civictech, Twitter, 12/1/2022 5:58:16 PM, 285295


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civictech_2022-12-01_08-12-18.xlsx
civictech_2022-12-01_08-12-18.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2022
Short Description:
civictech via NodeXL https://bit.ly/3EX259x
@civictechguide
@codeforpdx
@usdigitalcorps
@codeforall
@code4ca
@thesiliconhill
@usdresponse
@civictechafrica
@alexallain
@drphd2k7

Top hashtags:
#civictech
#govtech
#gobiernoabierto
#openknowledgenetwork
#opendata

Description:
Description
The graph represents a network of 471 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 December 2022 at 16:13 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 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, 20-hour, 17-minute period from Thursday, 17 November 2022 at 01:39 UTC to Wednesday, 30 November 2022 at 21:57 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 : 471
Unique Edges : 360
Edges With Duplicates : 777
Total Edges : 1137
Number of Edge Types : 5
Mentions : 276
Retweet : 280
MentionsInRetweet : 417
Tweet : 148
Replies to : 16
Self-Loops : 151
Reciprocated Vertex Pair Ratio : 0.0914179104477612
Reciprocated Edge Ratio : 0.167521367521368
Connected Components : 92
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 108
Maximum Edges in a Connected Component : 354
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.972151
Graph Density : 0.00264263450332023
Modularity : 0.474845
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 471 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 December 2022 at 16:13 UTC.

The requested start date was Thursday, 01 December 2022 at 01:01 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, 20-hour, 17-minute period from Thursday, 17 November 2022 at 01:39 UTC to Wednesday, 30 November 2022 at 21:57 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:
[22] https://civictech.guide/calendar/
[5] https://www.bloomberg.com/news/features/2022-11-17/civic-tech-gets-an-upgrade-as-cities-emerge-from-covid
[5] https://digital.gov/2022/11/16/implementing-equitable-data-to-ensure-government-works-for-the-public/?utm_campaign=DigitalGov
[5] Twitter&utm_content=229060694&utm_medium=social&utm_source=twitter&hss_channel=tw-137454693
[5] https://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[4] https://civictech-hl202.peatix.com/view
[4] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g
[4] http://slack.beta.nyc
[3] https://twitter.com/riga_latam/status/1592533080145039361
[3] https://www.computronix.com/posse-enterprise-platform/

Top URLs in Tweet in G1:
[6] https://civictech.guide/calendar/
[4] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g
[2] https://www.meetup.com/code-for-pdx/events/rrztvsydcpbfc/
[2] https://civictech.africa/the-mvp-minimum-viable-product-process-what-to-do-or-not-to-do-at-each-key-phase/
[1] https://www.eamesinstitute.org/kazam-magazine/the-iterative-states-of-america/
[1] https://www.bloomberg.com/news/features/2022-11-17/civic-tech-gets-an-upgrade-as-cities-emerge-from-covid
[1] https://digital.gov/2022/11/16/implementing-equitable-data-to-ensure-government-works-for-the-public/?utm_campaign=DigitalGov
[1] Twitter&utm_content=229060694&utm_medium=social&utm_source=twitter&hss_channel=tw-137454693
[1] https://techequitycollaborative.org/civic-tech-projects/
[1] https://twitter.com/DarkMatter_Labs/status/1595390805623115779

Top URLs in Tweet in G2:
[16] https://civictech.guide/calendar/
[1] https://ipi.media/events/the-continent/
[1] https://digitalcorps.gsa.gov/process/
[1] https://www.eventbrite.com/e/scaling-civic-technology-transitioning-to-civic-technology-tickets-474193504537
[1] https://guide.us19.list-manage.com/subscribe?u=cdb853c4847acff0d0a09460d&id=ca5a70438b
[1] https://www.thegreenwebfoundation.org/fellowships/
[1] https://www.journalismaifestival.com/
[1] https://www.computer.org/digital-library/magazines/so/cfp-open-source-software
[1] https://www.strengtheningdemocracychallenge.org/grants?utm_source=Movement+for+Humane+Technology&utm_campaign=37c93f3a85-EMAIL_CAMPAIGN_2022_11_09_06_06_COPY_01&utm_medium=email&utm_term=0_df2ee1f826-37c93f3a85-32308315
[1] https://elab.emerson.edu/events/solving-for-trust-innovations-in-smart-urban-governance

