civictech, Twitter, 12/22/2022 7:05:40 PM, 286780


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civictech_2022-12-22_08-12-17.xlsx
civictech_2022-12-22_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 22, 2022
Short Description:
civictech via NodeXL https://bit.ly/3BSbAWI
@codeforpdx
@patcon_
@chadinnov
@persishowe
@reutsmichael1
@usdresponse
@codeforall
@codeforboston
@policerewired
@citizenlabco

Top hashtags:
#civictech
#govtech
#ctf
#ctf2022
#opengov
#localgov
#policing
#opendata
#jobs

Description:
Description
The graph represents a network of 322 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, 22 December 2022 at 16:13 UTC.

The requested start date was Thursday, 22 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, 58-minute period from Thursday, 08 December 2022 at 01:01 UTC to Wednesday, 21 December 2022 at 22:00 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 : 322
Unique Edges : 244
Edges With Duplicates : 453
Total Edges : 697
Number of Edge Types : 5
Mentions : 179
Tweet : 135
Retweet : 166
MentionsInRetweet : 212
Replies to : 5
Self-Loops : 142
Reciprocated Vertex Pair Ratio : 0.0721003134796238
Reciprocated Edge Ratio : 0.134502923976608
Connected Components : 74
Single-Vertex Connected Components : 30
Maximum Vertices in a Connected Component : 125
Maximum Edges in a Connected Component : 348
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.591649
Graph Density : 0.00330875950542753
Modularity : 0.46273
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 322 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, 22 December 2022 at 16:13 UTC.

The requested start date was Thursday, 22 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, 58-minute period from Thursday, 08 December 2022 at 01:01 UTC to Wednesday, 21 December 2022 at 22:00 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://ctf2022.peatix.com
[7] https://civictech.guide/calendar/
[7] https://ctf2022.peatix.com/
[5] https://www.codeforboston.org/
[5] https://inquire.jp/2022/12/10/civictech/
[4] https://protopedia.net/prototype/3566
[4] https://qiita.com/advent-calendar/2022/civictech
[4] https://www.tinyurl.com/baltdigitalservices
[3] https://ginowan-civictech-2022.ipublishing.jp/
[3] https://www.tokyo-civictech.metro.tokyo.lg.jp/event-entry/

Top URLs in Tweet in G1:
[7] https://civictech.guide/calendar/
[3] https://anchor.fm/civichackerpodcast/episodes/Building-a-WorkerTech-Ecosystem-e1opnb7
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=286362
[2] https://codeforall.org/projects/civic-tech-and-disinformation/
[1] https://www.spur.org/events/2023-01-18/demystifying-city-spending-through-participatory-budgeting
[1] https://www.journalismfestival.com/
[1] https://newsprice.info/opportunities/grant-na-podderzhku-data-rassledovanij-sobytij-proishodyashhih-na-vojne-v-ukraine/
[1] https://www.eventbrite.com/e/effectively-and-safely-sharing-government-data-with-the-public-tickets-476466773947
[1] https://datajusticelab.org/2022/12/08/fellowship-opportunity-democratizing-the-datafied-society/
[1] https://www.tfaforms.com/5030542

Top URLs in Tweet in G2:
[2] https://twitter.com/ogimotoki/status/1602999776403824641
[1] https://www.youtube.com/watch?v=5DF5Ac8VDZg

[1] https://proudcity.com/proudcity-2022-11-15-release-update/
[1] https://qiita.com/advent-calendar/2022/civictech
[1] https://www.youtube.com/watch?v=iYNpI4LFxM4

[1] https://twitter.com/MO_Independent/status/1601202549520060416
[1] https://twitter.com/ShafeeqGigyani/status/1601192857817473024
[1] https://twitter.com/amplelabs_co/status/1410404448954990592
[1] https://github.com/CivicTechLab/CMFD
[1] https://wrappedforpodcasters.byspotify.com/api/share/7c6d9553-753d-4c9a-83a8-e86e7254668d

