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civictech_2020-06-04_08-26-52.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 05, 2020
Short Description:
civictech via NodeXL https://bit.ly/3gV7Qrm
@codeforpdx
@ricardo_ik_ahau
@code4ca
@codeforamerica
@civictechafrica
@open_eugene
@davidbruno_ca
@open_stl
@learnwithharry
@democracylab

Top hashtags:
#civictech
#govtech
#collectie
#opendata
#ai
#smartcity
#covid19

Description:
Description
The graph represents a network of 681 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, 04 June 2020 at 15:29 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 19-hour, 12-minute period from Thursday, 21 May 2020 at 01:30 UTC to Tuesday, 02 June 2020 at 20:43 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 : 681
Unique Edges : 477
Edges With Duplicates : 1217
Total Edges : 1694
Number of Edge Types : 5
Retweet : 460
MentionsInRetweet : 663
Tweet : 296
Mentions : 256
Replies to : 19
Self-Loops : 299
Reciprocated Vertex Pair Ratio : 0.0551378446115288
Reciprocated Edge Ratio : 0.104513064133017
Connected Components : 121
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 226
Maximum Edges in a Connected Component : 859
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.677925
Graph Density : 0.00181826034378509
Modularity : 0.471792
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 681 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, 04 June 2020 at 15:29 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 12-day, 19-hour, 12-minute period from Thursday, 21 May 2020 at 01:30 UTC to Tuesday, 02 June 2020 at 20:43 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:
[14] https://govloop.com/the-science-of-where-in-smart-states/
[9] https://gcn.com/articles/2019/10/23/ai-nascio.aspx
[8] https://development.money/explore-the-data/
[7] http://concours-french-iot.laposte.fr/?utm_source=Twitter&utm_medium=Social&utm_term=&utm_content=&utm_campaign=RS
[7] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-NYC-Works-to-Expand-Broadband.html
[7] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/coronavirus-tech-handbook-nl-45ba6d006c6c3ba63a71218fa994f668
[7] https://collecties.codefor.nl/
[7] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/collecties-codefor-nl-acc12cc82badce920190845633c17dbc
[7] https://medium.com/civictech/data-can-help-cities-respond-to-covid-19-9d07cf4ef5fb
[7] https://civictech.africa/covid19-sa-form/

Top URLs in Tweet in G1:
[3] https://lnkd.in/eR7Pqzr
[2] https://civictech.chat/2020/05/lisa-chung-usds-engineering
[2] https://medium.com/code-for-all/a-beginners-guide-to-civic-tech-66f070599ae6
[2] https://codeforamerica.zoom.us/meeting/register/tJ0oc-qtrT4tEtXOyEQE6yr3NlbTJgyto20n
[2] https://civictechfield.wpengine.com/
[2] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-NYC-Works-to-Expand-Broadband.html
[2] https://www.meetup.com/openseattle/events/bfjcrrybchblc/
[2] https://medium.com/@daithioduill/ask-what-you-can-do-c96548694fa
[2] https://www.youtube.com/watch?v=-a-Hp8m7CkM&feature=youtu.be

[1] http://helpwithcovid.ca

Top URLs in Tweet in G2:
[6] https://covid19.civictech.chiba.jp/
[1] https://twitter.com/top_ix/status/1263463971987902466
[1] https://twitter.com/annavtoriasmith/status/1262840840549851136
[1] https://www.govpilot.com/blog/business-continuity-five-key-factors-for-local-government
[1] https://www.linkedin.com/slink?code=gcsS8NC
[1] https://twitter.com/allafarce/status/1263483692141301760
[1] https://my.sociabble.com/fMeM7sckrtPB
[1] https://note.com/shoutengai/n/n8c3c35b4585d
[1] http://e-learning-teleformacion.blogspot.com/2019/02/network-mapping-ecosystem-marc-smith.html
[1] https://www.governing.com/now/COVID-19-Causes-Governments-to-Use-Tech-More.html?utm_term=COVID-19

Top URLs in Tweet in G3:
[7] http://concours-french-iot.laposte.fr/?utm_source=Twitter&utm_medium=Social&utm_term=&utm_content=&utm_campaign=RS
[1] https://concours-french-iot.laposte.fr
[1] https://digital-aquitaine.com/6eme-edition-concours-french-iot/

