civictech, Twitter, 2/20/2020 2:20:54 AM, 221563


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civictech_2020-02-19_18-14-24.xlsx
civictech_2020-02-19_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 20, 2020
Short Description:
civictech via NodeXL http://bit.ly/2uQxZog
@govtechnews
@codeforamerica
@civichall
@thegovlab
@compcommunityde
@virgiledeville
@annegaelc
@civictechguide
@opensourcepol
@cydharrell

Top hashtags:
#civictech
#govtech
#stateandlocal
#security
#cybersecurity
#smartcity

Description:
Description
The graph represents a network of 694 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, 20 February 2020 at 02:14 UTC.

The requested start date was Thursday, 20 February 2020 at 01:01 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 8-day, 12-hour, 29-minute period from Thursday, 06 February 2020 at 01:23 UTC to Friday, 14 February 2020 at 13:53 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 : 694
Unique Edges : 938
Edges With Duplicates : 190
Total Edges : 1128
Number of Edge Types : 4
Tweet : 171
MentionsInRetweet : 688
Mentions : 258
Replies to : 11
Self-Loops : 171
Reciprocated Vertex Pair Ratio : 0.0550351288056206
Reciprocated Edge Ratio : 0.104328523862375
Connected Components : 122
Single-Vertex Connected Components : 41
Maximum Vertices in a Connected Component : 131
Maximum Edges in a Connected Component : 243
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.079959
Graph Density : 0.00187340677254222
Modularity : 0.767741
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 694 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, 20 February 2020 at 02:14 UTC.

The requested start date was Thursday, 20 February 2020 at 01:01 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 8-day, 12-hour, 29-minute period from Thursday, 06 February 2020 at 01:23 UTC to Friday, 14 February 2020 at 13:53 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://decidim.org/
[9] https://techtalks.codefor.nl
[6] https://www.wired.co.uk/article/government-technology
[6] https://civichall.org/civicist/summer-2020-tech-and-social-good-opportunities/
[6] https://medium.com/civictech/expression-of-interest-showcase-your-innovative-civic-tech-project-at-ctif2020-2e3853807235
[5] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[5] https://unite.un.org/techevents
[5] http://wrld.bg/5KFD30q2JIi
[4] https://www.zdnet.com/article/this-crafty-malware-makes-you-retype-your-passwords-so-it-can-steal-them/
[4] https://vancouversun.com/business/local-business/accused-in-alleged-canada-revenue-agency-scam-fled-to-china-police

Top URLs in Tweet in G1:
[4] https://medium.com/alloydotus/how-do-we-stop-another-iowa-tech-nightmare-the-answers-are-hiding-in-plain-sight-3cad991231df
[3] https://twitter.com/hackyourcity/status/1227671316355895296
[1] https://twitter.com/BrookingsMetro/status/1225790073049960448
[1] https://twitter.com/cydharrell/status/1224588218621804546
[1] https://twitter.com/jasonfried/status/1225960084334878720
[1] https://dscout.com/people-nerds/the-ux-sense-of-service?utm_source=twitter&utm_medium=social&utm_campaign=cyd-harrell-ux-sense-of-service
[1] https://twitter.com/cydharrell/status/1225274596099641345

Top URLs in Tweet in G2:
[3] https://www.wired.co.uk/article/government-technology
[1] https://twitter.com/anthonygarvan/status/1225251291640868871
[1] https://t.co/XhZ0l944Cp
[1] https://twitter.com/Transfonumpolit/statuses/1225078575449153536
[1] https://design.cnil.fr/
[1] https://b.hatena.ne.jp/entry/s/tom2rd.sakura.ne.jp/hanakotech/2020/02/06/post-14356/
[1] https://b.hatena.ne.jp/-/redirect?code=77502f725e506b55774352345e502f4a7721773e5e207759&location_id=4681147509882039810&signature=09caca8f284d53a25c9796b49f9ccba4f92ab206fc5dd24361c55fbc313482f0
[1] http://www.lcp.fr/emissions/296355-mossoul-apres-la-guerre
[1] https://twitter.com/TechCrunch/status/1225498252440719360
[1] https://twitter.com/waldojaquith/status/1225146388310372353