Top URLs in Tweet in G3:
[3] https://www.tinyurl.com/baltdigitalservices
[2] https://www.eventbrite.com/e/scaling-civic-technology-transitioning-to-civic-technology-tickets-474193504537
[1] https://www.wired.com/story/big-tech-layoffs-hiring/?redirectURL=https%3A%2F%2Fwww.wired.com%2Fstory%2Fbig-tech-layoffs-hiring%2F%3Futm_source%3DWIR_REG_GATE&utm_source=WIR_REG_GATE
[1] https://www.usdigitalresponse.org/volunteer
[1] https://twitter.com/tjwalha/status/1601634959353319425
[1] https://twitter.com/USDResponse/status/1602355292334952458
[1] https://mailchi.mp/digitalservice.network/virtualcareerfair
[1] https://tinyurl.com/baltdigitalservices
[1] https://www.indiebound.org/book/9781735286501

Top URLs in Tweet in G4:
[3] https://www.priyaparker.com/the-hybrid-gathering-guide
[1] https://twitter.com/patcon_/status/1598387390414028801
[1] https://us05web.zoom.us/j/85082582185?pwd=b2RVcWRVNW9KcnF0b3d0cW8zcW5JUT09
[1] http://www.meetup.com/g0v-london
[1] https://mstdn.ca/
[1] https://twitter.com/patcon_/status/1603041087492444162
[1] https://twitter.com/CivicTechTO/status/1601010754358067200
[1] https://onbeing.org/programs/arlie-hochschild-the-deep-stories-of-our-time/
[1] https://twitter.com/KCRALeeAnne/status/1602836148874682368

Top URLs in Tweet in G5:
[1] https://code.iadb.org/es
[1] https://twitter.com/idb_lab/status/1603054766753464323
[1] https://twitter.com/redmatriz/status/1558555034408796160

Top URLs in Tweet in G6:
[1] https://careers.sf.gov/role/?id=3743990000872606
[1] https://www.tinyurl.com/baltdigitalservices

Top URLs in Tweet in G7:
[10] https://ctf2022.peatix.com
[7] https://ctf2022.peatix.com/
[3] https://ginowan-civictech-2022.ipublishing.jp/
[1] https://suzuri.jp/CTF2022
[1] https://tokyo-civictech.metro.tokyo.lg.jp/event-entry/

Top URLs in Tweet in G9:
[1] http://www.windtrap.eu/

Top URLs in Tweet in G10:
[1] https://twitter.com/cybergibbons/status/1385906382692569088?s=20
[1] https://twitter.com/PolicingReview/status/1390221977865043973?s=20
[1] https://www.policecoders.org/home/data-community
[1] https://twitter.com/PoliceRewired/status/1352601915796799493
[1] https://discord.gg/rd4YRn2
[1] https://twitter.com/guardianproject/status/1465598494379491329?s=20
[1] https://civictech.chat/
[1] https://twitter.com/techreview/status/1410722585629794306?s=20
[1] http://eepurl.com/gim0wr
[1] https://www.reddit.com/r/PoliceRewired

Top Domains
Top Domains in Tweet in Entire Graph:
[39] twitter.com
[17] peatix.com
[13] computronix.com
[7] civictech.guide
[6] protopedia.net
[5] codeforboston.org
[5] inquire.jp
[5] codeforall.org
[5] tinyurl.com
[4] youtube.com

Top Domains in Tweet in G1:
[7] civictech.guide
[4] codeforall.org
[3] anchor.fm
[2] nodexlgraphgallery.org
[2] twitter.com
[1] spur.org
[1] journalismfestival.com
[1] newsprice.info
[1] eventbrite.com
[1] datajusticelab.org

Top Domains in Tweet in G2:
[8] twitter.com
[2] youtube.com
[1] proudcity.com
[1] qiita.com
[1] github.com
[1] byspotify.com
[1] linkedin.com
[1] co.uk
[1] google.com
[1] github.io

Top Domains in Tweet in G3:
[4] tinyurl.com
[2] eventbrite.com
[2] twitter.com
[1] wired.com
[1] usdigitalresponse.org
[1] mailchi.mp
[1] indiebound.org