Top URLs in Tweet in G4:
[5] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-NYC-Works-to-Expand-Broadband.html
[5] https://www.eventbrite.com/e/civic-tech-showcase-virtual-tickets-106423991022
[2] https://www.meetup.com/Triangle-Code-for-America/events/270891186/
[1] https://publicinput.com/
[1] https://twitter.com/pfffr/status/1263954814469365762
[1] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Dr-Fauci-Address-Mayors-Cohort.html
[1] https://bit.ly/2TX3vde
[1] https://info.codeforamerica.org/qualitative-research
[1] https://twitter.com/nytimes/status/1265462755030695939
[1] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/we-helpen-9d5b452cda1b94950c568d077b15c827

Top URLs in Tweet in G5:
[5] https://mailchi.mp/0dd1ea927395/may-2020-mask-your-face-not-your-heart
[2] https://civichall.org/civicist/new-models/
[1] https://twitter.com/CodingItForward/status/1260694168676044800
[1] https://civichall.org/civicist/helping-hands/
[1] https://civichall.org/civicist/problematics/
[1] https://bit.ly/2zGA34k
[1] https://twitter.com/civictechguide/status/1265282060987650048
[1] https://civichall.org/civicist/next-generation-engagement-platforms-and-how-are-they-useful-right-now-part-1/
[1] https://floswhistle.org/results
[1] https://codeforbaltimoreteam.slack.com/join/shared_invite/zt-4m78ibqc-_fWcn4XLoqm2rQ661csgbA#/

Top URLs in Tweet in G6:
[3] https://twitter.com/electinth/status/1267321233911185409
[2] https://elect.in.th/civictech/
[1] https://elect.in.th/civictech/chapter02.html

Top URLs in Tweet in G7:
[2] https://theconversation.com/how-digital-tools-can-keep-democracy-thriving-during-lockdown-136547?utm_source=twitter&utm_medium=bylinetwitterbutton
[2] https://citizenos.com/news/challenges-in-the-field-of-participatory-e-democracy/
[1] https://www.citizenlab.co/blog/civic-tech/monthly-civic-tech-must-reads-7/?utm_source=twitter&utm_medium=smo&utm_campaign=blog_en
[1] https://www.citizenlab.co/blog/announcements/citizenlab-launches-its-global-partnership-programme/?utm_source=twitter&utm_medium=smo&utm_campaign=blog_en
[1] https://www.citizenlab.co/blog/civic-engagement/guide-to-participatory-budgeting/
[1] https://www.citizenlab.co/blog/civic-engagement/how-citizen-participation-helps-to-rebuild-trust-within-communities/?utm_source=twitter&utm_medium=smo&utm_campaign=blog_en
[1] https://mailchi.mp/citizenlab/citizenlab-newsletter-may2020-1510753
[1] https://www.citizenlab.co/blog/civic-tech/how-to-measure-impact-in-civic-tech/
[1] https://citizenos.com/news/challenges-in-the-field-of-participatory-e-democracy/?_scpsug=crawled,591669,en_766e0e1d7d806ed42526bdf7f0236ba8119bc4c65803a0cb5cc84f5e57413b98#_scpsug=crawled,591669,en_766e0e1d7d806ed42526bdf7f0236ba8119bc4c65803a0cb5cc84f5e57413b98

Top URLs in Tweet in G8:
[3] https://www.franceculture.fr/emissions/soft-power/soft-power-le-magazine-des-internets-emission-du-dimanche-31-mai-2020
[1] https://www.franceculture.fr/emissions/soft-power/soft-power-le-magazine-des-internets-emission-du-dimanche-08-mars-2020
[1] https://about.make.org/post/construisons-une-democratie-durable-pour-une-societe-resiliente

Top URLs in Tweet in G9:
[12] https://govloop.com/the-science-of-where-in-smart-states/
[8] https://gcn.com/articles/2019/10/23/ai-nascio.aspx
[1] http://SafeSwiss.com
[1] https://news.yahoo.com/mark-zuckerberg-said-worried-china-112140686.html
[1] https://news.yahoo.com/apple-whistleblower-publicly-decried-company-085142166.html

Top URLs in Tweet in G10:
[1] http://bit.ly/cc4csos

Top Domains
Top Domains in Tweet in Entire Graph:
[101] codefor.nl
[61] twitter.com
[35] medium.com
[16] civictech.africa
[14] govloop.com
[11] eventbrite.com
[9] computronix.com
[9] gcn.com
[8] laposte.fr
[8] govtech.com

