civictech, Twitter, 12/8/2022 4:16:41 PM, 285806


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civictech_2022-12-08_08-12-18.xlsx
civictech_2022-12-08_08-12-18.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 08, 2022
Short Description:
civictech via NodeXL https://bit.ly/3UGFyUe
@civictechguide
@codeforall
@codeforpdx
@mattleighninger
@rrichard09
@code4ca
@patcon_
@civictechafrica
@codingitforward
@codeforamerica

Top hashtags:
#civictech
#ヒーローズリーグ
#civictechjp
#govtech
#openknowledgenetwork

Description:
Description
The graph represents a network of 458 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, 08 December 2022 at 16:13 UTC.

The requested start date was Thursday, 08 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, 17-hour, 34-minute period from Thursday, 24 November 2022 at 05:16 UTC to Wednesday, 07 December 2022 at 22:50 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 : 458
Unique Edges : 334
Edges With Duplicates : 870
Total Edges : 1204
Number of Edge Types : 5
Tweet : 206
MentionsInRetweet : 413
Mentions : 282
Retweet : 292
Replies to : 11
Self-Loops : 212
Reciprocated Vertex Pair Ratio : 0.0898661567877629
Reciprocated Edge Ratio : 0.164912280701754
Connected Components : 69
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 118
Maximum Edges in a Connected Component : 396
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.357946
Graph Density : 0.00272328552454301
Modularity : 0.435137
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 458 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, 08 December 2022 at 16:13 UTC.

The requested start date was Thursday, 08 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, 17-hour, 34-minute period from Thursday, 24 November 2022 at 05:16 UTC to Wednesday, 07 December 2022 at 22:50 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:
[11] https://protopedia.net/prototype/3566
[11] https://civictech.guide/calendar/
[6] https://civictech-hl202.peatix.com/view
[5] https://protopedia.net/prototype/2878
[5] https://www.youtube.com/watch?v=ycHX0aWOjLk&feature=youtu.be

[5] https://betanyc.forms.fm/the-message/forms/3787
[4] https://qiita.com/advent-calendar/2022/civictech
[4] https://www.okinawaopendays.com/session-dec13-civictech-summit
[4] https://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[4] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g

Top URLs in Tweet in G1:
[11] https://civictech.guide/calendar/
[4] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g
[3] https://www.codeforboston.org/
[2] https://join.slack.com/t/codeforall/shared_invite/zt-1ihqktz2d-dzfh2tf~p5CAkskhXM7QSA
[2] https://public.digital/2022/12/05/the-value-of-horizontal-services-tell-us-once
[2] https://www.meetup.com/code-for-pdx/events/rrztvsydcpbfc/
[1] https://twitter.com/codeforamerica/status/1521172934299160577
[1] https://twitter.com/fwd50conf/status/1600569104036937745
[1] https://www.inclucitycalgary.ca/latestnews/press-release:-inclucity-calgary-receives-the-2022-digital-talent-champion-award-from-start-alberta?utm_content=229266869&utm_medium=social&utm_source=twitter&hss_channel=tw-1140507684
[1] https://www.meetup.com/civictechyyc-tech-for-good/events/289882939/

Top URLs in Tweet in G2:
[1] https://twitter.com/SerpentineUK/status/1596120973627260929
[1] https://cmagazine.com/articles/feminist-approaches-to-citation
[1] https://apolitical.co/solution-articles/en/a-summer-reading-list-for-public-servants-2022

Top URLs in Tweet in G3:
[1] https://network.okfn.org/project/add/

Top URLs in Tweet in G4:
[11] https://protopedia.net/prototype/3566
[6] https://civictech-hl202.peatix.com/view
[5] https://www.youtube.com/watch?v=ycHX0aWOjLk&feature=youtu.be

[5] https://protopedia.net/prototype/2878
[2] https://civictech-hl202.peatix.com/
[2] https://protopedia.net/prototype/3391
[2] https://protopedia.net/prototype/3467
[2] https://protopedia.net/prototype/3429
[1] https://protopedia.net/prototype/3357
[1] https://protopedia.net/prototype/3562

