civictech, Twitter, 3/24/2022 5:54:17 PM, 273643


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civictech_2022-03-24_08-16-53.xlsx
civictech_2022-03-24_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 24, 2022
Short Description:
civictech via NodeXL https://bit.ly/357DbGc
@codeforpdx
@citoyennetech
@smartcitiesfeed
@computronixcx
@adrianaspulber
@proudly_serving
@digiphile
@shmosknows
@internetrebecca
@patcon_

Top hashtags:
#civictech
#govtech
#tictec
#opendata
#government
#dataviz

Description:
Description
The graph represents a network of 673 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, 24 March 2022 at 15:18 UTC.

The requested start date was Thursday, 24 March 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, 11-hour, 11-minute period from Thursday, 10 March 2022 at 08:00 UTC to Wednesday, 23 March 2022 at 19:12 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 : 673
Unique Edges : 623
Edges With Duplicates : 1228
Total Edges : 1851
Number of Edge Types : 5
Retweet : 484
MentionsInRetweet : 869
Tweet : 151
Mentions : 322
Replies to : 25
Self-Loops : 165
Reciprocated Vertex Pair Ratio : 0.0703205791106515
Reciprocated Edge Ratio : 0.131400966183575
Connected Components : 85
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 306
Maximum Edges in a Connected Component : 984
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.373348
Graph Density : 0.0022885268520484
Modularity : 0.512085
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 673 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, 24 March 2022 at 15:18 UTC.

The requested start date was Thursday, 24 March 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, 11-hour, 11-minute period from Thursday, 10 March 2022 at 08:00 UTC to Wednesday, 23 March 2022 at 19:12 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:
[13] https://unacoperis.ro/ro
[8] https://tictec.mysociety.org/call-for-proposals-showcasing-public-private-civic-tech-success-stories/
[7] https://sprijindeurgenta.ro
[6] https://youtu.be/1e26gfQiDKU
[6] https://dopomoha.ro/
[5] https://dopomoha.ro/en
[4] https://unacoperis.ro/en
[3] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydcfbdc/
[3] https://diginole.lib.fsu.edu/islandora/object/fsu:797710
[3] https://code4.ro/en/donate

Top URLs in Tweet in G1:
[3] https://www.meetup.com/Civic-Tech-Toronto/events/zbjpssydcfbdc/
[3] https://diginole.lib.fsu.edu/islandora/object/fsu:797710
[3] https://www.computronix.com/buildingblocks/
[2] https://techequitycollaborative.org/get-involved/civic-tech-projects/?utm_source=twitter&utm_medium=social&utm_term=&utm_content=&utm_campaign=Civic-Tech
[2] https://mailchi.mp/proudcity/digital-government-news-from-proudcity-february-14798318
[2] https://proudcity.com/proudcity-1-121-0-release/
[2] https://www.computronix.com/government-software-solutions/solutions-faq/
[2] https://www.computronix.com/transforming-the-government-customer-experience/
[2] https://docs.google.com/document/d/13xmumPiiCG0FSesyNZ-MDNCS44_eLWnH4lUA1KNOuQQ/edit
[2] https://directory.civictech.guide/listing-tag/Ukraine

Top URLs in Tweet in G2:
[13] https://unacoperis.ro/ro
[7] https://sprijindeurgenta.ro
[6] https://dopomoha.ro/
[5] https://dopomoha.ro/en
[4] https://unacoperis.ro/en
[3] https://dopomoha.ro/ro
[3] https://code4.ro/en/donate
[2] https://doneaza.pago.ro/code-4-romania/
[2] https://sprijindeurgenta.ro/
[2] https://dopomoha.ro/uk

Top URLs in Tweet in G3:
[2] https://twitter.com/Code4Africa/status/1504797900525740038
[1] https://twitter.com/irakoze94/status/1504818339134251052

