civictech, Twitter, 5/19/2022 3:16:23 PM, 276630


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civictech_2022-05-19_08-12-17.xlsx
civictech_2022-05-19_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2022
Short Description:
civictech via NodeXL https://bit.ly/3MwaT8V
@this0499154500
@codeforpdx
@codeforamerica
@civictechafrica
@gsacarnahan
@civictechto
@opensource_orgs
@mysociety
@usdigitalcorps
@chadinnov

Top hashtags:
#civictech
#candidatosendatos
#cfasummit
#govtech
#dataviz

Description:
Description
The graph represents a network of 657 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, 19 May 2022 at 15:13 UTC.

The requested start date was Thursday, 19 May 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, 20-hour, 27-minute period from Thursday, 05 May 2022 at 01:38 UTC to Wednesday, 18 May 2022 at 22:06 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 : 657
Unique Edges : 583
Edges With Duplicates : 1131
Total Edges : 1714
Number of Edge Types : 5
Retweet : 479
MentionsInRetweet : 750
Mentions : 318
Tweet : 158
Replies to : 9
Self-Loops : 163
Reciprocated Vertex Pair Ratio : 0.0517051705170517
Reciprocated Edge Ratio : 0.098326359832636
Connected Components : 82
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 298
Maximum Edges in a Connected Component : 873
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.318663
Graph Density : 0.00221813861974236
Modularity : 0.502867
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 657 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, 19 May 2022 at 15:13 UTC.

The requested start date was Thursday, 19 May 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, 20-hour, 27-minute period from Thursday, 05 May 2022 at 01:38 UTC to Wednesday, 18 May 2022 at 22:06 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:
[16] https://mutabit.tiddlyhost.com/
[7] https://rri-tools.eu/-/don-t-build-it-a-guide-for-practitioners-in-civic-tech-tech-for-development
[7] https://www.eventbrite.ca/e/inclucity-calgary-public-launch-event-tickets-332064512897
[7] http://radar.oreilly.com/2010/05/code-for-america-empowering-so.html
[5] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[5] https://defineamerican.com/research/great-replacement-network/
[3] https://mailchi.mp/muckrock/for-the-record-january-12-2658232?e=a84b2ac852
[3] https://mailchi.mp/muckrock/for-the-record-january-12-2658220?e=a84b2ac852
[3] https://vote.gov/
[3] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA

Top URLs in Tweet in G1:
[7] http://radar.oreilly.com/2010/05/code-for-america-empowering-so.html
[3] https://vote.gov/
[3] https://mailchi.mp/muckrock/for-the-record-january-12-2658232?e=a84b2ac852
[3] https://mailchi.mp/muckrock/for-the-record-january-12-2658220?e=a84b2ac852
[2] https://civictech.guide/
[2] http://eepurl.com/gim0wr
[2] https://civictech.chat/2022/05/innovating-social-safety-net
[2] https://twitter.com/codeforamerica/status/1526246195055804417
[1] https://okt.to/Mxl82H
[1] https://okt.to/lIpZJT

Top URLs in Tweet in G2:
[16] https://mutabit.tiddlyhost.com/
[2] https://twitter.com/mutabit/status/1526235036458135553

Top URLs in Tweet in G3:
[3] https://medium.com/civictech/ugandan-citizen-journalism-outfit-shares-parliaments-untold-stories-b3051ed5bf7c
[2] https://us02web.zoom.us/meeting/register/tZItc--qqj0rGdY9243Jexyor4-7wn_byxC-
[1] https://medium.com/civictech/meaningfully-connected-inclusivity-requires-a-lot-more-than-just-access-2dbcabcc3b07?source=collection_home---4------0-----------------------
[1] https://docs.google.com/forms/d/1ZEGgXbb0SgEzgV8mYVz8JaInLrTApYnrHjgSu8-P3w0/edit
[1] https://docs.google.com/forms/d/e/1FAIpQLSeu8EkOsNVzgQd4prGc4GwrXV2cAoLFfMLXKCGR_1gaAaeBCQ/viewform
[1] https://forms.gle/4smPe6Xo7HiM6LfK7
[1] https://medium.com/civictech/we-are-growing-meet-ctins-new-regional-ambassadors-7158c8fbcd9d
[1] https://twitter.com/CivicTechAfrica/status/1526537336292618245
[1] https://twitter.com/CivicTechAfrica/status/1521474658754863104
[1] https://civictech.africa/increasing-political-participation-during-elections-through-civic-tech-in-africa/