Top URLs in Tweet in G3:
[6] https://civichall.org/civicist/summer-2020-tech-and-social-good-opportunities/
[3] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Oklahoma-City-Seeks-First-Innovation-Officer.html
[3] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-How-7-Cities-Plan-to-Fail-Forward.html
[2] https://www.govtech.com/gov-experience/Washingtons-Voting-App-Could-be-a-Litmus-Test-for-Others.html
[2] https://www.govtech.com/biz/Civic-Participation-Startup-ePluribus-Changes-Name-Adds-Digital-IDs.html
[1] https://www.govtech.com/civic/San-Diego-Expands-Popular-City-Service-Reporting-App.html
[1] https://www.govtech.com/biz/NIC-Adds-Mobile-Passport-Application-and-Renewal-to-Gov2Go.html
[1] https://twitter.com/cadotgov/status/1225153084965310465
[1] https://twitter.com/codeforamerica/status/1228016997595799554
[1] https://civichall.org/civicist/decrapification/

Top URLs in Tweet in G4:
[1] https://medium.com/@efipm/10-civictech-use-cases-a-tour-around-the-world-f9b33f2a4ba5

Top URLs in Tweet in G5:
[1] https://twitter.com/IFC_org/status/1223389027577081856
[1] https://opportunities.codeforafrica.org/2020/01/28/software-engineer-ux-dar-nairobi/
[1] https://firstbranchforecast.com/2020/02/06/foia-legislative-support-agencies-transparency/

Top URLs in Tweet in G6:
[2] https://www.eventbrite.com/e/nyc-school-of-data-2020-tickets-92389440303
[1] https://twitter.com/BetaNYC/status/1224354886034345990
[1] https://twitter.com/csforallnyc/status/1225825170646016000
[1] https://twitter.com/jasmincardona11/status/1228044412963426304
[1] https://schoolofdata.nyc/2020-registration-is-open/
[1] https://www.youtube.com/watch?v=PRnB8_fFKoM&feature=youtu.be

[1] https://twitter.com/BetaNYC/status/1225064959937335296
[1] https://civictech.guide/
[1] https://civictech.guide/listing/work4germany/
[1] https://civictech.guide/new

Top URLs in Tweet in G7:
[1] https://twitter.com/OpenSourcePol/status/1227963471146504192
[1] https://medias-cite.coop/civic-tech-la-democratie-depoussieree/?fbclid=IwAR0r_pBuF35aAX7Gb-XTyNY_kHRWjSN_vy4BzKinyup7-2vsiDpZ1PFHA1U
[1] https://profilpublic.fr/evenements/apero-enthusiasts-la-civic-tech/
[1] https://www.lafranceenquete.fr/media/v0hipjqz/la-france-en-que-te-rapport.pdf

Top URLs in Tweet in G8:
[3] https://www.fusion-78-92.fr/

Top URLs in Tweet in G9:
[1] https://twitter.com/bjpols/status/1228260150202576896
[1] https://www.citizentech.org/pages/introduction.html
[1] https://www.wired.co.uk/article/government-technology

Top URLs in Tweet in G10:
[11] https://decidim.org/
[1] https://decidim.org/blog/en/2020-02-06-developers-grant-decidimfem-dev-programme/
[1] https://decidim.org/blog/es/2020-02-06-becas-para-desarrolladoras-decidimfem-dev-programme/

Top Domains
Top Domains in Tweet in Entire Graph:
[51] twitter.com
[27] codefor.nl
[21] medium.com
[13] decidim.org
[12] govtech.com
[10] civichall.org
[7] zdnet.com
[7] yahoo.com
[7] computronix.com
[6] co.uk

Top Domains in Tweet in G1:
[7] twitter.com
[4] medium.com
[1] dscout.com

Top Domains in Tweet in G2:
[11] twitter.com
[3] co.uk
[3] medium.com
[2] ne.jp
[2] facebook.com
[2] civictech.guide
[1] t.co
[1] cnil.fr
[1] lcp.fr
[1] cidadania20.com

Top Domains in Tweet in G3:
[12] govtech.com
[9] civichall.org
[4] twitter.com

Top Domains in Tweet in G4:
[1] medium.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] codeforafrica.org
[1] firstbranchforecast.com