Top Domains in Tweet in G1:
[9] twitter.com
[6] medium.com
[4] lnkd.in
[4] youtube.com
[3] civictech.chat
[3] civictech.guide
[2] zoom.us
[2] wpengine.com
[2] govtech.com
[2] meetup.com

Top Domains in Tweet in G2:
[11] twitter.com
[7] chiba.jp
[4] linkedin.com
[3] netlify.app
[2] peatix.com
[1] govpilot.com
[1] sociabble.com
[1] note.com
[1] blogspot.com
[1] governing.com

Top Domains in Tweet in G3:
[8] laposte.fr
[1] digital-aquitaine.com

Top Domains in Tweet in G4:
[6] govtech.com
[5] eventbrite.com
[2] twitter.com
[2] meetup.com
[1] publicinput.com
[1] bit.ly
[1] codeforamerica.org
[1] codefor.nl
[1] lalibre.be
[1] mailchi.mp

Top Domains in Tweet in G5:
[5] civichall.org
[5] mailchi.mp
[2] twitter.com
[1] bit.ly
[1] floswhistle.org
[1] slack.com
[1] eventbrite.com

Top Domains in Tweet in G6:
[3] twitter.com
[3] in.th

Top Domains in Tweet in G7:
[5] citizenlab.co
[3] citizenos.com
[2] theconversation.com
[1] mailchi.mp

Top Domains in Tweet in G8:
[4] franceculture.fr
[1] make.org

Top Domains in Tweet in G9:
[12] govloop.com
[8] gcn.com
[2] yahoo.com
[1] safeswiss.com

Top Domains in Tweet in G10:
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[552] civictech
[201] govtech
[92] collectie
[41] opendata
[39] ai
[38] smartcity
[37] covid19
[37] stateandlocal
[37] santé
[31] startup



Top Hashtags in Tweet in G1:
[68] civictech
[15] opendata
[6] covid19
[6] govtech
[5] unprecedented
[5] digitalgov
[5] digileaders
[4] civictechto
[4] tech
[3] cfabrigade

Top Hashtags in Tweet in G2:
[40] civictech
[10] govtech
[5] politics
[5] civicengagement
[4] publicsector
[4] covid19
[3] government
[3] smartcities
[3] innovation
[3] opengov

Top Hashtags in Tweet in G3:
[36] santé
[34] smartcity
[31] startup
[29] services
[20] civictech
[19] govtech
[15] mobilité
[12] frenchiot
[8] santã©
[8] deeptech

Top Hashtags in Tweet in G4:
[44] civictech
[20] govtech
[6] covid
[5] opendata
[5] opengov
[3] cfabrigade
[3] stateandlocal
[3] participation
[2] cybersecurity
[2] security

Top Hashtags in Tweet in G5:
[21] civictech
[5] covid19
[5] pandemic
[5] cfabrigade
[4] harvardpic2020
[4] firstpost
[4] opensource
[4] engagementplatforms
[3] civichacking
[2] gis

Top Hashtags in Tweet in G6:
[24] civictech
[9] govtech
[2] electinth

Top Hashtags in Tweet in G7:
[13] civictech
[6] citizenparticipation
[5] localgov
[3] digitaldemocracy
[3] demopart
[2] partners
[2] edemocracy
[1] futureofdemocracy
[1] partnership
[1] govtech

Top Hashtags in Tweet in G8:
[8] civictech
[4] softpower
[2] tigerking
[1] démocratie
[1] mondeapres
[1] democracy

Top Hashtags in Tweet in G9:
[12] locationanalytics
[12] smartcities
[9] bigdata
[9] datascience
[9] ai
[8] bots
[8] automation
[3] civictech
[2] machinelearning
[2] iot

Top Hashtags in Tweet in G10:
[2] civictech

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[68] #civictech
[24] work
[22] tech
[21] code4ca
[19] learn
[16] 19
[15] #opendata
[15] covid
[14] interest
[13] folks

Top Words in Tweet in G2:
[40] #civictech
[10] #govtech
[8] æ
[6] more
[5] data
[5] #politics
[5] #civicengagement
[4] #publicsector
[4] #covid19
[4] civictech

