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civictech_2022-01-13_08-16-53.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
civictech via NodeXL https://bit.ly/33BmQIV
@codeforpdx
@cityofboston
@codeforall
@policerewired
@lcptuk
@newamericapit
@civictechafrica
@civictechguide
@theajayjain
@civictechchat

Top hashtags:
#civictech
#govtech
#policing
#opendata
#localgov
#jeunes
#vote

Description:
Description
The graph represents a network of 498 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, 13 January 2022 at 16:18 UTC.

The requested start date was Thursday, 13 January 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, 14-hour, 16-minute period from Thursday, 30 December 2021 at 08:00 UTC to Wednesday, 12 January 2022 at 22:16 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 : 498
Unique Edges : 317
Edges With Duplicates : 801
Total Edges : 1118
Number of Edge Types : 5
Retweet : 342
MentionsInRetweet : 451
Tweet : 139
Mentions : 172
Replies to : 14
Self-Loops : 143
Reciprocated Vertex Pair Ratio : 0.0412186379928315
Reciprocated Edge Ratio : 0.0791738382099828
Connected Components : 78
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 199
Maximum Edges in a Connected Component : 558
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.10412
Graph Density : 0.00234741784037559
Modularity : 0.500156
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 498 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, 13 January 2022 at 16:18 UTC.

The requested start date was Thursday, 13 January 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, 14-hour, 16-minute period from Thursday, 30 December 2021 at 08:00 UTC to Wednesday, 12 January 2022 at 22:16 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:
[17] https://start.lesechos.fr/societe/engagement-societal/presidentielle-2022-elyze-un-tinder-pour-choisir-son-candidat-1377015?xtor=CS2-12
[9] https://www.meetup.com/CivicTechYYC-Tech-for-Good/events/282977793/
[7] https://code4toyama.studio.site/civictech
[6] https://vaccinecert-faq.code4japan.org/
[4] https://civictech.guide/
[4] https://govfresh.com/thoughts/coding-covid-dashboard
[4] https://civictechfund.africa/auctf/?fbclid=IwAR2oQe9vXnt6ONHrZn-M4FNZHz5EqDvtvZ3rAXix8bmhBoYv9Y5ALi0oLzY
[3] https://www.bostonglobe.com/2022/01/03/marijuana/state-legislature-pressured-ease-burden-criminal-records/
[3] https://www.maddyness.com/2022/01/11/digitalebox-elyze-applis-lutte-abstention-election/
[3] https://civictechfund.africa/apply-for-support/

Top URLs in Tweet in G1:
[3] https://www.bostonglobe.com/2022/01/03/marijuana/state-legislature-pressured-ease-burden-criminal-records/
[3] https://civictech.guide/
[2] https://twitter.com/secretarypete/status/1481061059792359427
[2] https://civictech.guide/graveyard/
[1] https://civictech.guide/funding/
[1] https://twitter.com/resnikoff/status/1481000910566297601
[1] https://cydharrell.com/book
[1] https://twitter.com/thinkcivicpod/status/1481370971802112000
[1] https://open.spotify.com/episode/1WWxUfAa1rSVyMET7o8Jvp?si=576a63c6772541d6
[1] https://civictech.chat/2021/12/civic-innovation-corps

Top URLs in Tweet in G2:
[1] https://boston.gov/
[1] https://twitter.com/DoITBoston/status/1478083775779291136
[1] https://twitter.com/State_Scoop/status/1478047257182281730

Top URLs in Tweet in G3:
[4] https://civictechfund.africa/auctf/?fbclid=IwAR2oQe9vXnt6ONHrZn-M4FNZHz5EqDvtvZ3rAXix8bmhBoYv9Y5ALi0oLzY
[2] https://civictech.africa/watch-this-masterclass-on-using-public-data-to-tackle-key-social-issues/
[2] https://medium.com/civictech/dear-ctin-community-69ce8766f9dc?source=collection_home---4------0-----------------------
[1] https://codeforall.org/2022/01/11/challenges-tips-for-funding-civic-tech/
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.codeforaustralia.org%2Ftalking-about-a-more-digital-government-episode-6-best-civic-tech-projects-of-2021-ac6d6b56e0c1
[1] https://mitgovlab.org/resources/dont-build-it-a-guide-for-practitioners-in-civic-tech/
[1] https://link.medium.com/8cRbCqu8vmb
[1] https://forum.civictech.se/t/civic-tech-lab-the-two-money-problems-5-may-2021-16-00-to-17-30-cest-utc-2/233
[1] https://twitter.com/CodeforAll/status/1480906588332310528
[1] https://medium.com/civictech/diyafrica-enabling-digital-activism-in-africa-10f7fff0c8bd