Top URLs in Tweet in G6:
[2] https://www.computronix.com/solving-ontarios-housing-crisis/
[2] https://docs.google.com/forms/d/e/1FAIpQLScgoHEbDZeTjOTjS2LAhUA8q71kzAN2-z2ON79OzhKvdHt7uw/viewform
[1] https://twitter.com/CivictechL/status/1595237950941339648
[1] https://twitter.com/mySociety/status/1596066441119248384
[1] https://www.linkedin.com/posts/ckuang_making-impact-at-scale-software-engineering-activity-7003004832600989697-EB3s?utm_source=share&utm_medium=member_desktop
[1] https://www.linkedin.com/feed/update/urn:li:share:7003024340090847233
[1] https://twitter.com/angelquicksey/status/1597424089148579840
[1] https://protopedia.net/prototype/3587
[1] https://civictech-lab.jp/archives/works/spajam2022
[1] https://civictech-lab.jp/archives/works/kurobesyakyodx

Top URLs in Tweet in G8:
[2] https://civictech.africa/the-mvp-minimum-viable-product-process-what-to-do-or-not-to-do-at-each-key-phase/
[1] https://twitter.com/CodeforAll/status/1599804104053620749
[1] https://civictech.africa/podcast-building-inclusive-civic-tech-communities/
[1] https://bit.ly/3HhNM23
[1] https://civictech.africa/financial-sustainability-lessons-from-latin-american-civic-tech-organizations/
[1] https://civictech.africa/people-or-impact-no-need-for-a-hobsons-choice-in-civic-tech-design-methodology/
[1] https://civictech.africa/open-source-tools-for-civic-tech-in-africa/
[1] https://civictech.africa/the-support-funding-environment-for-african-innovation-ecosystems/
[1] https://t.co/lYSe3bVUAP
[1] https://t.co/MKw4fj7y9k

Top URLs in Tweet in G9:
[2] https://twitter.com/RIGA_LATAM/status/1592533080145039361
[1] https://twitter.com/riga_latam/status/1592533080145039361

Top URLs in Tweet in G10:
[3] https://docs.google.com/forms/d/e/1FAIpQLSd0vzVwyUKOq5jiNxKJSbuz46rg1lDvIcBxM_xgoTu4PyI6uw/viewform
[3] https://ctf2022.peatix.com
[3] https://qiita.com/advent-calendar/2022/civictech
[3] https://urbandata-challenge.jp/news/2022-2nd-symposium
[2] https://drive.google.com/file/d/109pJyeGmS0boY3MTxGIw2x2KPi54svDS/view?usp=sharing
[1] https://2022.civictechforum.jp
[1] https://ctf2022.peatix.com/
[1] https://civictech-hl202.peatix.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[28] protopedia.net
[13] peatix.com
[12] civictech.guide
[10] computronix.com
[9] google.com
[9] zoom.us
[8] youtube.com
[7] civictech.africa
[5] qiita.com

Top Domains in Tweet in G1:
[11] civictech.guide
[5] twitter.com
[5] zoom.us
[4] codeforall.org
[3] meetup.com
[3] codeforboston.org
[2] google.com
[2] eventbrite.com
[2] slack.com
[2] public.digital

Top Domains in Tweet in G2:
[1] twitter.com
[1] cmagazine.com
[1] apolitical.co

Top Domains in Tweet in G3:
[1] okfn.org

Top Domains in Tweet in G4:
[27] protopedia.net
[8] peatix.com
[7] youtube.com
[2] twitter.com

Top Domains in Tweet in G6:
[10] computronix.com
[6] twitter.com
[4] civic-hackers.org
[2] linkedin.com
[2] civictech-lab.jp
[2] qiita.com
[2] google.com
[1] protopedia.net
[1] okinawaopendays.com
[1] zoom.us

Top Domains in Tweet in G8:
[7] civictech.africa
[4] t.co
[1] twitter.com
[1] bit.ly
[1] opencitieslab.org

Top Domains in Tweet in G9:
[3] twitter.com

Top Domains in Tweet in G10:
[5] google.com
[5] peatix.com
[3] qiita.com
[3] urbandata-challenge.jp
[1] civictechforum.jp