Top URLs in Tweet in G4:
[2] https://civictechstudies.substack.com/p/holding-out-for-something-better
[2] https://govfresh.com/thoughts/california-technology-modernization-fund-2022
[2] https://civicactions.com/careers/
[1] https://twitter.com/internetrebecca/status/1501673635941072902
[1] https://twitter.com/opengov/status/1501956666056663042
[1] https://cydharrell.com/book
[1] https://docs.google.com/forms/d/e/1FAIpQLScW0ggSvM0Znk1ya15i8a7Zz2KaNko9xeIs1iSqXIsfjAEgNg/viewform
[1] https://govfresh.com/radar/nsf-pathways-to-enable-open-source-ecosystems
[1] https://twitter.com/mgifford/status/1506409109075238913
[1] https://civictechstudies.substack.com/p/holding-out-for-something-better?s=r&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G5:
[8] https://tictec.mysociety.org/call-for-proposals-showcasing-public-private-civic-tech-success-stories/
[3] https://padlet.com/gemma159/5ac81wzhxm7qxaun
[3] https://medium.com/civictech/building-inclusive-civic-tech-communities-33a3545fcaf7
[2] https://www.eventbrite.co.uk/e/tictec-civic-tech-surgery-3-accessing-quality-information-tickets-293143248347
[1] https://icscentre.org/events/digital-dialogue-1-building-inclusive-civic-tech-communities/
[1] https://medium.com/civictech/event-digital-dialogues-building-inclusive-civic-tech-communities-49c661f572be
[1] https://medium.com/civictech/citizen-participation-may-be-the-key-to-building-african-smart-cities-26a14a253b6d
[1] https://medium.com/warning-graphic-content/11-march-2022-aef6ebb6fe68

Top URLs in Tweet in G6:
[2] https://twitter.com/civichive/status/1505860210845532166

Top URLs in Tweet in G7:
[6] https://youtu.be/1e26gfQiDKU
[2] https://codeforall.org/2022/03/22/code-for-all-newsletter-march-2022/?utm_source=Twitter
[1] https://twitter.com/CodeforAll/status/1504097672478838791
[1] https://codeforpakistan.medium.com/smart-cities-2-0-session-curated-by-code-for-pakistan-4ce8d14fa439
[1] https://aelcenganda.medium.com/questions-to-scope-a-new-project-in-g0v-hackathon-38a1189c391c

Top URLs in Tweet in G9:
[1] https://www.code4japan.org/activity/civictechchallenge
[1] https://techplay.jp/event/851192?utm_source=event_851192&utm_medium=social&utm_campaign=feed&utm_content=tw0&tp=1
[1] https://civictech.guide/election2020/
[1] https://civictech.guide/causes/
[1] https://civictech.guide/
[1] https://govfresh.com/thoughts/government-civictech-medium
[1] https://www.gogovapps.com/branded-mobile-app
[1] https://www.liberation.fr/checknews/500-parrainages-pour-une-candidature-existe-t-il-des-regles-similaires-a-letranger-20220304_QG3JNSOZVRBQBPMKFII57PCPYQ/
[1] https://twitter.com/gditom/status/1503639258761945089
[1] https://codeforbtv.org/projects/

Top URLs in Tweet in G10:
[2] https://beta.nyc/2021/12/03/we-are-hiring-a-civic-innovation-lab-director/
[1] https://2022.open-data.nyc/event/data2go-nyc-scavenger-hunt-from-home-winner-announcement/
[1] https://twitter.com/BetaNYC/status/1502016646277484548
[1] https://peoplestech.nyc/en/projects/peoples-tech-survey
[1] https://livestream.com/accounts/17376047/events/9106772/player?width=960&height=540&enableInfoAndActivity=true&defaultDrawer=feed&autoPlay=false&mute=false&t=1648049629086
[1] https://twitter.com/BetaNYC/status/1502677866504458240

Top Domains
Top Domains in Tweet in Entire Graph:
[47] twitter.com
[18] unacoperis.ro
[16] dopomoha.ro
[12] computronix.com
[9] sprijindeurgenta.ro
[9] medium.com
[8] google.com
[8] mysociety.org
[7] civictech.guide
[6] youtu.be

Top Domains in Tweet in G1:
[12] computronix.com
[6] twitter.com
[5] google.com
[4] meetup.com
[3] fsu.edu
[2] techequitycollaborative.org
[2] mailchi.mp
[2] proudcity.com
[2] civictech.guide
[2] cloudpermit.com

Top Domains in Tweet in G2:
[18] unacoperis.ro
[16] dopomoha.ro
[9] sprijindeurgenta.ro
[3] pago.ro
[3] code4.ro
[3] twitter.com
[1] arte.tv
[1] civictech.guide

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[5] twitter.com
[3] substack.com
[3] govfresh.com
[2] civicactions.com
[1] cydharrell.com
[1] google.com

Top Domains in Tweet in G5:
[8] mysociety.org
[6] medium.com
[3] padlet.com
[2] co.uk
[1] icscentre.org

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[6] youtu.be
[2] codeforall.org
[2] medium.com
[1] twitter.com