Top URLs in Tweet in G4:
[3] https://civictechfund.africa/apply-for-support/
[1] https://civictechfund.africa/fr/aga/
[1] https://civictechfund.africa/kenya/
[1] https://civictechfund.africa/aga/

Top URLs in Tweet in G5:
[2] https://www.meetup.com/Code4Sac/
[1] https://hardware.prototypefund.de/hardware-gallery/
[1] https://govos.com/blog/2022-happy-new-year/?utm_content=192915816&utm_medium=social&utm_source=twitter&hss_channel=tw-1123955143
[1] https://twitter.com/thelocalhealth/status/1477399491774980098
[1] https://geoobserver.wordpress.com/2022/01/02/halle-feinstaubbelastung-zum-jahreswechsel-2021-2022/
[1] https://docs.google.com/forms/d/e/1FAIpQLSexixdiG-Up0JYyPesG-PgXjr4nPY2Bge6iQuFiX1T40IcaKQ/viewform?usp=send_form
[1] https://twitter.com/chrislhayes/status/1478142407757737991
[1] https://twitter.com/samgrzybowski/status/1478065072337563651
[1] https://twitter.com/cunycommons/status/1478410922221781001
[1] https://techequitycollaborative.org/2021/10/06/why-should-you-join-a-civic-tech-project/?utm_source=twitter&utm_medium=social&utm_term=&utm_content=&utm_campaign=Civic-Tech

Top URLs in Tweet in G6:
[2] https://www.reddit.com/r/PoliceRewired
[2] https://discord.gg/rd4YRn2
[2] https://civictech.chat/
[1] https://civictech.guide/causes/
[1] http://w3w.me.ss/
[1] http://eepurl.com/gim0wr
[1] https://www.facebook.com/policerewired
[1] https://www.policecoders.org/home/data-community
[1] https://twitter.com/PoliceRewired/status/1352601915796799493
[1] https://www.bbc.com/news/uk-politics-58085316

Top URLs in Tweet in G7:
[2] https://ac.cfi.fr/fr/appels/connexions-citoyennes-2/
[1] https://twitter.com/CFImedias/status/1481189619412701188
[1] https://ac.cfi.fr/fr/appels/connexions-citoyennes-2/?fbclid=IwAR0UNzSo_h2Kja6FRJ8AoCOxAbOBgQAWrpQAlgveGlTz8egucr4d0ou7StA
[1] https://shortest.link/2ujC?l=en&c=US&ipage=o

Top URLs in Tweet in G8:
[2] https://beta.nyc/2021/12/03/we-are-hiring-a-civic-innovation-lab-director/
[1] https://www.reynoso2021transition.com/job-opportunities
[1] https://www.eventbrite.com/e/nyc-school-of-data-2020-tickets-92389440303
[1] https://twitter.com/betanyc/status/1479527231848394756

Top URLs in Tweet in G9:
[17] https://start.lesechos.fr/societe/engagement-societal/presidentielle-2022-elyze-un-tinder-pour-choisir-son-candidat-1377015?xtor=CS2-12

Top URLs in Tweet in G10:
[4] https://govfresh.com/thoughts/coding-covid-dashboard
[1] https://mdotjboss.state.mi.us/MiDrive/map?plows=true#
[1] https://civictech.guide/
[1] https://directory.civictech.guide/listing-tag/noise

Top Domains
Top Domains in Tweet in Entire Graph:
[35] twitter.com
[17] lesechos.fr
[15] meetup.com
[12] civictech.guide
[10] civictechfund.africa
[8] misa-asim.ca
[7] medium.com
[7] studio.site
[6] code4japan.org
[6] arcgis.com