Top URLs in Tweet in G3:
[3] https://www.academia.edu/84666402/Esquema_Gobierno_Abierto
[3] https://twitter.com/riga_latam/status/1592533080145039361
[2] https://www.academia.edu/84664863/Open_Government_Scheme
[1] https://twitter.com/servdesignunit/status/1592568430309560320
[1] https://twitter.com/redmatriz/status/1558671163416612864

Top URLs in Tweet in G5:
[4] https://digital.gov/2022/11/16/implementing-equitable-data-to-ensure-government-works-for-the-public/?utm_campaign=DigitalGov
[4] Twitter&utm_content=229060694&utm_medium=social&utm_source=twitter&hss_channel=tw-137454693
[2] https://digitalcorps.gsa.gov/process/
[1] https://digitalcorps.gsa.gov/apply/design/
[1] https://twitter.com/USDigitalCorps/status/1594723632449830913
[1] https://digitalcorps.gsa.gov/
[1] https://digitalcorps.gsa.gov/apply/
[1] https://usds.gov/apply

Top URLs in Tweet in G6:
[3] https://www.computronix.com/posse-enterprise-platform/
[2] https://www.computronix.com/solving-ontarios-housing-crisis/
[2] https://opencollective.com/civichackers/contribute/giving-tuesday-campaign-29101
[1] https://www.theverge.com/2022/11/17/23460070/internet-bill-broadband-survey-data-consumer-reports-cost
[1] https://twitter.com/kaareeenah/status/1590060907392307200
[1] https://oknrw.de/veranstaltungen/offene-kommunen-nrw-2022/
[1] https://twitter.com/chrwttg/status/1593537040498405376
[1] https://www.mdpi.com/2076-0760/11/10/436
[1] https://www.bloomberg.com/news/features/2022-11-17/civic-tech-gets-an-upgrade-as-cities-emerge-from-covid
[1] https://universeodon.com/@civicunrest

Top URLs in Tweet in G8:
[1] https://twitter.com/JandKeGovAgency/status/1594204616400728069

Top URLs in Tweet in G9:
[2] https://www.bloomberg.com/news/features/2022-11-17/civic-tech-gets-an-upgrade-as-cities-emerge-from-covid
[1] https://mailchi.mp/codingitforward/job-drop-1620395
[1] https://www.bloomberg.com/news/features/2022-11-17/civic-tech-gets-an-upgrade-as-cities-emerge-from-covid?cmpid=BBD111822_CITYLAB

Top URLs in Tweet in G10:
[1] https://twitter.com/SerpentineUK/status/1596120973627260929
[1] https://www.meetup.com/g0v-london/events/289789159/
[1] https://twitter.com/mySociety/status/1595084784073687041
[1] https://cmagazine.com/articles/feminist-approaches-to-citation
[1] https://twitter.com/SerpentineUK/status/1590021985765314560

Top Domains
Top Domains in Tweet in Entire Graph:
[44] twitter.com
[22] civictech.guide
[9] computronix.com
[8] zoom.us
[8] peatix.com
[7] gsa.gov
[6] bloomberg.com
[6] civictech.africa
[6] list-manage.com
[5] meetup.com

Top Domains in Tweet in G1:
[6] civictech.guide
[6] civictech.africa
[4] meetup.com
[4] zoom.us
[2] twitter.com
[2] codeforall.org
[2] t.co
[1] eamesinstitute.org
[1] bloomberg.com
[1] digital.gov

Top Domains in Tweet in G2:
[16] civictech.guide
[2] twitter.com
[1] ipi.media
[1] gsa.gov
[1] eventbrite.com
[1] list-manage.com
[1] thegreenwebfoundation.org
[1] journalismaifestival.com
[1] computer.org
[1] strengtheningdemocracychallenge.org

Top Domains in Tweet in G3:
[5] twitter.com
[5] academia.edu

Top Domains in Tweet in G5:
[5] gsa.gov
[4] digital.gov
[1] twitter.com
[1] usds.gov