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[308] civictech
[95] ヒーローズリーグ
[65] civictechjp
[45] govtech
[27] openknowledgenetwork
[22] opendata
[19] localgov
[19] policing
[17] dataviz
[14] community



Top Hashtags in Tweet in G1:
[82] civictech
[12] internationalvolunteerday
[7] sdg11
[4] publicinteresttech
[3] volunteer
[3] nonprofit
[3] bostontech
[3] opendata
[3] pdx
[2] fwd50

Top Hashtags in Tweet in G2:
[14] civictech
[1] vtaiwan
[1] civicdesign
[1] townplanning

Top Hashtags in Tweet in G3:
[27] openknowledgenetwork
[4] opendata
[4] civictech
[3] dataliteracy
[3] openclimate
[3] openmapping
[3] transparency
[1] openknowledge

Top Hashtags in Tweet in G4:
[94] ヒーローズリーグ
[65] civictechjp
[9] civictech
[2] ommf2022

Top Hashtags in Tweet in G5:
[8] civictech
[8] usforher
[8] endgbv
[8] techforcivicgood
[4] endtgbv
[3] 16daysofactivism

Top Hashtags in Tweet in G6:
[48] civictech
[16] govtech
[15] dataviz
[11] localgov
[11] government
[11] stateandlocal
[9] governmentit
[8] cio
[8] publicsector
[6] statelocalit

Top Hashtags in Tweet in G7:
[1] democracy
[1] participation
[1] civiceducation
[1] civictech

Top Hashtags in Tweet in G8:
[5] civictech
[2] unplugged22
[2] civictechafrica
[2] fundingsupport
[1] minimumviableproduct
[1] mvp
[1] mvpdevelopment
[1] sdg11
[1] civictechsa
[1] 2022learnings

Top Hashtags in Tweet in G9:
[14] govtech
[12] gobiernoabierto
[7] civictech
[5] gobernanza
[5] estadoabierto
[3] opengov
[2] openstate

Top Hashtags in Tweet in G10:
[13] civictech
[10] ctf
[10] ctf2022
[9] ctf2022_2023
[8] civictechforum
[4] opendata
[3] govtech
[2] 仙台
[2] adventcalendar
[1] 金沢

Top Words
Top Words in Tweet in Entire Graph:
[308] #civictech
[95] #ヒーローズリーグ
[82] tech
[70] civic
[65] #civictechjp
[64] civictech賞決勝
[54] more
[50] today
[45] #govtech
[42] re

Top Words in Tweet in G1:
[82] #civictech
[40] tech
[38] civic
[34] codeforall
[27] event
[23] coming
[19] codeforamerica
[17] civictechguide
[16] soon
[15] join

Top Words in Tweet in G2:
[14] #civictech
[12] serpentineuk
[10] reference
[10] point
[7] usepolis
[7] vivlanova
[5] patcon_
[5] radxchange
[5] _paulaberman
[5] eva33313

Top Words in Tweet in G3:
[28] okfn
[27] people
[27] launching
[27] #openknowledgenetwork
[27] today
[27] countries
[27] news
[27] big
[27] touch
[27] re

Top Words in Tweet in G4:
[94] #ヒーローズリーグ
[65] #civictechjp
[64] civictech賞決勝
[18] ogimotoki
[16] shoes
[14] 作品名
[14] melody
[12] 30
[12] 12
[12] 金

Top Words in Tweet in G5:
[10] justice_code
[9] more
[8] #usforher
[8] based
[8] violence
[8] discussing
[8] facilitated
[8] #endgbv
[8] #civictech
[8] gender

Top Words in Tweet in G6:
[48] #civictech
[16] #govtech
[15] last
[15] #dataviz
[15] 100
[15] bills
[11] #localgov
[11] #government
[11] #stateandlocal
[9] #governmentit

Top Words in Tweet in G7:
[18] innovations
[10] democracy
[9] legislators
[9] international
[9] capitol
[9] themes
[9] annual
[9] forum
[9] hill
[9] first

Top Words in Tweet in G8:
[14] tools
[13] civictechafrica
[13] open
[12] source
[10] more
[10] learn
[10] interesting
[10] region
[10] know
[8] civic