Top Domains in Tweet in G1:
[8] civictech.guide
[4] twitter.com
[3] bostonglobe.com
[2] civictech.chat
[1] cydharrell.com
[1] spotify.com
[1] digital.gov
[1] logicmag.io
[1] co.uk
[1] meetup.com

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

Top Domains in Tweet in G3:
[6] medium.com
[4] civictechfund.africa
[2] twitter.com
[2] civictech.africa
[1] codeforall.org
[1] mitgovlab.org
[1] civictech.se
[1] slack.com

Top Domains in Tweet in G4:
[6] civictechfund.africa

Top Domains in Tweet in G5:
[7] twitter.com
[3] linkedin.com
[3] meetup.com
[2] prototypefund.de
[2] techequitycollaborative.org
[1] govos.com
[1] wordpress.com
[1] google.com
[1] avosvotes.com
[1] connpass.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] gov.uk
[2] reddit.com
[2] discord.gg
[2] policecoders.org
[2] civictech.chat
[1] civictech.guide
[1] me.ss
[1] eepurl.com
[1] facebook.com

Top Domains in Tweet in G7:
[3] cfi.fr
[1] twitter.com
[1] shortest.link

Top Domains in Tweet in G8:
[2] beta.nyc
[1] reynoso2021transition.com
[1] eventbrite.com
[1] twitter.com

Top Domains in Tweet in G9:
[17] lesechos.fr

Top Domains in Tweet in G10:
[4] govfresh.com
[2] civictech.guide
[1] mi.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[352] civictech
[34] govtech
[22] policing
[22] opendata
[21] localgov
[19] jeunes
[18] vote
[15] opensource
[14] oss
[11] it



Top Hashtags in Tweet in G1:
[41] civictech
[4] tictec
[3] publicinteresttech
[3] cfabrigade
[3] brigadecongress
[1] burlingtonvt
[1] opengov
[1] opendata
[1] firstgigawattdown
[1] climate

Top Hashtags in Tweet in G2:
[4] civictech
[4] whatthetech
[2] publicspace
[1] broadband
[1] publicwifi
[1] cfabrigade
[1] brigadecongress

Top Hashtags in Tweet in G3:
[30] civictech
[5] diyafricahighlights
[2] pakistanis
[2] publicdata
[2] civictechafrica
[2] team
[2] newmember
[1] changeagents
[1] data
[1] personalinformation

Top Hashtags in Tweet in G4:
[42] civictech
[6] charterafrica
[1] démocratienumérique
[1] digitaldemocracy
[1] dgtrends
[1] aueu

Top Hashtags in Tweet in G5:
[28] civictech
[3] govtech
[3] pubtech
[2] opendata
[2] sxsw
[2] bobos
[2] tech4good
[2] tech
[2] bonneannee2022
[2] 2022jevote

Top Hashtags in Tweet in G6:
[28] civictech
[22] policing
[15] opensource
[14] oss
[10] community
[4] library
[4] what3words
[4] publicsafety
[4] opendata
[4] podcast

Top Hashtags in Tweet in G7:
[18] civictech
[6] ccitoyennes
[4] podcast
[2] citoyen
[1] feminisme

Top Hashtags in Tweet in G8:
[8] opendata
[6] nyctech
[5] civictech
[2] govtech
[2] civicdesign

Top Hashtags in Tweet in G9:
[17] vote
[17] jeunes
[17] civictech

Top Hashtags in Tweet in G10:
[7] civictech
[1] politicaltech
[1] opendata
[1] a11y

Top Words
Top Words in Tweet in Entire Graph:
[352] #civictech
[90] tech
[80] digital
[60] civic
[57] next
[49] looking
[45] ideas
[43] interest
[42] boston's
[41] 2022

Top Words in Tweet in G1:
[41] #civictech
[39] tech
[28] civic
[16] book
[12] government
[12] technology
[11] codingitforward
[10] folks
[10] people
[10] next

Top Words in Tweet in G2:
[56] digital
[41] boston's
[39] cityofboston
[28] hiring
[28] next
[28] chief
[28] officer
[28] role
[28] chance
[28] build

Top Words in Tweet in G3:
[30] #civictech
[18] fund
[15] codeforall
[14] civic
[14] digital
[13] using
[11] technology
[11] tech
[11] civictechafrica
[10] involved