Top Domains in Tweet in G6:
[9] computronix.com
[6] twitter.com
[2] linkedin.com
[2] youtube.com
[2] opencollective.com
[2] civic-hackers.org
[1] theverge.com
[1] oknrw.de
[1] mdpi.com
[1] bloomberg.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[3] bloomberg.com
[1] mailchi.mp

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[349] civictech
[63] govtech
[25] gobiernoabierto
[24] openknowledgenetwork
[21] opendata
[21] policing
[19] opengov
[17] dataviz
[15] localgov
[14] estadoabierto



Top Hashtags in Tweet in G1:
[59] civictech
[7] sdg11
[6] disinformation
[3] design
[3] opendata
[3] unplugged22
[2] pdx
[2] civictechafrica
[1] democracy
[1] whypubliccode

Top Hashtags in Tweet in G2:
[14] civictech
[5] localgov
[5] stategov
[5] govtech
[5] it
[5] digitalservice
[1] sdg11

Top Hashtags in Tweet in G3:
[30] govtech
[26] civictech
[25] gobiernoabierto
[16] opengov
[14] estadoabierto
[13] openstate
[11] gobernanza
[7] gobiernodigital
[3] digitalgov
[3] sociedadabierta

Top Hashtags in Tweet in G4:
[24] openknowledgenetwork
[1] civictech
[1] opendata

Top Hashtags in Tweet in G5:
[17] civictech
[2] ux
[2] ui
[1] whitehouse
[1] science
[1] technology
[1] digital
[1] data
[1] govtech
[1] publicservice

Top Hashtags in Tweet in G6:
[50] civictech
[15] dataviz
[11] govtech
[10] government
[9] governmentit
[8] publicsector
[8] cio
[7] stateandlocal
[7] localgov
[7] statelocalit

Top Hashtags in Tweet in G7:
[9] civictech
[9] techforcivicgood
[8] usforher
[8] endgbv
[4] endtgbv
[3] 16daysofactivism
[1] astreajustice
[1] votebot

Top Hashtags in Tweet in G8:
[3] govtech
[3] civictech
[1] 25thnceg
[1] egovjk2022
[1] digitaljk

Top Hashtags in Tweet in G9:
[10] civictech
[4] publicinteresttech
[2] localgov
[1] publicinterestech
[1] arpa
[1] cities
[1] stem
[1] techpolicy
[1] webdesign
[1] webdevelopment

Top Hashtags in Tweet in G10:
[14] civictech
[1] vtaiwan
[1] g0vlondon

Top Words
Top Words in Tweet in Entire Graph:
[349] #civictech
[85] civic
[68] tech
[63] #govtech
[60] more
[50] today
[40] learn
[40] open
[40] technology
[33] people

Top Words in Tweet in G1:
[59] #civictech
[26] tech
[24] civic
[24] codeforall
[14] discuss
[13] more
[13] job
[13] learn
[12] 15
[12] utc

Top Words in Tweet in G2:
[34] civic
[23] tech
[17] calendar
[15] event
[15] technology
[14] #civictech
[11] opportunities
[11] entry
[11] coming
[10] usdresponse

Top Words in Tweet in G3:
[30] #govtech
[26] #civictech
[25] #gobiernoabierto
[23] redmatriz
[16] #opengov
[14] #estadoabierto
[13] #openstate
[11] ramirezalujas
[11] #gobernanza
[11] mucho

Top Words in Tweet in G4:
[24] people
[24] launching
[24] #openknowledgenetwork
[24] today
[24] news
[24] countries
[24] big
[24] touch
[24] re
[24] 25

Top Words in Tweet in G5:
[23] usdigitalcorps
[17] #civictech
[13] today
[11] applications
[9] apply
[8] open
[8] usds
[7] spot
[7] 2023
[7] secure

Top Words in Tweet in G6:
[50] #civictech
[15] #dataviz
[15] bills
[15] last
[15] 100
[11] #govtech
[10] #government
[9] #governmentit
[8] #publicsector
[8] #cio

Top Words in Tweet in G7:
[10] justice_code
[9] #techforcivicgood
[9] #civictech
[9] more
[8] detail
[8] gender
[8] miss
[8] based
[8] sure
[8] #endgbv