Top Words in Tweet in G9:
[14] #govtech
[12] #gobiernoabierto
[11] redmatriz
[8] editadas
[8] recomendamos
[8] académico
[8] publicaciones
[8] nuestro
[8] director
[7] #civictech

Top Words in Tweet in G10:
[13] #civictech
[10] #ctf
[10] #ctf2022
[10] 金沢
[10] civictechforum
[9] #ctf2022_2023
[9] 2022
[8] #civictechforum
[7] tech
[7] ctf2022

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[62] civictech賞決勝,#ヒーローズリーグ
[61] #ヒーローズリーグ,#civictechjp
[46] civic,tech
[27] #openknowledgenetwork,today
[27] launching,#openknowledgenetwork
[27] news,re
[27] today,touch
[27] touch,people
[27] re,launching
[27] big,news

Top Word Pairs in Tweet in G1:
[25] civic,tech
[16] coming,soon
[14] tech,event
[14] soon,civic
[12] civic,technology
[12] 30th,15
[12] 15,utc
[8] celebrating,#internationalvolunteerday
[8] #internationalvolunteerday,codeforamerica
[8] volunteering,#civictech

Top Word Pairs in Tweet in G2:
[10] reference,point
[9] serpentineuk,#civictech
[9] point,serpentineuk
[5] _paulaberman,radxchange
[5] radxchange,speaking
[5] vivlanova,garyzhexizhang
[5] eva33313,reference
[5] garyzhexizhang,eva33313
[3] usepolis,reference
[3] working,serpentineuk

Top Word Pairs in Tweet in G3:
[27] launching,#openknowledgenetwork
[27] today,touch
[27] 25,countries
[27] re,launching
[27] touch,people
[27] people,25
[27] news,re
[27] big,news
[27] #openknowledgenetwork,today
[26] okfn,big

Top Word Pairs in Tweet in G4:
[62] civictech賞決勝,#ヒーローズリーグ
[61] #ヒーローズリーグ,#civictechjp
[14] melody,shoes
[12] 12,金
[11] ため開発し続けてきた電子靴,melody
[11] に応募したら,ありがたい事にプレゼン機会を頂きました
[11] heroesleague_ma,civictech賞決勝
[11] 19,30
[11] 歩けない息子や子供達の歩行リハビリを楽しくできる,ため開発し続けてきた電子靴
[11] #ヒーローズリーグ,に応募したら

Top Word Pairs in Tweet in G5:
[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 G6:
[15] #dataviz,#civictech
[15] last,100
[15] 100,bills
[13] #govtech,#civictech
[11] bills,#government
[10] #government,#dataviz
[9] #civictech,#stateandlocal
[8] #governmentit,#localgov
[8] #stateandlocal,#governmentit
[5] #enterprisesoftware,#publicsector

Top Word Pairs in Tweet in G7:
[9] forum,innovations
[9] hill,themes
[9] capitol,hill
[9] democracy,innovations
[9] innovations,capitol
[9] legislators,forum
[9] international,legislators
[9] annual,international
[9] themes,first
[9] first,annual

Top Word Pairs in Tweet in G8:
[12] source,tools
[12] open,source
[10] region,learn
[10] know,open
[10] tools,region
[10] learn,more
[10] more,interesting
[8] civic,tech
[8] interesting,tool
[8] civictechafrica,know

Top Word Pairs in Tweet in G9:
[11] redmatriz,#gobiernoabierto
[8] #gobiernoabierto,#govtech
[8] director,académico
[8] editadas,nuestro
[8] nuestro,director
[8] académico,redmatriz
[8] publicaciones,editadas
[8] recomendamos,publicaciones
[7] #govtech,#gober
[7] diplogobabierto,recomendamos

Top Word Pairs in Tweet in G10:
[10] #ctf,#ctf2022
[9] #ctf2022,#ctf2022_2023
[8] #civictech,#civictechforum
[7] #ctf2022_2023,#civictech
[6] advent,calendar
[6] govtech,advent
[6] civictech,govtech
[6] ctf2022,会場テーマ紹介
[5] 金沢,奈良
[5] 市民の意思を反映する選挙,そしてその選挙で選ばれた政治家の皆さんの活動など政治という分野は市民に直結する大事なものです