Top URLs in Tweet in G4:
[7] https://www.eventbrite.ca/e/inclucity-calgary-public-launch-event-tickets-332064512897
[2] https://www.meetup.com/Civic-Tech-Toronto/events/285553713/
[2] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydchbnb/
[1] http://pwd.ca/tabs/
[1] https://www.amazon.ca/Civic-Technologists-Practice-Guide/dp/1735286508
[1] https://twitter.com/bryanbrinkman/status/1525147795719655432
[1] https://twitter.com/CPMRU/status/1526308142987943936
[1] https://twitter.com/CodeforAll/status/1526212784953999360

Top URLs in Tweet in G5:
[5] https://defineamerican.com/research/great-replacement-network/
[1] https://twitter.com/shaysiggs/status/1523704885753311233

Top URLs in Tweet in G6:
[3] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[2] https://www.computronix.com/building-consensus-for-software-system-replacement-ebook/
[2] https://www.computronix.com/government-software-solutions/solutions-faq/
[2] https://www.computronix.com/building-consensus-for-software-system-replacement/
[2] https://www.computronix.com/single-tenant-software-solutions/
[1] https://civictechfund.africa/2022/05/02/the-state-of-acdeg-in-light-of-the-contemporary-governance-agenda-in-africa/
[1] https://cccu22-2022-00.peatix.com/
[1] https://landing.poligma.com/campagne
[1] https://twitter.com/mamisada/status/1523887106908581888
[1] https://boards.greenhouse.io/adhocteam/jobs/6070516002?gh_src=1bfe062b2us

Top URLs in Tweet in G7:
[3] https://betanyc.forms.fm/the-message/forms/3787
[2] https://mailchi.mp/beta.nyc/may-22
[2] https://isoc.live/15406/
[1] https://twitter.com/mensagem_lisboa/status/1526897309505683457
[1] http://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[1] https://twitter.com/iotwatch/status/1522963372555513858
[1] https://isoc-ny.org/p2/10919
[1] https://twitter.com/BetaNYC/status/1479527231848394756

Top URLs in Tweet in G9:
[4] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[1] https://www.indiatoday.in/amp/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12

Top URLs in Tweet in G10:
[1] https://zueriost.ch/gesellschaft/2022-05-09/wetzikon-laedt-zum-hacken-ein
[1] https://twitter.com/hofrat/status/1523962457118711813

Top Domains
Top Domains in Tweet in Entire Graph:
[54] twitter.com
[16] tiddlyhost.com
[15] computronix.com
[8] mailchi.mp
[7] rri-tools.eu
[7] eventbrite.ca
[7] oreilly.com
[7] indiatoday.in
[6] medium.com
[5] greenhouse.io

Top Domains in Tweet in G1:
[20] twitter.com
[7] oreilly.com
[6] mailchi.mp
[4] civictech.guide
[4] civictech.chat
[3] vote.gov
[2] okt.to
[2] eepurl.com
[2] policecoders.org
[2] gov.uk

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

Top Domains in Tweet in G3:
[5] medium.com
[2] zoom.us
[2] google.com
[2] twitter.com
[1] forms.gle
[1] civictech.africa

Top Domains in Tweet in G4:
[7] eventbrite.ca
[4] meetup.com
[3] twitter.com
[1] pwd.ca
[1] amazon.ca

Top Domains in Tweet in G5:
[5] defineamerican.com
[1] twitter.com

Top Domains in Tweet in G6:
[15] computronix.com
[4] greenhouse.io
[2] twitter.com
[2] indiatoday.in
[1] civictechfund.africa
[1] peatix.com
[1] poligma.com
[1] pwd.ca
[1] govtech.com
[1] civictech.africa

Top Domains in Tweet in G7:
[3] twitter.com
[3] forms.fm
[2] mailchi.mp
[2] isoc.live
[1] list-manage.com
[1] isoc-ny.org