Top Domains in Tweet in G4:
[4] twitter.com
[3] priyaparker.com
[1] zoom.us
[1] meetup.com
[1] mstdn.ca
[1] onbeing.org

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

Top Domains in Tweet in G6:
[1] sf.gov
[1] tinyurl.com

Top Domains in Tweet in G7:
[17] peatix.com
[3] ipublishing.jp
[1] suzuri.jp
[1] lg.jp

Top Domains in Tweet in G9:
[1] windtrap.eu

Top Domains in Tweet in G10:
[8] twitter.com
[3] gov.uk
[1] policecoders.org
[1] discord.gg
[1] civictech.chat
[1] eepurl.com
[1] reddit.com
[1] discoverdatascience.org
[1] builtin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[249] civictech
[42] govtech
[19] ctf
[19] ctf2022
[18] opengov
[18] localgov
[17] policing
[16] opendata
[15] jobs
[14] dataviz



Top Hashtags in Tweet in G1:
[39] civictech
[5] disinformation
[2] ijf23
[2] sdg
[2] govtech
[2] opendata
[2] data
[2] ai
[2] humanrights
[2] fwd50

Top Hashtags in Tweet in G2:
[36] civictech
[14] dataviz
[13] government
[2] mediainnovation
[2] ヒーローズリーグ
[2] ict
[2] data
[1] govtech
[1] localgov
[1] durbancrisismap

Top Hashtags in Tweet in G3:
[20] civictech
[12] jobs
[9] tech
[6] digital
[6] baltimore
[5] digitalservices
[3] localgov
[3] uxdesign
[3] fullstack
[3] developer

Top Hashtags in Tweet in G4:
[21] civictech
[9] mastodonsocial
[5] mastodon
[3] london
[3] community
[1] g0vlondon
[1] activitypub
[1] cahalloffame

Top Hashtags in Tweet in G5:
[18] opengov
[18] govtech
[12] civictech
[10] goodgov
[9] gobiernoabierto
[7] smartcity
[1] govtechcities
[1] opencities
[1] digitalgov
[1] psilabs

Top Hashtags in Tweet in G6:
[3] civictech
[2] jobs
[2] baltimore
[2] digitalservices
[1] contentdesign
[1] uxwriting
[1] localgov
[1] tech
[1] uxdesign
[1] fullstack

Top Hashtags in Tweet in G7:
[18] ctf
[18] ctf2022
[14] civictech
[13] civictechforum
[8] ctf2022_2023
[3] 福岡
[2] シビックテック
[2] 文化財
[1] シビックテックをはじめよう
[1] 仙台

Top Hashtags in Tweet in G8:
[1] democracy
[1] participation
[1] civiceducation
[1] civictech

Top Hashtags in Tweet in G9:
[1] futureofwork
[1] civictech
[1] villa
[1] mongresivaudan

Top Hashtags in Tweet in G10:
[18] civictech
[17] policing
[13] oss
[4] community
[3] opensource
[2] datadriven
[2] podcast
[1] what3words
[1] crimeprevention
[1] datacommunity

Top Words
Top Words in Tweet in Entire Graph:
[249] #civictech
[119] ãƒ
[71] æ
[54] civic
[49] open
[46] tech
[42] #govtech
[32] team
[30] data
[27] ç

Top Words in Tweet in G1:
[39] #civictech
[21] tech
[19] codeforall
[15] learn
[14] civic
[14] organizations
[13] data
[12] festival
[10] nomadic
[10] open

Top Words in Tweet in G2:
[36] #civictech
[14] #dataviz
[14] bills
[14] last
[14] 100
[13] #government
[7] ãƒ
[6] looking
[5] government
[4] tech

Top Words in Tweet in G3:
[20] #civictech
[12] #jobs
[12] career
[12] team
[12] fair
[11] usdresponse
[11] come
[9] #tech
[7] digitalsnet
[7] baltdata

Top Words in Tweet in G4:
[21] #civictech
[15] hacknight
[13] civictechto
[11] neville_park
[9] speaking
[9] #mastodonsocial
[7] civic
[6] talk
[5] hybrid
[5] nwspk