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@okfn
@codeforamerica
@civictechafrica
@civictechguide
@ogimotoki
@ceskodigital
@serpentineuk
@heroesleague_ma
@redmatriz

Top Mentioned in G1:
@codeforall
@codeforamerica
@civictechguide
@ceskodigital
@inclucityyyc
@code4ca
@startalberta
@civictechyyc
@alamyyc
@usdresponse

Top Mentioned in G2:
@serpentineuk
@vivlanova
@usepolis
@garyzhexizhang
@eva33313
@_paulaberman
@radxchange
@patcon_
@trust_support
@copeland309

Top Mentioned in G3:
@okfn

Top Mentioned in G4:
@ogimotoki
@heroesleague_ma
@foopingtech
@keicafeblack
@fukumura_kaigo
@airpocketrobot
@siroitori0413
@mnlt18
@rkwy
@netartjp

Top Mentioned in G5:
@justice_code
@marange_women
@communitypodium
@accountlabzw
@faa_zim
@matoboyouth
@demcotrust
@midlandssocial
@chidind2everjoy
@benjimk8

Top Mentioned in G7:
@mattleighninger
@ncoc
@idea_osu
@au_ccps
@newdemocracyaus
@berggrueninst
@bertelsmannfdn
@ketteringfdn

Top Mentioned in G8:
@civictechafrica
@codeforall
@civictechguide
@thinkcivicpod
@ics_centre
@beingaliasgher

Top Mentioned in G9:
@redmatriz
@diplogobabierto
@ramirezalujas
@gigapp
@gobierno_uchile
@industrialesuch
@cepcgob
@riga_latam
@gobabiertocl
@opengovpart

Top Mentioned in G10:
@civictechforum
@homata

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@dataaugmented
@lulu82824
@lasarasa
@matthew_c_perry
@jobsviatweet
@nana0773nana
@kmoriyama
@pepesgrandma
@bituur_esztreym

Top Tweeters in G1:
@lulu82824
@codeforpdx
@bttbbrack
@citylab
@arthursmid
@rrichard09
@un
@governing
@tedtalks
@bobmarvan

Top Tweeters in G2:
@edent
@opencce
@shannonmattern
@sboots
@teh_aimee
@jacattell
@piacandrews
@apoliticalco
@vingar
@acroll

Top Tweeters in G3:
@bituur_esztreym
@bbbcccnnn
@stephen_abbott
@glenkcampbell
@nikeshbalami
@okfn
@soniajorgeict4d
@avdata99
@engagemedia
@bintamoustapha

Top Tweeters in G4:
@kakusan_rt
@lasarasa
@kmoriyama
@higekita1
@reisiroto
@heroesleague_ma
@yukimohumohumo1
@r55net
@miyography
@ikuko0218

Top Tweeters in G5:
@cccnap
@communitypodium
@mkoyi_courteney
@tainyhq
@agnesmanhibi
@accountlabzw
@memorymakasi
@matoboyouth
@hcyf2020
@midlandssocial

Top Tweeters in G6:
@kamikudakun
@fromcanada_org
@pooh_0708
@ppolitics
@abhinemani
@doug_schuler
@protopedianet
@last100bills
@citizenlabco
@computronixcx

Top Tweeters in G7:
@berggrueninst
@ncoc
@bertelsmannfdn
@joshalerner
@rey_salamanca
@mattleighninger
@johnkilc_yne
@ketteringfdn
@karadillard
@kbgoldschmidt

Top Tweeters in G8:
@munyabloggo
@lami_williams
@civictechafrica
@victor_terhemba
@ics_centre
@opencitieslabza
@govoteng
@dhrlab
@pschoonraad
@achiomehnd

Top Tweeters in G9:
@alxprince
@redmatriz
@opengovpart
@gigapp
@forogpp
@ramirezalujas
@cepcgob
@gigappalooza
@industrialesuch
@riga_latam

Top Tweeters in G10:
@nana0773nana
@ujigis
@taka__0077
@kenchif
@homata
@tominari_t
@meatbackdrop
@yows1031
@about40man
@civictechforum


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