Top Domains in Tweet in G6:
[4] twitter.com
[3] civictech.guide
[3] citizenlab.co
[2] eventbrite.com
[1] schoolofdata.nyc
[1] youtube.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] medias-cite.coop
[1] profilpublic.fr
[1] lafranceenquete.fr

Top Domains in Tweet in G8:
[3] fusion-78-92.fr

Top Domains in Tweet in G9:
[1] twitter.com
[1] citizentech.org
[1] co.uk

Top Domains in Tweet in G10:
[13] decidim.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[412] civictech
[96] govtech
[41] stateandlocal
[30] security
[26] cybersecurity
[23] smartcity
[23] opendata
[23] ai
[19] fintech
[19] navdeepsbains



Top Hashtags in Tweet in G1:
[34] civictech
[3] dataprivacy
[1] uxresearch
[1] rso
[1] opensource
[1] techforgood
[1] lowtech
[1] iowacauscuses
[1] 2020elections
[1] data

Top Hashtags in Tweet in G2:
[38] civictech
[3] govtech
[3] democracy
[2] gov
[2] gafam
[2] crowdsourcing
[2] citizenos
[2] edemocracy
[2] digitaldemocracy
[2] participatorydemocracy

Top Hashtags in Tweet in G3:
[28] civictech
[14] govtech
[9] stateandlocal
[3] firstpost
[3] intheloop
[3] opportunities
[3] cfasummit
[2] security
[2] ca
[1] nobarriers

Top Hashtags in Tweet in G4:
[1] civictech
[1] democracy
[1] technology

Top Hashtags in Tweet in G5:
[17] africandroneforum
[17] adf2020
[11] civictech
[8] jobalert
[4] data
[2] civictext
[1] wanadata
[1] extractive
[1] opengov
[1] foia

Top Hashtags in Tweet in G6:
[21] civictech
[11] opendata
[8] localgov
[6] servicedesign
[5] civicengagement
[4] citizenparticipation
[3] hackleague
[3] participation
[2] civictechfieldguide
[2] digitaldemocracy

Top Hashtags in Tweet in G7:
[8] civictech
[1] franceconnect
[1] govtech

Top Hashtags in Tweet in G8:
[18] fusion7892
[3] civictech
[3] hautsdeseine_yvelines
[1] concertation
[1] innovation

Top Hashtags in Tweet in G9:
[6] civictech
[2] demopart
[1] techforgood

Top Hashtags in Tweet in G10:
[12] floss
[11] grants
[6] civictech
[5] grant
[1] womeninscience
[1] womeninstemm

Top Words
Top Words in Tweet in Entire Graph:
[479] Words in Sentiment List#1: Positive
[190] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[15141] Non-categorized Words
[15810] Total Words
[410] #civictech
[96] #govtech
[79] tech
[53] cydharrell
[50] join

Top Words in Tweet in G1:
[52] cydharrell
[32] #civictech
[30] appear
[30] app
[29] iowa
[29] monday
[29] struggling
[29] earnest
[29] team
[18] it'sâ

Top Words in Tweet in G2:
[38] #civictech
[7] tech
[6] civic
[4] ãƒ
[3] #govtech
[3] parler
[3] design
[3] good
[3] much
[3] help

Top Words in Tweet in G3:
[28] #civictech
[14] #govtech
[11] tech
[10] civic
[9] #stateandlocal
[8] civichall
[7] govtechnews
[7] check
[6] work
[6] guide

Top Words in Tweet in G4:
[10] xbond49
[10] ursbolt
[10] neiraosci
[10] oluskayacan
[10] davidbundirisk
[10] psb_dc
[10] henriarslanian
[10] capital_finserv
[10] fintech_matt
[10] ottlegalrebels

Top Words in Tweet in G5:
[19] justinarenstein
[18] part
[17] favorite
[17] #africandroneforum
[17] bringing
[17] young
[17] pioneers
[17] 11
[17] african
[17] countries

Top Words in Tweet in G6:
[21] #civictech
[12] nycsodata
[11] join
[11] #opendata
[10] betanyc
[9] best
[8] 10
[8] projects
[8] citizenlabco
[8] #localgov