Top Words in Tweet in G5:
[20] gt
[18] #govtech
[18] #opengov
[15] govtechhub
[12] #civictech
[10] #goodgov
[10] redmatriz
[10] abiertos
[9] #gobiernoabierto
[9] datos

Top Words in Tweet in G6:
[15] team
[13] civic
[13] area
[13] place
[13] bay
[13] open
[13] design
[13] mostly
[13] great
[13] content

Top Words in Tweet in G7:
[72] ãƒ
[63] æ
[27] ç
[23] šå
[19] ϋ
[19] šã
[18] #ctf
[16] #ctf2022
[15] ÿã
[14] #civictech

Top Words in Tweet in G8:
[12] innovations
[7] democracy
[6] hill
[6] legislatorsâ
[6] forum
[6] capitol
[6] themes
[6] annual
[6] international
[6] first

Top Words in Tweet in G10:
[18] #civictech
[17] #policing
[13] #oss
[12] open
[4] join
[4] policing
[4] #community
[4] software
[4] public
[3] source

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[44] ãƒ,ãƒ
[33] civic,tech
[25] æ,æ
[19] #govtech,#civictech
[17] #civictech,#policing
[17] #ctf,#ctf2022
[16] ªãƒ,ãƒ
[14] mostly,remote
[14] bay,area
[14] #dataviz,#civictech

Top Word Pairs in Tweet in G1:
[13] civic,tech
[5] partner,festival
[5] cinema,middle
[5] #civictech,grown
[5] relevant,programs
[5] festival,organized
[5] looking,organizations
[5] learn,mstem
[5] open,air
[5] learn,relevant

Top Word Pairs in Tweet in G2:
[14] #dataviz,#civictech
[14] last,100
[14] 100,bills
[12] bills,#government
[10] #government,#dataviz
[5] looking,last
[5] ãƒ,ãƒ
[4] down,last
[4] breaking,down
[3] civic,tech

Top Word Pairs in Tweet in G3:
[12] career,fair
[6] #digital,services
[6] digital,service
[6] services,team
[5] joining,#digital
[5] #jobs,still
[5] team,#tech
[5] #baltimore,#digitalservices
[5] still,available
[5] fair,joining

Top Word Pairs in Tweet in G4:
[9] hacknight,#civictech
[9] civictechto,hacknight
[9] neville_park,speaking
[7] speaking,#mastodonsocial
[7] #mastodonsocial,civictechto
[4] civic,hacknight
[4] thought,provoking
[4] talk,wonderful
[4] wonderful,edsaperia
[4] edsaperia,setting

Top Word Pairs in Tweet in G5:
[10] gt,#civictech
[10] gt,#govtech
[10] #govtech,gt
[10] #opengov,gt
[10] #civictech,#goodgov
[9] hoy,módulo
[9] políticas,portales
[9] revisamos,políticas
[9] datos,abiertos
[9] junto,redmatriz

Top Word Pairs in Tweet in G6:
[13] roles,team
[13] great,place
[13] team,mostly
[13] content,design
[13] area,great
[13] remote,bay
[13] place,civic
[13] mostly,remote
[13] open,content
[13] design,roles

Top Word Pairs in Tweet in G7:
[25] æ,æ
[19] ãƒ,ãƒ
[16] #ctf,#ctf2022
[13] #civictech,#civictechforum
[9] ãƒ,マç
[9] civic,tech
[9] šå,ãƒ
[9] ctf2022ã,šå
[8] #ctf2022,#ctf2022_2023
[8] ªãƒ,ãƒ

Top Word Pairs in Tweet in G8:
[6] forum,innovations
[6] hill,themes
[6] capitol,hill
[6] democracy,innovations
[6] legislatorsâ,forum
[6] innovations,capitol
[6] international,legislatorsâ
[6] annual,international
[6] themes,first
[6] first,annual

Top Word Pairs in Tweet in G10:
[17] #civictech,#policing
[13] #oss,#civictech
[4] #community,#civictech
[3] open,source
[3] use,open
[3] public,safety
[2] events,public
[2] safety,#community
[2] open,data
[2] #opensource,software