Top Words in Tweet in G3:
[36] #santé
[31] objet
[31] appli
[31] plateforme
[31] #startup
[30] #smartcity
[29] #services
[25] connecté
[23] développez
[20] #civictech

Top Words in Tweet in G4:
[44] #civictech
[22] more
[22] ncopenpass
[20] #govtech
[20] raleighbrigade
[15] hear
[15] june
[13] codeforamerica
[12] call
[12] join

Top Words in Tweet in G5:
[21] #civictech
[10] codingitforward
[7] check
[6] final
[6] call
[6] signed
[6] mentor
[6] incoming
[6] interns
[6] bright

Top Words in Tweet in G6:
[105] ˆà
[47] ªà
[45] µà
[44] šà
[32] žà
[24] #civictech
[22] electinth
[15] Ĉ
[12] งท
[9] #govtech

Top Words in Tweet in G7:
[13] #civictech
[8] citizenlabco
[6] #citizenparticipation
[5] world
[5] participatory
[5] trust
[5] #localgov
[4] find
[4] budgeting
[4] more

Top Words in Tweet in G8:
[12] démocratie
[10] make_org
[8] participative
[8] #civictech
[7] société
[6] construisons
[6] durable
[6] résiliente
[6] plusieurs
[6] acteurs

Top Words in Tweet in G9:
[18] kirkdborne
[12] #locationanalytics
[12] science
[12] foundation
[12] #smartcities
[12] smart
[12] states
[11] ca
[9] #bigdata
[9] #datascience

Top Words in Tweet in G10:
[21] civichive
[16] csos
[15] continued
[15] efforts
[15] make
[15] sure
[15] tell
[15] stories
[15] communicate
[15] demography

Top Word Pairs
Top Word Pairs in Tweet in G2:
[15] æ,æ
[13] #govtech,#civictech
[13] #civictech,#app
[10] #app,#anticorruption
[8] #anticorruption,#civicengagement
[8] #civicengagement,#empowerment
[8] #empowerment,#unrigthesystem
[8] #unrigthesystem,#politics
[8] #politics,#duopoly
[8] learn,more

Top Word Pairs in Tweet in G3:
[4] appli,plateforme
[3] #santé,#smartcity
[3] développez,objet
[3] objet,connecté
[3] connecté,appli
[3] plateforme,#services
[3] #services,#santé
[3] #govtech,#civictech
[3] #smartcity,#mobilité
[2] #startup,développez

Top Word Pairs in Tweet in G4:
[31] come,hear
[24] civic,tech
[23] call,upon
[23] upon,entire
[23] entire,#govtech
[23] #govtech,#civictech
[23] #civictech,movements
[18] movements,rededicate
[15] rededicate,ourselves
[11] ourselves,building

Top Word Pairs in Tweet in G5:
[11] final,call
[11] call,signed
[10] signed,mentor
[10] mentor,incoming
[10] incoming,codingitforward
[10] codingitforward,interns
[10] interns,bright
[10] bright,future
[10] future,saving
[10] next,gen

Top Word Pairs in Tweet in G6:
[6] µà,ˆà
[6] ˆà,šà
[6] žà,ˆà
[6] šà,ªà
[6] ˆà,ªà
[6] ªà,ˆà
[6] ˆà,žà
[6] µà,ªà
[6] ˆà,ˆà
[6] šà,šà

Top Word Pairs in Tweet in G7:
[29] participatory,budgeting
[28] believe,#citizenparticipation
[17] #citizenparticipation,help
[16] help,rebuild
[16] rebuild,trust
[16] trust,unity
[16] unity,different
[15] different,ways
[15] ways,#localgov
[14] great,see

Top Word Pairs in Tweet in G8:
[4] construisons,démocratie
[4] démocratie,durable
[4] durable,société
[4] société,résiliente
[4] résiliente,plusieurs
[4] plusieurs,acteurs
[4] acteurs,démocratie
[4] démocratie,participative
[4] make_org,construisons
[3] numã,rique

Top Word Pairs in Tweet in G9:
[6] #locationanalytics,science
[6] science,foundation
[6] foundation,#smartcities
[6] #smartcities,smart
[6] smart,states
[6] kirkdborne,#locationanalytics
[6] states,ca
[6] #bigdata,#datascience
[5] state,level
[4] level,#ai