Top Domains in Tweet in G9:
[3] civictech.guide
[3] twitter.com
[2] code4japan.org
[1] techplay.jp
[1] govfresh.com
[1] gogovapps.com
[1] liberation.fr
[1] codeforbtv.org
[1] meetup.com
[1] eventbrite.com

Top Domains in Tweet in G10:
[2] beta.nyc
[2] twitter.com
[1] open-data.nyc
[1] peoplestech.nyc
[1] livestream.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[433] civictech
[42] govtech
[39] tictec
[27] opendata
[25] government
[24] dataviz
[22] code4romania
[21] publicinteresttech
[19] localgov
[17] policing



Top Hashtags in Tweet in G1:
[56] civictech
[24] govtech
[16] localgov
[12] cio
[11] governmentit
[9] stateandlocal
[8] statelocalit
[8] publicsector
[7] enterprisesoftware
[6] tictec

Top Hashtags in Tweet in G2:
[23] civictech
[22] code4romania
[13] tech4good
[9] dopomoha
[3] ukrainecrisis
[3] doneaza
[2] refugeeswelcome
[2] ukraine️
[2] ucraina
[1] ukraineconflict

Top Hashtags in Tweet in G3:
[6] civictech
[3] datajournalism
[3] datajourno
[1] investigative

Top Hashtags in Tweet in G4:
[35] civictech
[19] publicinteresttech
[4] opengov
[3] government
[2] govtech
[2] openscience
[2] axschat
[2] remotework
[2] nowhiring
[2] jobs

Top Hashtags in Tweet in G5:
[30] civictech
[30] tictec
[3] civictechafrica
[2] internationalwomensday2022
[1] digitaldemocracy
[1] digitalinnovation
[1] inclusive
[1] dataviz
[1] data
[1] ddj

Top Hashtags in Tweet in G6:
[33] civictech
[2] policyshapers
[1] meetthefacilitator
[1] civichivefellowship2022
[1] naijapolicyhackathon
[1] publicpolicy
[1] nigeria

Top Hashtags in Tweet in G7:
[24] civictech
[6] sdgs
[5] paktechfest
[3] tictec
[3] data4sdgs
[3] pakistanday
[3] g0v
[2] newsletter
[2] theun
[2] smartcities

Top Hashtags in Tweet in G8:
[6] civictech
[3] thecallofduty
[2] fonuf2022
[1] fonuf
[1] gouvernanceparticipative
[1] emergingleader
[1] alerteclimatgn

Top Hashtags in Tweet in G9:
[19] civictech
[3] localgov
[3] govtech
[2] opendata
[1] open
[1] ogp
[1] netpolicy
[1] igf
[1] disinfo
[1] privacy

Top Hashtags in Tweet in G10:
[23] civictech
[8] opendata
[8] opendataweek
[5] nyc
[4] datavisualization
[3] thepeoplestech
[3] govtech
[2] civicdesign
[2] opengov
[2] pitech

Top Words
Top Words in Tweet in Entire Graph:
[433] #civictech
[119] tech
[103] code4africa
[103] part
[89] civic
[77] join
[70] work
[66] team
[64] public
[58] network

Top Words in Tweet in G1:
[56] #civictech
[35] government
[27] public
[24] #govtech
[18] more
[16] #localgov
[15] tech
[15] vendors
[14] someone
[12] #cio

Top Words in Tweet in G2:
[44] code4romania
[30] romania
[23] #civictech
[22] #code4romania
[18] care
[18] accommodation
[17] hello
[17] offers
[16] avischiffmann
[15] și

Top Words in Tweet in G3:
[103] code4africa
[57] team
[57] part
[57] largest
[55] continent
[54] growing
[54] network
[50] hiring
[49] indigen
[6] #civictech

Top Words in Tweet in G4:
[35] #civictech
[20] work
[19] cydharrell
[19] #publicinteresttech
[19] related
[19] field
[19] publicgoodtech
[19] conducting
[19] practitioner
[19] survey

Top Words in Tweet in G5:
[30] #civictech
[30] #tictec
[26] mysociety
[21] produce
[21] piece
[21] work
[21] showcase
[21] examples
[19] labs
[16] info

Top Words in Tweet in G6:
[38] civichive
[33] #civictech
[26] fellowship
[22] seunonigbinde
[19] policyshapers
[17] part
[17] induction
[17] lagos
[16] 2022
[15] civic

Top Words in Tweet in G7:
[39] codeforall
[38] join
[24] march
[24] #civictech
[21] relationship
[20] 24th
[19] between
[19] tech
[18] webinar
[18] event

