civictech, Twitter, 4/15/2021 11:14:36 PM, 252860


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civictech_2021-04-15_08-16-54.xlsx
civictech_2021-04-15_08-16-54.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 15, 2021
Short Description:
civictech via NodeXL https://bit.ly/3gdKGyx
@opensource_orgs
@prototypefundch
@codeforpdx
@codeforall
@jpagroenen
@code4ca
@cydharrell
@policerewired
@civictechguide
@kirkdborne

Top hashtags:
#civictech
#govtech
#opensource
#opendata
#policing
#bigdata
#ziguinchor

Description:
Description
The graph represents a network of 960 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, 15 April 2021 at 15:18 UTC.

The requested start date was Thursday, 15 April 2021 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, 17-hour, 50-minute period from Thursday, 01 April 2021 at 06:07 UTC to Wednesday, 14 April 2021 at 23:57 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 : 960
Unique Edges : 690
Edges With Duplicates : 1767
Total Edges : 2457
Number of Edge Types : 5
Tweet : 245
Mentions : 399
Retweet : 734
MentionsInRetweet : 1047
Replies to : 32
Self-Loops : 251
Reciprocated Vertex Pair Ratio : 0.0575
Reciprocated Edge Ratio : 0.108747044917258
Connected Components : 112
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 547
Maximum Edges in a Connected Component : 1620
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.334579
Graph Density : 0.0013783889468196
Modularity : 0.48253
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 960 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, 15 April 2021 at 15:18 UTC.

The requested start date was Thursday, 15 April 2021 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, 17-hour, 50-minute period from Thursday, 01 April 2021 at 06:07 UTC to Wednesday, 14 April 2021 at 23:57 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:
[6] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727
[3] https://twitter.com/cypher007/status/1376544787130646531
[2] https://www.eventbrite.com/e/building-a-congressional-digital-service-tickets-149371302587?utm_source=TechCongress+Newsletter+%28Supports+%2B+Opt-Ins%29&utm_campaign=cb6c92ff50-EMAIL_CAMPAIGN_2019_06_04_07_46_COPY_01&utm_medium=email&utm_term=0_0b18ebca13-cb6c92ff50-462479789
[1] https://mybroadband.co.za/news/government/391607-brutal-battle-between-whatsapp-and-south-africas-govchat.html
[1] https://teams.microsoft.com/l/meetup-join/19:meeting_MDZhZDA2YjItZTcwZC00ODk4LWFjNWEtOTdmMDE2MzQyOTQ3@thread.v2/0?context={"Tid":"2e0edbdf-dd29-4623-9949-25564068c338","Oid":"de8b0d43-a57b-4652-8c20-7cd515b67777","IsBroadcastMeeting":true}
[1] https://cipesa.org/2020/10/african-civic-tech-and-covid-19-five-emerging-trends/
[1] https://twitter.com/tonitwhitley/status/1377573590531338242
[1] https://opendatascience.com/civic-data-science-for-the-charles-river-watershed-association/
[1] https://bellmar.medium.com/fix-ai-in-the-private-sector-by-fixing-it-in-the-military-first-d2d1bc6cb4a?ref=quuu
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fcivictech.tv%2Fvideos%2F292374328929196

Top URLs in Tweet in G3:
[1] https://www.democracylab.org/projects/486

Top URLs in Tweet in G4:
[3] https://twitter.com/cypher007/status/1376544787130646531

Top URLs in Tweet in G8:
[6] https://engage.bah.com/Article/Redirect/d470a000-ce55-440c-bfb0-193a6e0723d7?uc=30185&g=8cd89a62-3961-49fd-80b9-44b60fa1d356&f=142727

Top URLs in Tweet in G10:
[1] https://www.academia.edu/13297008/Open_Government_Gobierno_Abierto
[1] https://www.academia.edu/10351890/Presente_y_futuro_del_Gobierno_Abierto_Hackear_el_Gobierno_reprogramar_la_Administraci%C3%B3n_P%C3%BAblica_y_configurar_una_nueva_infraestructura_c%C3%ADvica
[1] https://www.academia.edu/3013878/La_Promesa_del_Gobierno_Abierto
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fcivictech.tv%2Fvideos%2F292374328929196

Top Domains
Top Domains in Tweet in Entire Graph:
[83] twitter.com
[36] bah.com
[23] medium.com
[21] civictech.africa
[20] granicus.com
[15] codefor.nl
[12] arxiv.org
[11] gov.uk
[10] civictech.guide
[9] youtube.com

Top Domains in Tweet in G1:
[10] twitter.com
[4] eventbrite.com
[4] medium.com
[3] okt.to
[2] pif.gov
[1] zoom.us
[1] gsa.gov
[1] hhs.gov
[1] mit.edu
[1] govtech.com

Top Domains in Tweet in G2:
[8] opendata.ch
[3] onlyoffice.com
[2] canalalpha.ch
[2] twitter.com
[2] co.uk
[1] typeform.com
[1] projektchplus.ch