Top Words in Tweet in G4:
[42] #civictech
[35] charter_africa
[29] africa
[28] expression
[28] interest
[27] ideas
[26] call
[26] looking
[23] democratic
[23] governance

Top Words in Tweet in G5:
[28] #civictech
[7] tech
[7] civic
[6] projects
[4] year
[4] join
[3] public
[3] #govtech
[3] check
[3] pitch

Top Words in Tweet in G6:
[28] #civictech
[27] open
[22] #policing
[15] #opensource
[15] policerewired
[14] #oss
[14] software
[12] policing
[10] #community
[10] 15

Top Words in Tweet in G7:
[19] projet
[18] #civictech
[17] votre
[15] cfimedias
[11] inscrivez
[9] accompagnement
[9] par
[9] accélérer
[8] derniers
[8] jours

Top Words in Tweet in G8:
[14] noneck
[12] nyc
[10] looking
[10] make
[10] difference
[10] talents
[10] ingenuity
[10] passion
[10] come
[10] work

Top Words in Tweet in G9:
[17] présidentielle
[17] 2022
[17] elyze
[17] tinder
[17] choisir
[17] candidat
[17] #vote
[17] #jeunes
[17] #civictech
[16] echosstart

Top Words in Tweet in G10:
[7] #civictech
[5] live
[5] civictechguide
[4] coding
[4] covid
[4] 19
[4] dashboard
[4] 13
[4] year
[4] old

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[38] civic,tech
[29] digital,services
[28] expression,interest
[28] hiring,boston's
[28] boston's,next
[28] next,chief
[28] chief,digital
[28] digital,officer
[28] officer,role
[28] role,chance

Top Word Pairs in Tweet in G1:
[21] civic,tech
[9] book,civic
[9] tech,making
[8] making,technology
[6] asked,colleagues
[6] colleagues,usgsa
[6] usgsa,share
[6] share,journey
[6] journey,government
[6] government,tech

Top Word Pairs in Tweet in G2:
[28] hiring,boston's
[28] boston's,next
[28] next,chief
[28] chief,digital
[28] digital,officer
[28] officer,role
[28] role,chance
[28] chance,build
[28] build,digital
[28] digital,services

Top Word Pairs in Tweet in G3:
[9] african,union
[9] union,#civictech
[9] #civictech,fund
[9] fund,fund
[9] fund,receiving
[9] receiving,applications
[9] applications,ideas
[9] ideas,using
[9] using,civic
[9] civic,technology

Top Word Pairs in Tweet in G4:
[28] expression,interest
[27] #civictech,ideas
[26] call,expression
[26] looking,#civictech
[24] charter_africa,call
[23] democratic,governance
[17] interest,africa
[17] africa,looking
[17] ideas,strengthen
[17] strengthen,democratic

Top Word Pairs in Tweet in G5:
[5] civic,tech
[2] public,interest
[2] #govtech,#civictech
[2] come,join
[2] #civictech,projects
[2] #bonneannee2022,tous
[2] tous,cette
[2] cette,année
[2] année,importe
[2] importe,démocratie

Top Word Pairs in Tweet in G6:
[22] #civictech,#policing
[14] #oss,#civictech
[14] #opensource,software
[10] #community,#civictech
[7] open,parliament
[7] parliament,tv
[7] tv,launch
[7] launch,15
[7] 15,monaten
[7] monaten,arbeit

Top Word Pairs in Tweet in G7:
[17] votre,projet
[15] projet,#civictech
[8] derniers,jours
[8] jours,postuler
[8] postuler,accélérez
[8] accélérez,votre
[8] #civictech,grâce
[8] grâce,accompagnement
[8] accompagnement,dispensé
[8] dispensé,par

Top Word Pairs in Tweet in G8:
[10] nyc,looking
[10] looking,make
[10] make,difference
[10] difference,talents
[10] talents,ingenuity
[10] ingenuity,passion
[10] passion,come
[10] come,work
[8] work,noneck
[8] noneck,katehnicholson

Top Word Pairs in Tweet in G9:
[17] présidentielle,2022
[17] 2022,elyze
[17] elyze,tinder
[17] tinder,choisir
[17] choisir,candidat
[17] candidat,#vote
[17] #vote,#jeunes
[17] #jeunes,#civictech
[16] echosstart,présidentielle