Top Domains in Tweet in G9:
[5] indiatoday.in

Top Domains in Tweet in G10:
[1] zueriost.ch
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[418] civictech
[67] candidatosendatos
[51] cfasummit
[51] govtech
[21] dataviz
[20] policing
[20] localgov
[19] tictec
[19] government
[18] senegalvote



Top Hashtags in Tweet in G1:
[122] civictech
[45] cfasummit
[20] policing
[15] oss
[11] opensource
[10] tictec
[9] nowhiring
[7] opengov
[6] sustainability
[5] funding

Top Hashtags in Tweet in G2:
[67] candidatosendatos
[28] civictech
[15] visualizaciondedatos
[14] nuevasciudadanías
[14] reproducibleresearch
[10] gtoolkit
[2] flisolbog2022
[1] dataviz
[1] dataactivism
[1] opengov

Top Hashtags in Tweet in G3:
[22] civictech
[9] climathon
[9] climatechange
[9] hackathon
[5] riseafrica
[5] ctif22
[1] inclusivity
[1] digitaldialogues
[1] designthinking
[1] solutionmapping

Top Hashtags in Tweet in G4:
[22] civictech
[1] ontariodigital
[1] yyc
[1] calgary
[1] dei
[1] diversityandinclusion
[1] socialtech

Top Hashtags in Tweet in G5:
[6] immigration
[5] civictech

Top Hashtags in Tweet in G6:
[34] civictech
[17] localgov
[17] govtech
[17] governmentit
[17] publicsector
[16] stateandlocal
[14] enterprisesoftware
[14] cio
[14] statelocalit
[6] landmanagement

Top Hashtags in Tweet in G7:
[16] civictech
[8] nyc
[8] newsletter
[4] nycsodata
[3] techforgov
[3] hiring
[3] opendataweek
[2] opensource
[2] publiccode
[1] data

Top Hashtags in Tweet in G8:
[2] lobbying
[2] illustrator
[2] civictech
[1] nfts
[1] eth
[1] cro
[1] crypto
[1] volunteers
[1] internship
[1] nonprofit

Top Hashtags in Tweet in G9:
[13] govtech
[9] unicorns
[4] startup
[4] civictech
[3] startups
[3] tech
[2] govtechindiasummit
[2] govtechsummitindia
[2] summit2022
[2] india2022

Top Hashtags in Tweet in G10:
[6] civictech
[3] govtech
[3] legaltech
[2] contentcreator
[2] startupjob
[2] communications
[1] smartcity
[1] opendata
[1] publicaffairs

Top Words
Top Words in Tweet in Entire Graph:
[418] #civictech
[90] more
[83] public
[75] twitter
[67] #candidatosendatos
[65] codeforamerica
[60] mutabit
[56] join
[52] create
[51] #cfasummit

Top Words in Tweet in G1:
[122] #civictech
[63] more
[59] codeforamerica
[51] public
[45] #cfasummit
[42] make
[40] service
[38] best
[38] impact
[38] create

Top Words in Tweet in G2:
[75] twitter
[67] #candidatosendatos
[60] mutabit
[36] cuánto
[36] cuándo
[36] quién
[36] hablan
[36] candidatos
[36] presidenciales
[29] much

Top Words in Tweet in G3:
[22] #civictech
[14] civictechafrica
[14] 2022
[11] register
[9] more
[9] join
[9] forum
[9] openparlyzw
[9] #climathon
[9] climate

Top Words in Tweet in G4:
[22] #civictech
[13] inclucityyyc
[12] civictechto
[12] tabs
[10] public
[8] more
[8] council
[8] toronto
[7] tomorrow
[7] demo

Top Words in Tweet in G5:
[30] report
[27] defineamerican
[25] team
[25] spent
[25] years
[25] creating
[25] groundbreaking
[25] research
[25] anti
[25] immigration

Top Words in Tweet in G6:
[34] #civictech
[17] #localgov
[17] #govtech
[17] #governmentit
[17] #publicsector
[16] #stateandlocal
[14] #enterprisesoftware
[14] #cio
[14] #statelocalit
[9] system

Top Words in Tweet in G7:
[16] #civictech
[11] nyc
[8] the_message
[8] #nyc
[8] #newsletter
[8] data
[7] betanyc
[6] lt
[6] gt
[6] noneck