Top Words in Tweet in G8:
[31] amasada2
[18] grands
[18] cypher007
[17] labé
[14] logiciel
[13] rencontre
[12] ses
[10] sbskalan
[10] échange
[10] président

Top Words in Tweet in G9:
[19] #civictech
[7] tech
[5] civic
[4] projects
[3] election
[3] platform
[3] #localgov
[3] #govtech
[3] co
[2] few

Top Words in Tweet in G10:
[23] #civictech
[14] betanyc
[11] resources
[9] nyc
[9] noneck
[8] data
[8] build
[8] #opendata
[8] #opendataweek
[7] hello

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[75] civic,tech
[54] code4africa,team
[54] team,growing
[54] growing,part
[54] part,continent
[54] continent,largest
[54] largest,network
[50] hiring,code4africa
[49] code4africa,hiring
[49] network,indigen

Top Word Pairs in Tweet in G1:
[23] #govtech,#civictech
[10] #governmentit,#localgov
[9] government,vendors
[9] vendors,technically
[9] technically,public
[9] public,servants
[9] servants,extremely
[9] extremely,important
[9] important,part
[9] part,public

Top Word Pairs in Tweet in G2:
[17] hello,romania
[17] accommodation,offers
[15] chojecka_kasia,avischiffmann
[15] avischiffmann,hello
[15] romania,hand
[15] hand,accommodation
[14] code4romania,chojecka_kasia
[9] #code4romania,#civictech
[7] co,ntgsapfkvt
[7] ntgsapfkvt,și

Top Word Pairs in Tweet in G3:
[54] code4africa,team
[54] team,growing
[54] growing,part
[54] part,continent
[54] continent,largest
[54] largest,network
[50] hiring,code4africa
[49] code4africa,hiring
[49] network,indigen
[4] massive,recruitment

Top Word Pairs in Tweet in G4:
[19] work,#civictech
[19] #civictech,#publicinteresttech
[19] #publicinteresttech,related
[19] related,field
[19] field,publicgoodtech
[19] publicgoodtech,conducting
[19] conducting,practitioner
[19] practitioner,survey
[18] cydharrell,work
[6] nsf,proposals

Top Word Pairs in Tweet in G5:
[21] produce,piece
[21] piece,work
[21] work,showcase
[21] showcase,examples
[19] #tictec,labs
[17] examples,#civictech
[15] part,#tictec
[15] looking,someone
[15] someone,produce
[11] #civictech,interventions

Top Word Pairs in Tweet in G6:
[15] founder,ebenezarwikina
[15] ebenezarwikina,currently
[15] currently,taking
[15] taking,part
[15] part,civichive
[15] civichive,2022
[15] 2022,fellowship
[15] fellowship,induction
[15] induction,holding
[15] holding,lagos

Top Word Pairs in Tweet in G7:
[20] march,24th
[19] relationship,between
[17] civic,tech
[17] tech,lt
[17] lt,gt
[16] tomorrow,join
[16] join,almarngl
[16] almarngl,kaerumy
[16] kaerumy,marianastats
[16] marianastats,snajmi

Top Word Pairs in Tweet in G8:
[11] amasada2,rencontre
[10] rencontre,échange
[10] échange,labé
[10] labé,président
[10] président,cypher007
[10] cypher007,avons
[10] avons,parlé
[10] parlé,participation
[10] participation,citoyenne
[10] citoyenne,open

Top Word Pairs in Tweet in G9:
[3] civic,tech
[2] election,tech
[2] tech,projects
[2] cloud,one
[2] civil,society

Top Word Pairs in Tweet in G10:
[5] betanyc,hello
[4] hello,nyc
[4] nyc,friends
[4] friends,interested
[4] interested,being
[4] being,pit
[4] pit,ambassador
[4] ambassador,mentor
[4] mentor,leveraging
[4] leveraging,design

Top Replied-To
Top Replied-To in Entire Graph:
@funnymonkey
@mstem
@spilnoua
@franceinfoplus
@capntransit
@kvnweb
@codeforall
@snajmi
@axschat
@petercorless

Top Replied-To in G1:
@mstem
@petercorless
@sienaanstis
@aidanpeppin

Top Replied-To in G2:
@funnymonkey
@marisaraymond77
@chojecka_kasia
@pmbisca
@vmorkevicius
@thisonehuman
@euromaidanpress
@tsavatar