Top Word Pairs in Tweet in G10:
[4] coding,covid
[4] covid,19
[4] 19,dashboard
[4] dashboard,13
[4] 13,year
[4] year,old
[3] adventures,father
[3] father,hacking
[3] hacking,coding
[2] fun,implementation

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cityofboston
@charter_africa
@a_law12
@codeforall
@cfimedias
@civictechyyc
@echosstart
@noneck
@policerewired
@katehnicholson

Top Mentioned in G1:
@codingitforward
@usdigitalcorps
@usgsa
@arianaosoto
@aschrock
@shmosknows
@techbecomeslaw
@cydharrell
@thinkcivicpod
@rdodell

Top Mentioned in G2:
@cityofboston
@a_law12
@newurbanmechs
@massgovernor
@aschrock

Top Mentioned in G3:
@codeforall
@civictechafrica
@kavangelo
@codeforaus
@sihlegcil
@ewhitmore
@civictechse
@mitgovlab
@dougcoltart
@nokuzola_sa

Top Mentioned in G4:
@charter_africa
@aga_platform
@_africanunion

Top Mentioned in G6:
@policerewired
@openparltv
@justice_digital
@gdsteam
@civictechguide
@lcptuk
@smartereveryday
@openuk_uk
@edent

Top Mentioned in G7:
@cfimedias
@sinatous
@broujessica
@afd_france
@francediplo
@malickdiabat
@ciomag1

Top Mentioned in G8:
@noneck
@katehnicholson
@betanyc
@zhi_keng
@bkbpreynoso
@nycanalytics
@nycsodata
@codeforall

Top Mentioned in G9:
@echosstart

Top Mentioned in G10:
@civictechguide
@uscensusbureau
@cdcgov
@lukefretwell
@hodgesmr
@civictechchat
@network_centers
@qiqochat
@civicplus

Top Tweeters
Top Tweeters in Entire Graph:
@discovertech3
@opensource_orgs
@ayirpelle
@lawrenceconnol2
@carolndosi
@360ebae691fe445
@drqyuto
@betterjobsearch
@shashib
@digiphile

Top Tweeters in G1:
@shashib
@digiphile
@thesiliconhill
@craignewmark
@codeforpdx
@arthursmid
@jackyalcine
@cydharrell
@aschrock
@khoney

Top Tweeters in G2:
@ayirpelle
@lawrenceconnol2
@ind3fatigable
@matt_stefon
@james3neal
@fortpointer
@xoshamieh
@luisc0tt0
@superfreshsteph
@meanestbossever

Top Tweeters in G3:
@carolndosi
@nokuzola_sa
@ewhitmore
@almondamsel
@siddiqi88
@rukku
@candybaibe170
@knxchg
@ndanastase
@dougcoltart

Top Tweeters in G4:
@mashanubian
@seigla
@brownskinnono
@incogn_t0
@nyashampani
@llthingscitizen
@idahorner
@thabiso_mvuleni
@ecdpm
@colikoos

Top Tweeters in G5:
@amyalex63
@passant1
@anon22258
@geoobserver_
@devinbalkind
@infopolicy
@andrewkkirk
@hrgilman
@kat_leblanc
@tecollab

Top Tweeters in G6:
@discovertech3
@opensource_orgs
@lala35539674
@edent
@robertharm
@rabausten
@fooflington
@sqlbobscot
@mergershark
@smartereveryday

Top Tweeters in G7:
@sinatous
@francediplo
@emmanuelganse
@afd_france
@couve
@carrel_tob
@malickdiabat
@fatiiche
@cfimedias
@plumesincere

Top Tweeters in G8:
@sandersseanergy
@noneck
@naticarfi
@dphiffer
@betanyc
@yolamtzm
@arielmai
@marcosd
@katehnicholson
@lateisha

Top Tweeters in G9:
@sohanecrln
@echosstart
@lightshawci
@adrienmandin
@theochdt
@lacombradee
@francoismari1
@romaodobrazil
@thomasquandalle
@jesuis_baptiste

Top Tweeters in G10:
@heatherleson
@cdcgov
@uscensusbureau
@kowyatt
@lukefretwell
@govfresh
@mapscaping
@hodgesmr
@civicplus
@civictechguide