4:
@justice_code
@zeczim
@civictechafrica
@saloe2398
@matoboyouth
@charter_africa
@ceaazim
@ercafrica
@fnf_africa

Top Mentioned in G5:
@participatory
@duberryj

Top Mentioned in G7:
@atelier_medias
@rapha_constant
@fatittystar
@tidianitogola
@africtivistes
@mashanubian

Top Mentioned in G8:
@eapccat
@mau_mejiag
@oecdgov

Top Mentioned in G9:
@civictechafrica
@nokuzola_sa
@engnroom
@danainhando
@tauriqjenkins
@dougcoltart
@okarunga
@ushahidi
@mzalendowatch
@open_institute

Top Mentioned in G10:
@blackcivictech
@codeforamerica
@marlenamedford
@drewfremen
@charter_africa
@govfresh
@hodge_hearts_cx
@goodgovcx
@itskatnotcat
@data4govafrica

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@codewithtwitchi
@bawangbyte
@xeronbot
@tichitsinde
@eco1start
@rfi
@hiringcare
@bbcworld

Top Tweeters in G1:
@eco1start
@un
@disruptafrica
@ldodds
@jasigana254
@odangaring
@afrilabs
@afuncensored
@strawbini
@mauriceotienoo

Top Tweeters in G2:
@codewithtwitchi
@bawangbyte
@xeronbot
@grumpeoldman
@pythonroboto
@qedx_
@cookiemonstaly
@mambangstory
@sureshdr
@sunil_abraham

Top Tweeters in G3:
@segmentis
@codeforpdx
@techsoup
@ucsusa
@onelittlebecca
@protocol
@mzagaja
@dhsgov
@erie
@shorensteinctr

Top Tweeters in G4:
@tichitsinde
@openparlyzw
@saloe2398
@ercafrica
@gkzwalter
@mugarandega4
@costa_cnm
@tanyamuzinda
@mkoyi_courteney
@blackstarline_r

Top Tweeters in G5:
@thesiliconhill
@richardkimphd
@juandgut
@carlospc_mx
@paulmbaker
@jeffshawn
@openpolicynz
@nacikarkin
@delibnet
@hanibalsmithmx

Top Tweeters in G6:
@zobjobsus
@ketancho
@vasundhar
@vingar
@infopolicy
@ejaxon
@ytoogiriwatcher
@amasada2
@aprokopiev
@exygy

Top Tweeters in G7:
@rfi
@mashanubian
@rfiafrique
@anagab30
@oumou_kane
@nigerfriendnew
@stevenjambot
@couve
@douceesay
@fatittystar

Top Tweeters in G8:
@ictlogist
@observatoricat
@futuresedge
@redmatriz
@gigapp
@platoniq
@claudiachwalisz
@ramirezalujas
@schulbaumo
@eapccat

Top Tweeters in G9:
@gdprai
@nokuzola_sa
@mzalendowatch
@munyabloggo
@dougcoltart
@govtechresearch
@jamlabafrica
@engnroom
@ushahidi
@civictechafrica

Top Tweeters in G10:
@digiphile
@governing
@codeforamerica
@govpierluisi
@lukefretwell
@govfresh
@drewfremen
@engagingcities
@amani_initiativ
@marlenamedford