Top Words in Tweet in G8:
[6] govt
[5] govtech
[5] c2g
[5] mygov
[5] platforms
[5] public
[5] participation
[5] digital
[4] approach
[4] centric

Top Words in Tweet in G9:
[10] #civictech
[9] cydharrell
[7] government
[7] services
[6] convenience
[6] beyond
[6] processes
[6] access
[6] easy
[6] believes

Top Words in Tweet in G10:
[14] #civictech
[12] serpentineuk
[10] reference
[10] point
[8] usepolis
[7] radxchange
[7] _paulaberman
[7] vivlanova
[6] patcon_
[5] eva33313

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] civic,tech
[28] learn,more
[24] #openknowledgenetwork,today
[24] launching,#openknowledgenetwork
[24] news,re
[24] today,touch
[24] touch,people
[24] re,launching
[24] big,news
[24] people,25

Top Word Pairs in Tweet in G1:
[19] civic,tech
[12] 15,utc
[12] 30th,15
[8] role,#civictech
[7] spotlight,inclucityyyc
[7] digtal,talent
[7] talent,champion
[7] #civictech,job
[7] #civictech,spotlight
[7] 2022,tech

Top Word Pairs in Tweet in G2:
[23] civic,tech
[11] opportunities,calendar
[11] entry,civic
[11] tech,opportunities
[10] soon,civic
[10] coming,soon
[10] civic,technology
[10] tech,event
[9] learn,more
[7] scaling,civic

Top Word Pairs in Tweet in G3:
[16] redmatriz,#gobiernoabierto
[13] #openstate,#govtech
[13] #opengov,#civictech
[12] #civictech,#openstate
[12] #govtech,#civictech
[11] ramirezalujas,#opengov
[10] #gobiernoabierto,#gobernanza
[10] #civictech,mucho
[10] ecosistema,#govtech
[10] #estadoabierto,ecosistema

Top Word Pairs in Tweet in G4:
[24] launching,#openknowledgenetwork
[24] today,touch
[24] 25,countries
[24] re,launching
[24] touch,people
[24] people,25
[24] news,re
[24] big,news
[24] #openknowledgenetwork,today
[23] okfn,big

Top Word Pairs in Tweet in G5:
[8] applications,usdigitalcorps
[7] today,apply
[7] secure,usdigitalcorps
[7] usdigitalcorps,2023
[7] #civictech,spot
[7] spot,today
[7] 2023,#civictech
[6] gsa_sonny,secure
[5] session,learn
[5] info,session

Top Word Pairs in Tweet in G6:
[15] #dataviz,#civictech
[15] last,100
[15] 100,bills
[10] bills,#government
[8] #govtech,#civictech
[8] #government,#dataviz
[7] #civictech,#stateandlocal
[6] #stateandlocal,#governmentit
[5] #cio,#statelocalit
[5] #publicsector,#cio

Top Word Pairs in Tweet in G7:
[8] technology,facilitated
[8] based,violence
[8] violence,sure
[8] discussing,detail
[8] facilitated,gender
[8] detail,more
[8] gender,based
[8] sure,miss
[8] more,technology
[7] miss,under

Top Word Pairs in Tweet in G8:
[5] platforms,mygov
[5] govtech,c2g
[5] participation,platforms
[5] public,participation
[4] centric,approach
[3] mygov,media
[3] fit,govtech
[3] c2g,voting
[3] civictech,fit
[3] voting,public

Top Word Pairs in Tweet in G9:
[6] making,government
[6] access,goes
[6] beyond,convenience
[6] cydharrell,believes
[6] convenience,cydharrell
[6] easy,access
[6] services,processes
[6] value,making
[6] government,services
[6] goes,beyond

Top Word Pairs in Tweet in G10:
[10] reference,point
[9] serpentineuk,#civictech
[9] point,serpentineuk
[7] _paulaberman,radxchange
[5] eva33313,reference
[5] vivlanova,garyzhexizhang
[5] garyzhexizhang,eva33313
[5] radxchange,speaking
[3] trust_support,vivlanova
[3] serpentineuk,tools