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@govtechhub
@civictechto
@usdresponse
@persishowe
@civictechforum
@neville_park
@redmatriz
@baltdata
@diplogobabierto

Top Mentioned in G1:
@codeforall
@chadinnov
@mstem
@usdresponse
@civictechguide
@codeforamerica
@ndi
@patcon_
@code4ca
@lasobremesa_co

Top Mentioned in G2:
@getproudcity

Top Mentioned in G3:
@usdresponse
@baltdata
@digitalsnet
@beeckcenter
@megberetta
@moreisjess
@wired
@techtalentproj
@gutechpolicy
@publicgoodtech

Top Mentioned in G4:
@civictechto
@neville_park
@nwspk
@edsaperia
@little_ari
@patcon_
@cityoftoronto
@usepolis
@salomeha
@uktechforgood

Top Mentioned in G5:
@govtechhub
@redmatriz
@diplogobabierto
@el_bid
@innovagovhub
@riga_latam
@gigapp

Top Mentioned in G6:
@persishowe
@baltdata

Top Mentioned in G7:
@civictechforum
@cocoro_este8
@takeshi_kato
@chuck_yamashita

Top Mentioned in G8:
@mattleighninger
@ncoc
@idea_osu
@au_ccps
@newdemocracyaus
@berggrueninst
@bertelsmannfdn
@ketteringfdn

Top Mentioned in G9:
@a_ymal
@irdeic
@bdelourdesmusic
@emmanueldannon
@louaiblr
@morganebiliou
@etnerant
@ccassard1
@dfrancophones

Top Mentioned in G10:
@lewis_mayling
@edent
@tell_streetlink
@justice_digital
@maggie_blyth
@gdsteam
@cds_gc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@nana0773nana
@kyankyankyan
@nordicgeo
@gamedevminibot1
@thesiliconhill
@codeforpdx
@sol_luna1108
@wired

Top Tweeters in G1:
@codeforpdx
@un
@nonprofitorgs
@cendemtech
@gdurmus2007
@soljourno
@spur_urbanist
@codeforamerica
@socialtic
@amandarenteria

Top Tweeters in G2:
@ofuturecities
@heroesleague_ma
@pooh_0708
@dacresni
@randw
@housingnowto
@tom2rd
@homata
@doug_schuler
@infopolicy

Top Tweeters in G3:
@thesiliconhill
@wired
@laureennarro
@kowyatt
@elipousson
@marcidale
@megberetta
@heycaseywattsup
@beeckcenter
@myfriendemily

Top Tweeters in G4:
@neville_park
@cityoftoronto
@jonathan_rowson
@edsaperia
@onbeing
@patcon_
@nwspk
@salomeha
@kristatippett
@thecamuseum

Top Tweeters in G5:
@rudycedenho
@gpesceh
@el_bid
@redmatriz
@gigapp
@ramirezalujas
@soledad_qv
@gigappalooza
@carlosandrestre
@riga_latam

Top Tweeters in G6:
@andimann
@ddt
@cydharrell
@tonyjoyce
@contentdesignln
@samhallwales
@edwardhorsford
@laurabeans675
@whoisryosuke
@sullivan_s

Top Tweeters in G7:
@nana0773nana
@takeshi_kato
@bugnews
@taka__0077
@yaephone
@kenchif
@ggtera2014
@kazuhirokozuka
@ra0kley
@chuck_yamashita

Top Tweeters in G8:
@mehr_demokratie
@berggrueninst
@volksentscheid
@loreleikelly
@ncoc
@bertelsmannfdn
@mattleighninger
@ketteringfdn
@newdemocracyaus
@fotisfitsilis

Top Tweeters in G9:
@mwindtrap
@bdelourdesmusic
@etnerant
@irdeic
@a_ymal
@dfrancophones
@ccassard1
@louaiblr
@morganebiliou
@emmanueldannon

Top Tweeters in G10:
@edent
@gdsteam
@lewis_mayling
@policerewired
@maggie_blyth
@justice_digital
@tell_streetlink
@cds_gc


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