Top Words in Tweet in G7:
[18] tech
[9] good
[9] enthusiasts
[9] latitudestfg
[9] invitent
[9] croiser
[9] expériences
[9] service
[9] projets
[8] #civictech

Top Words in Tweet in G8:
[31] les_yvelines
[23] hautsdeseinefr
[19] participation
[19] citoyenne
[18] #fusion7892
[18] engagent
[18] ouvrant
[15] âž
[14] dã
[13] sâ

Top Words in Tweet in G9:
[20] tech
[9] participatory
[8] those
[8] interested
[8] promoting
[8] participation
[8] bjpols
[8] paper
[8] vote
[8] experiment

Top Words in Tweet in G10:
[17] apply
[16] biggest
[14] digitalfems
[12] #floss
[11] call
[11] impostor
[11] syndrome
[11] #grants
[11] female
[11] coders

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[52] #civictech,#govtech
[30] iowa,app
[29] app,monday
[29] monday,struggling
[29] struggling,appear
[29] appear,earnest
[29] earnest,team
[28] #stateandlocal,#security
[28] cydharrell,iowa
[27] #security,#civictech

Top Word Pairs in Tweet in G1:
[29] iowa,app
[29] app,monday
[29] monday,struggling
[29] struggling,appear
[29] appear,earnest
[29] earnest,team
[28] cydharrell,iowa
[18] team,it'sâ
[9] hey,#civictech
[9] #civictech,everyone

Top Word Pairs in Tweet in G2:
[3] civic,tech
[2] #govtech,#civictech
[2] ãƒ,ãƒ
[2] ÿã,šã
[2] roubos,cargas
[2] join,team
[2] #civictech,#citizenos
[2] democracy,tech
[2] tech,next
[2] next,hot

Top Word Pairs in Tweet in G3:
[10] #civictech,#govtech
[9] civic,tech
[7] #govtech,#stateandlocal
[5] govtechnews,civic
[3] tech,oklahoma
[3] oklahoma,city
[3] city,seeks
[3] seeks,first
[3] first,innovation
[3] innovation,officer

Top Word Pairs in Tweet in G4:
[10] xbond49,ursbolt
[10] ursbolt,neiraosci
[10] neiraosci,oluskayacan
[10] oluskayacan,davidbundirisk
[10] davidbundirisk,psb_dc
[10] psb_dc,henriarslanian
[10] henriarslanian,capital_finserv
[10] capital_finserv,fintech_matt
[10] fintech_matt,ottlegalrebels
[9] efipm,xbond49

Top Word Pairs in Tweet in G5:
[17] favorite,part
[17] part,#africandroneforum
[17] #africandroneforum,bringing
[17] bringing,young
[17] young,pioneers
[17] pioneers,11
[17] 11,african
[17] african,countries
[17] countries,#adf2020
[16] justinarenstein,favorite

Top Word Pairs in Tweet in G6:
[6] join,nyc's
[6] nyc's,best
[6] best,#civictech
[6] #civictech,#opendata
[6] #opendata,#servicedesign
[6] #servicedesign,conference
[6] conference,nycsodata
[6] nycsodata,hard
[6] hard,work
[6] work,scheduling

Top Word Pairs in Tweet in G7:
[9] tech,good
[9] good,enthusiasts
[9] enthusiasts,latitudestfg
[9] latitudestfg,invitent
[9] invitent,croiser
[9] croiser,expériences
[9] expériences,service
[9] service,projets
[9] projets,tech
[8] learoux12,tech

Top Word Pairs in Tweet in G8:
[19] participation,citoyenne
[18] #fusion7892,hautsdeseinefr
[18] citoyenne,ouvrant
[13] hautsdeseinefr,âž
[13] âž,les_yvelines
[13] les_yvelines,sâ
[13] sâ,engagent
[13] engagent,dã
[13] dã,marche
[13] marche,participation

Top Word Pairs in Tweet in G9:
[8] those,interested
[8] interested,promoting
[8] promoting,participation
[8] participation,tech
[8] tech,bjpols
[8] bjpols,paper
[8] paper,vote
[8] vote,experiment
[7] participatory,those
[4] 2020,year