Top Word Pairs in Tweet in G10:
[12] continued,efforts
[12] efforts,make
[12] make,sure
[12] sure,csos
[12] csos,tell
[11] tell,stories
[11] stories,communicate
[9] communicate,demography
[8] civichive,continued
[8] demography,bri

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@electinth
@code4ca
@ncopenpass
@raleighbrigade
@civichive
@civictechafrica
@kirkdborne
@codeforamerica
@technologyliz
@groupelaposte

Top Mentioned in G1:
@code4ca
@usds
@civictechchat
@codeforall
@kellysiii
@daithioduill
@democracylab
@civictechto
@code
@skaidrap

Top Mentioned in G2:

Top Mentioned in G3:
@groupelaposte
@lpnews_idf
@digitaqui
@grandenov
@lpnews_hdf
@emmanuel_vaslin
@digital113_
@paloaltours
@moussa21800
@magneticbx

Top Mentioned in G4:
@ncopenpass
@raleighbrigade
@codeforamerica
@codeforphilly
@riotonsocial
@jgperrin
@pennmedicine
@rebeckybot
@nycha
@lafrenchtech

Top Mentioned in G5:
@codingitforward
@claricechan
@civichall
@ilab
@codeforsanjose
@smartcityexpo
@mlsif
@codeforbmore
@codefordayton
@elburnett

Top Mentioned in G6:
@electinth
@klaikong

Top Mentioned in G7:
@citizenlabco
@citizen_os
@nathalieejd
@conversationuk
@democracyos
@nesta_uk
@naomiaklein
@sounddiplomacy
@j_kirby1
@talktosema

Top Mentioned in G8:
@make_org
@martelf
@axeldauchez
@sogood_stories
@franckannese
@chloe_froissart
@zoesfez
@empaquette
@gerard_larcher

Top Mentioned in G9:
@kirkdborne
@ca
@davidbruno_ca
@candrews

Top Mentioned in G10:
@civichive

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@ottlegalrebels
@eraser
@ronthornton
@femtech_
@rousseauagnes
@thunmini2540
@walkerdl

Top Tweeters in G1:
@yo5c8a
@arthursmid
@codeforpdx
@mjrichardson_to
@open_eugene
@cityofboston
@kensadahiro
@cmsgov
@nesta_uk
@mzagaja

Top Tweeters in G2:
@eraser
@nasderd
@amyalex63
@niconico0005
@tnewmstweet
@cydharrell
@ppolitics
@rlingle
@pedalhigh_tw
@sukiyer18

Top Tweeters in G3:
@rousseauagnes
@lesguer_lionel
@advimotion_fr
@claudecalmes
@groupelaposte
@yaelboublil
@cieclerabtic
@baugeenanjou
@emmanuel_vaslin
@magneticbx

Top Tweeters in G4:
@ronthornton
@ricardo_ik_ahau
@jag_____
@cdorobek
@ryanko
@philadelphiagov
@jhibbets
@govtechnews
@ncslorg
@codeforamerica

Top Tweeters in G5:
@southstep
@thesiliconhill
@naattuvarthakal
@khoney
@smartcityexpo
@mlsif
@stevage1
@nextdaybetter
@civichall
@leeeeanz

Top Tweeters in G6:
@thunmini2540
@nottocini
@pprp_unofficial
@pcockea
@supinya
@tamwb
@rsun_shine
@peribling
@ck_north
@zenith_zealotry

Top Tweeters in G7:
@conversationuk
@llthingscitizen
@kgditcham
@naomiaklein
@grace_2_000
@citizensforeu
@robertorocco
@citizenlabco
@mana
@sounddiplomacy

Top Tweeters in G8:
@dominoisf
@benoit_gregory
@marilor
@make
@franckannese
@axeldauchez
@richardferrand
@gerard_larcher
@empaquette
@zoesfez

Top Tweeters in G9:
@chidambara09
@websecurityit
@akdm_bot
@machine_ml
@kirkdborne
@iot_technojeder
@msarozz
@wiomax_pa
@quasagroup
@prakashadvani

Top Tweeters in G10:
@akintonmide
@ose_anenih
@seunonigbinde
@budgitng
@bolarinwaiyanu
@abiolaafo
@a1002kio
@citizen_gavel
@civichive
@adeholafatoki


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