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@usdigitalcorps
@codeforall
@redmatriz
@okfn
@civictechguide
@usdresponse
@serpentineuk
@ramirezalujas
@justice_code
@giovannimaccani

Top Mentioned in G1:
@codeforall
@civictechguide
@civictechafrica
@inclucityyyc
@startalberta
@mstem
@code4ca
@civictechto
@ttc
@usdresponse

Top Mentioned in G2:
@usdresponse
@civictechguide
@kowyatt
@digitalsn
@codeforall
@engagelab
@bkcharvard
@consultvox
@lobium_ai
@dixitplatform

Top Mentioned in G3:
@redmatriz
@ramirezalujas
@diplogobabierto
@opengovpart
@gigapp
@riga_latam
@servdesignunit
@uclg_opengov
@achmchile
@gobierno_uchile

Top Mentioned in G4:
@okfn

Top Mentioned in G5:
@usdigitalcorps
@gsa_sonny
@usds
@digital_gov
@petermarks
@mina_hsiang
@whostp
@travismoore

Top Mentioned in G7:
@justice_code
@marange_women
@communitypodium
@accountlabzw
@faa_zim
@matoboyouth
@demcotrust
@midlandssocial
@chidind2everjoy
@benjimk8

Top Mentioned in G8:
@diprjk
@drjitendrasingh
@amitegov
@pmoindia
@officeoflgjandk
@goi_meity
@_digitalindia
@doptgoi
@ncgg_goi
@pib_india

Top Mentioned in G9:
@cydharrell
@amberstylesmpa
@codingitforward
@citylab
@_stk
@gsa_sonny
@usdigitalcorps
@usdresponse
@jennahhaque
@katyaabaz

Top Mentioned in G10:
@serpentineuk
@usepolis
@vivlanova
@_paulaberman
@radxchange
@patcon_
@garyzhexizhang
@eva33313
@trust_support
@nwspk

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@sectest9
@cybersecurityn8
@laveilletechno
@chile7171
@matthew_c_perry
@jobsviatweet
@pib_india
@heyratty
@digiphile

Top Tweeters in G1:
@codeforpdx
@ttcriders
@ashleighaxios
@ndi
@civictechafrica
@stargould
@tecollab
@code4ca
@martinbangratz
@citizenf1rst

Top Tweeters in G2:
@arthursmid
@rrichard09
@globalfreemedia
@kowyatt
@computersociety
@bkcharvard
@rkwdc
@mozilla
@polislse
@teamcommunity

Top Tweeters in G3:
@chile7171
@alxprince
@rafacamu
@achmchile
@redmatriz
@opengovpart
@gigapp
@ramirezalujas
@soledad_qv
@ale_tapiasm

Top Tweeters in G4:
@bituur_esztreym
@bbbcccnnn
@stephen_abbott
@glenkcampbell
@nikeshbalami
@okfn
@soniajorgeict4d
@avdata99
@engagemedia
@benmeg

Top Tweeters in G5:
@sectest9
@cybersecurityn8
@dominiccampbell
@jag_____
@thackshaw
@andrewnebus
@manikrathee
@nicksinai
@digital_gov
@lynnovermann

Top Tweeters in G6:
@heyratty
@fromcanada_org
@dacresni
@randw
@abhinemani
@sarahschacht
@oknrw
@doug_schuler
@greggish
@participatory

Top Tweeters in G7:
@cccnap
@communitypodium
@mkoyi_courteney
@tainyhq
@agnesmanhibi
@accountlabzw
@memorymakasi
@matoboyouth
@hcyf2020
@midlandssocial

Top Tweeters in G8:
@pib_india
@rajeev_goi
@diprjk
@pmoindia
@drjitendrasingh
@goi_meity
@_digitalindia
@abhish18
@officeoflgjandk
@ashwinivaishnaw

Top Tweeters in G9:
@thesiliconhill
@citylab
@cydharrell
@_stk
@manup4
@marcoh___
@shemkalegal
@drphd2k7
@abbeysuekos
@jorgevalens

Top Tweeters in G10:
@edsaperia
@serpentineuk
@patcon_
@nwspk
@radxchange
@aelcenganda
@_paulaberman
@trust_support
@garyzhexizhang
@usepolis