Top Word Pairs in Tweet in G10:
[11] call,apply
[11] apply,impostor
[11] impostor,syndrome
[11] syndrome,#grants
[11] #grants,female
[11] female,coders
[11] coders,biggest
[11] biggest,#floss
[10] digitalfems,call
[10] #floss,#

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cydharrell
@davidbruno_ca
@justinarenstein
@les_yvelines
@hautsdeseinefr
@make_org
@digitalfems
@nycsodata
@prototypefund
@betanyc

Top Mentioned in G1:
@cydharrell
@mikeydickerson
@digitcamp
@brooking
@brookingsmetro
@dscout
@adrianapeyruse
@alloydotus

Top Mentioned in G2:

Top Mentioned in G3:
@civichall
@govtechnews
@codeforamerica
@mstem
@cityof
@join_the_heard
@aidan_mccarty_
@cadotgov
@sarahschacht
@oddballio

Top Mentioned in G4:
@ursbolt
@neiraosci
@oluskayacan
@davidbundirisk
@psb_dc
@henriarslanian
@capital_finserv
@fintech_matt
@ottlegalrebels
@efipm

Top Mentioned in G5:
@justinarenstein
@code4africa
@congressradar
@africandroneorg
@ifc_org
@civictexts

Top Mentioned in G6:
@nycsodata
@betanyc
@citizenlabco
@carequalitycomm
@rdodell
@nycgov
@civictechguide
@codingitforward
@govshop
@effgov

Top Mentioned in G7:
@latitudestfg
@learoux12
@valentinchaput
@opensourcepol
@destin_commun
@mic_global
@eloise_gabadou
@mediascite
@virgiledeville
@_moustachu

Top Mentioned in G8:
@les_yvelines
@hautsdeseinefr
@capcollectif

Top Mentioned in G9:
@participatory
@bjpols
@mau_mejiag
@steiny
@worldbank

Top Mentioned in G10:
@digitalfems
@decidim_org

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@ottlegalrebels
@cybersec_feeds
@itswanda
@fintechna
@hitee_
@akwyz
@taieb_bot
@jonathancohn
@frackhazreveal

Top Tweeters in G1:
@itswanda
@justbementalist
@jkohlmann
@hbadventure
@jukesie
@fraying
@thebestsophist
@yesct
@slightlylate
@kcm74

Top Tweeters in G2:
@gianlucasgueo
@benavent
@annholman
@triakt_tpe
@cwardell
@lewebdigital
@maryjanechatbot
@incho15296
@jwaggo
@tom2rd

Top Tweeters in G3:
@codeforpdx
@philadelphiagov
@govtechnews
@aspeninstitute
@mstem
@codeforamerica
@bigmikd1
@sarahschacht
@cityofatlanta
@mogov

Top Tweeters in G4:
@sectest9
@ottlegalrebels
@akwyz
@ipfconline1
@jblefevre60
@cybersecurityn8
@psb_dc
@avrohomg
@ahier
@digitalcloudgal

Top Tweeters in G5:
@pcdnetwork
@digiphile
@jesstingaround
@ifc_org
@uav4ag
@b_khadijat
@justinarenstein
@s85178938
@code4africa
@prasannalaldas

Top Tweeters in G6:
@govloop
@noneck
@nycgov
@carequalitycomm
@youtube
@llthingscitizen
@botwikidotorg
@mlsif
@stevendewaal
@betanyc

Top Tweeters in G7:
@senat
@thomascottinet
@valentinchaput
@virgiledeville
@opengovfr
@opensourcepol
@angela2santiago
@lena_du_mont
@latitudestfg
@antoinegaboriau

Top Tweeters in G8:
@candylou78
@alafon
@hautsdeseinefr
@ebb92100
@cedric_decoeur
@les_yvelines
@interbevidf
@mplimoge
@josianefischer
@ctricartour

Top Tweeters in G9:
@bennosaurus
@tom_wein
@worldbank
@fisher_danar
@claudiachwalisz
@carole_gaita
@caroli_isautier
@discomplex
@participatory
@bjpols

Top Tweeters in G10:
@ckohtala
@od3ol
@chumillas
@ellaquimica
@ysalazar_m
@ruthlesstwitts
@codegram
@viquidonesupf
@decidim_org
@dimmonsnet


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