Top Replied-To in G4:
@axschat

Top Replied-To in G7:
@codeforall
@snajmi

Top Replied-To in G8:
@umuhjalloh

Top Replied-To in G10:
@capntransit
@linknyc
@datastories_cc

Top Mentioned
Top Mentioned in Entire Graph:
@code4africa
@civichive
@code4romania
@mysociety
@codeforall
@amasada2
@seunonigbinde
@govdirectory
@cydharrell
@publicgoodtech

Top Mentioned in G1:
@lukefretwell
@citizenlab
@mysociety
@patcon_
@sboots
@walterlekh
@ericmindset
@ae_clarke
@codeforall
@proudly_serving

Top Mentioned in G2:
@code4romania
@avischiffmann
@chojecka_kasia
@pago_app
@funnymonkey
@elade_manu
@bjaninemorison
@guvernulro
@unhcrromania
@iom_ro

Top Mentioned in G3:
@code4africa
@irakoze94

Top Mentioned in G4:
@cydharrell
@publicgoodtech
@govfresh
@nsf
@shmosknows
@navapbc
@internetrebecca
@evolvedtech
@andycochran
@axschat

Top Mentioned in G5:
@mysociety
@civictechafrica
@kaerumy
@sinarproject
@symroe
@democlub
@attigs
@odekro
@naticarfi
@opendatacharter

Top Mentioned in G6:
@civichive
@seunonigbinde
@policyshapers
@ebenezarwikina
@budgitng
@justice_padi
@hopebehindbar
@winnieishaku

Top Mentioned in G7:
@codeforall
@marianastats
@almarngl
@kaerumy
@snajmi
@davisadieno
@codeforpakistan
@un
@sinarproject
@mysociety

Top Mentioned in G8:
@amasada2
@cypher007
@sbskalan
@africtivistes
@cyriacgbogou
@forumfoutah
@schectal
@alimou_hd
@lettegubert

Top Mentioned in G9:
@govpilot

Top Mentioned in G10:
@betanyc
@noneck
@datastories_cc
@aldatavizguy
@katehnicholson
@zhi_keng
@civicgab
@onedes7
@nyc311
@nyccouncil

Top Tweeters
Top Tweeters in Entire Graph:
@beverly21811568
@opensource_orgs
@ricardo_ik_ahau
@akwyz
@vox_democracy
@sowamadoualisow
@doctorow
@smartecocity
@franceinfoplus
@margymaclibrary

Top Tweeters in G1:
@ricardo_ik_ahau
@doctorow
@petercorless
@codeforpdx
@booly_supply
@arthursmid
@sboots
@smartcitiesfeed
@simonfparker
@llthingscitizen

Top Tweeters in G2:
@beverly21811568
@vox_democracy
@gilda_f
@digi24_hd
@statedept
@redladymap
@euromaidanpress
@thesetimesbot
@marcellagrid
@actualitati

Top Tweeters in G3:
@margymaclibrary
@owiraowira
@tshidi_lee
@loddadon
@enywaru
@kingshoebsalman
@owakiberengye
@qlwakhe
@rondera
@nepurko

Top Tweeters in G4:
@akwyz
@digiphile
@_open_science_
@openscitalk
@axschat
@mgifford
@cydharrell
@ryanko
@vintagereader
@internetrebecca

Top Tweeters in G5:
@futuresedge
@chequeado
@attigs
@kennethfield
@tlacoyodefrijol
@naticarfi
@ons
@odekro
@gavinfreeguard
@colikoos

Top Tweeters in G6:
@ebenezarwikina
@seunonigbinde
@bolarinwaiyanu
@budgitng
@thefaridayahya
@dzennypha
@jogbosky
@jas2green
@queenextha
@promisejohnbull

Top Tweeters in G7:
@smartecocity
@safiroanejo
@un
@siddiqi88
@leowmjw
@aadurshqureshi
@corradotopi
@kaerumy
@jpagroenen
@dgtlrightswitch

Top Tweeters in G8:
@sowamadoualisow
@seigla
@cyriacgbogou
@amin__ne
@sbskalan
@hadjidiallo224
@cypher007
@zayaakro
@abdoula37423205
@benissabarry

Top Tweeters in G9:
@24log
@lcptuk
@dagoneye
@homata
@hal_sk
@ladiesthatux_ln
@aspenpolicyhub
@ultush
@codeforbtv
@newunion_org

Top Tweeters in G10:
@capntransit
@keithkurson
@nyc311
@noneck
@nywhitaker
@nyccouncil
@betanyc
@vyki_e
@aldatavizguy
@katehnicholson


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