Top Words in Tweet in G8:
[2] hey
[2] twitterverse
[2] produce
[2] content
[2] explaining
[2] #lobbying
[2] create
[2] nft
[2] #illustrator
[2] starting

Top Words in Tweet in G9:
[20] india
[15] jaijit
[13] #govtech
[11] sector
[9] govtech
[9] hundred
[9] #unicorns
[9] none
[9] needs
[9] done

Top Words in Tweet in G10:
[9] 24
[9] 25
[9] juni
[9] 2022
[9] treffen
[9] stadtwetzikon
[9] menschen
[9] miteinander
[9] daten
[9] öffentlichen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[49] mutabit,#candidatosendatos
[39] public,service
[39] make,impact
[38] service,best
[38] best,place
[38] place,make
[38] impact,biden
[38] biden,harris
[38] harris,administration
[38] administration,continues

Top Word Pairs in Tweet in G1:
[37] public,service
[37] make,impact
[36] service,best
[36] best,place
[36] place,make
[36] impact,biden
[36] biden,harris
[36] harris,administration
[36] administration,continues
[36] continues,create

Top Word Pairs in Tweet in G2:
[49] mutabit,#candidatosendatos
[36] #candidatosendatos,cuánto
[36] cuánto,cuándo
[36] cuándo,quién
[36] quién,hablan
[36] hablan,candidatos
[36] candidatos,presidenciales
[36] presidenciales,twitter
[29] #candidatosendatos,much
[23] candidates,talk

Top Word Pairs in Tweet in G3:
[9] #climathon,climate
[9] climate,crisis
[9] crisis,hackathon
[9] hackathon,21
[9] 21,2022
[9] 2022,register
[9] register,participate
[9] participate,#climatechange
[9] #climatechange,#civictech
[9] #civictech,#hackathon

Top Word Pairs in Tweet in G4:
[7] city,council
[7] tabs,toronto
[7] inclucityyyc,public
[7] public,launch
[7] launch,workshops
[7] workshops,wed
[7] wed,18
[7] 18,30pm
[7] 30pm,mt
[7] mt,register

Top Word Pairs in Tweet in G5:
[25] team,spent
[25] spent,years
[25] years,creating
[25] creating,groundbreaking
[25] groundbreaking,research
[25] research,report
[25] report,anti
[24] defineamerican,team
[24] network,youtube
[23] anti,immigration

Top Word Pairs in Tweet in G6:
[17] #govtech,#civictech
[16] #civictech,#stateandlocal
[16] #stateandlocal,#governmentit
[16] #governmentit,#localgov
[14] #enterprisesoftware,#publicsector
[13] #localgov,#enterprisesoftware
[13] #publicsector,#cio
[11] #cio,#statelocalit
[6] #statelocalit,#landmanagement
[6] software,system

Top Word Pairs in Tweet in G7:
[7] #civictech,#newsletter
[6] noneck,looking
[5] monthly,newsletter
[5] newsletter,the_message
[5] lt,gt
[4] the_message,lt
[4] gt,#nyc
[4] weds,2pm
[4] 2pm,mnn59
[4] mnn59,nyc

Top Word Pairs in Tweet in G8:
[2] hey,twitterverse
[2] twitterverse,produce
[2] produce,content
[2] content,explaining
[2] explaining,#lobbying
[2] #lobbying,create
[2] create,nft
[2] nft,#illustrator
[2] #illustrator,starting

Top Word Pairs in Tweet in G9:
[9] india,hundred
[9] hundred,#unicorns
[9] #unicorns,none
[9] none,#govtech
[9] #govtech,sector
[9] sector,needs
[9] needs,done
[9] done,create
[8] jaijit,india
[8] create,vib

Top Word Pairs in Tweet in G10:
[9] 24,25
[9] 25,juni
[9] juni,2022
[9] 2022,treffen
[9] treffen,stadtwetzikon
[9] stadtwetzikon,menschen
[9] menschen,miteinander
[9] miteinander,daten
[9] daten,öffentlichen
[9] öffentlichen,hand

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforamerica
@mutabit
@gsacarnahan
@defineamerican
@youtube
@usds
@digiphile
@amandarenteria
@civictechafrica
@civicpowerio

Top Mentioned in G1:
@codeforamerica
@gsacarnahan
@usds
@digiphile
@amandarenteria
@mysociety
@usdigitalcorps
@pahlkadot
@civictechguide
@codeforall

Top Mentioned in G2:
@mutabit
@pactocol
@pet
@pharoproject
@feenkcom
@tiddlywiki
@p
@equipoporcol
@wearegig
@ligag

Top Mentioned in G3:
@civictechafrica
@openparlyzw
@chadinnov
@pzwsk
@cc_hub
@pollicyorg
@ivanpinno
@gfdrr
@aston_network
@aueuyouthhub

Top Mentioned in G4:
@civictechto
@platformcalgary
@inclucityyyc
@cydharrell
@880cities
@gggg
@spncrd
@code4luke
@code4ca
@johnrkenney

Top Mentioned in G5:
@defineamerican
@youtube
@shaysiggs
@sueobeidi
@hmalawfirm

Top Mentioned in G7:
@betanyc
@publiccodenet
@noneck
@mnn59
@hondanhon
@publicdigitalhq
@cornell_tech
@squirrelcensus
@iotwatch
@nyedc

Top Mentioned in G8:
@votingsmarter
@ugonzo_art
@afab42
@ciszek
@cmaurer_eth
@philishlunchbag
@praise_pals
@finclubnft
@yipinstitute
@aloeblacc

Top Mentioned in G9:
@jaijit
@easygov
@cdepresearch
@amitabhk87
@rajananandan
@indiatoday
@anurag4d
@pmoindia
@abhish18
@sanjay_sriv

Top Mentioned in G10:
@stadtwetzikon
@opendatazh
@lawyerkb
@akoneira
@hofrat
@nikolausf
@ch_politik

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@indiatoday
@akuma_river
@opensource_orgs
@indiatodayflash
@rahul05ranjan
@goaidev
@jacobussystems
@akwyz
@doctorow

Top Tweeters in G1:
@robinsnewswire
@opensource_orgs
@rahul05ranjan
@xeronbot
@digiphile
@djriveraros
@suntimes
@dominiccampbell
@publichealthmap
@thesiliconhill

Top Tweeters in G2:
@petrogustavo
@holdingempresa2
@jag2kn
@novagob
@offraylc
@ficogutierrez
@luisgmurillo
@eliasroldanc
@opengovpart
@tianny_moan

Top Tweeters in G3:
@starcolombo
@sharonhoole
@openparlyzw
@eienigeria
@theemzwandile
@munyabloggo
@cc_hub
@hararehub
@pollicyorg
@civictechafrica

Top Tweeters in G4:
@arthursmid
@cydharrell
@z3r0fox
@johnrkenney
@code4luke
@platformcalgary
@code4ca
@jaycyyc
@emilyamacrae
@880cities

Top Tweeters in G5:
@akuma_river
@the_moviebob
@sirloinofice1
@otdderamin
@_omlt_
@anarcish
@preinsko
@girls_are_weird
@sunnydaejones
@sassyteapot63

Top Tweeters in G6:
@netamakerindia
@urbanvn
@havilah2
@homata
@infopolicy
@drewfremen
@jamieklenetsky
@hackathonportal
@computronixcx
@webmedic

Top Tweeters in G7:
@jacobussystems
@hondanhon
@dc_assemblers
@michaeldacosta
@noneck
@miskaknapek
@miklb
@iotwatch
@jpagroenen
@mnn59

Top Tweeters in G8:
@ciszek
@representus
@aloeblacc
@mcuban
@aaronfarve
@activoteus
@crandallnomics
@swehlauch
@afab42
@cryptonftcalls

Top Tweeters in G9:
@indiatoday
@indiatodayflash
@pmoindia
@amitabhk87
@abhish18
@rajananandan
@anurag4d
@jaijit
@sanjay_sriv
@suryagangadha13

Top Tweeters in G10:
@hofrat
@akoneira
@lawyerkb
@sfkeller
@andreasamsler
@nikolausf
@ozg_lounge
@mmznr
@opendatach
@wikidienstag


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