Top Domains in Tweet in G3:
[21] civictech.africa
[9] medium.com
[7] youtube.com
[4] co.uk
[2] twitter.com
[2] democracylab.org
[2] ideas42.org
[1] ac.uk
[1] mysociety.org
[1] okt.to

Top Domains in Tweet in G4:
[4] twitter.com
[1] lesoleil.sn
[1] google.com

Top Domains in Tweet in G5:
[13] twitter.com
[11] gov.uk
[7] civictech.guide
[2] co.uk
[2] defense.gov
[2] substack.com
[2] citizenlab.co
[1] linkedin.com
[1] reddit.com
[1] eepurl.com

Top Domains in Tweet in G6:
[7] twitter.com
[4] abhinemani.com
[2] exygy.com
[2] cydharrell.com
[2] apple.com
[1] sfgov.org
[1] okt.to
[1] instagram.com
[1] peknet.com

Top Domains in Tweet in G7:
[6] twitter.com
[3] meetup.com
[2] google.com
[1] codefor.ca
[1] caeh.ca
[1] codeforaustralia.org
[1] canimmunize.ca
[1] activehosted.com

Top Domains in Tweet in G8:
[35] bah.com
[1] cityinnovate.com
[1] dy.si

Top Domains in Tweet in G9:
[12] arxiv.org
[2] twitter.com
[2] democracyspot.net
[1] jhu.edu
[1] ephemerajournal.org

Top Domains in Tweet in G10:
[15] codefor.nl
[6] twitter.com
[3] academia.edu
[3] linkedin.com
[2] chiba.jp
[2] google.com
[2] workable.com
[2] hutchstudio.io
[1] facebook.com
[1] yahoo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[694] civictech
[98] govtech
[62] opensource
[54] opendata
[31] policing
[28] bigdata
[28] ziguinchor
[27] oss
[24] publicinteresttech
[24] kolda



Top Hashtags in Tweet in G1:
[62] civictech
[12] publicinteresttech
[12] govtech
[5] hiring
[4] techforgood
[3] wecandothis
[3] covid19
[3] cfasummit
[3] clubhouse
[2] techjobs

Top Hashtags in Tweet in G2:
[73] civictech
[8] democracy
[8] neuchâtel
[4] opensource
[3] dopeelections
[3] seriousgames
[2] participation
[2] swissgames
[1] prototypefundch
[1] games

Top Hashtags in Tweet in G3:
[32] civictech
[17] tictec
[4] digitalrights
[4] fresno
[4] centralvalley
[2] tech
[2] digitalactivism
[2] activism
[2] data
[2] innovation

Top Hashtags in Tweet in G4:
[48] civictech
[28] ziguinchor
[24] kolda
[6] senegalvote
[6] kebetu
[5] africtivistes
[4] gambia
[3] opendata
[1] sénégal
[1] démocratieparticipative

Top Hashtags in Tweet in G5:
[54] opensource
[51] civictech
[31] policing
[27] oss
[8] drupal
[5] community
[5] participatie
[3] library
[2] publicsafety
[2] vlc

Top Hashtags in Tweet in G6:
[56] civictech
[9] govtech
[8] techpolicy
[7] opendata
[7] litter
[7] cleancities
[4] hiring
[3] publicinteresttech
[3] impact
[2] engineeringjobs

Top Hashtags in Tweet in G7:
[28] civictech
[6] civicusertesting
[3] job
[2] nationalvolunteerweek
[2] opendata
[1] civictechvolunteer
[1] civictechto
[1] civictechtuesday
[1] c4csummit
[1] selfdeprticatinghumour

Top Hashtags in Tweet in G8:
[27] bigdata
[20] datadriven
[20] mobility
[17] datascience
[17] ai
[14] civictech
[7] smartcities
[6] iot
[6] iiot
[6] iotpl

Top Hashtags in Tweet in G9:
[18] civictech
[14] demopart
[2] opengov
[1] tech4good
[1] tech4all
[1] sdgs
[1] tchad
[1] delibdem
[1] democracy
[1] blacklivesmatter

Top Hashtags in Tweet in G10:
[48] civictech
[19] govtech
[13] collectie
[5] opengov
[3] gobiernoabierto
[3] estadoabierto
[3] openstate
[2] smartgov
[2] fintech
[2] government

Top Words
Top Words in Tweet in Entire Graph:
[693] #civictech
[124] data
[118] open
[98] #govtech
[87] prototypefundch
[81] looking
[81] apply
[81] today
[80] tech
[73] project

Top Words in Tweet in G1:
[62] #civictech
[25] pifgov
[20] codingitforward
[20] data
[19] service
[19] fellows
[19] scientists
[19] designers
[18] presidential
[18] innovation

Top Words in Tweet in G2:
[74] prototypefundch
[73] #civictech
[61] funding
[58] apply
[57] prototype
[55] chf
[50] project
[47] looking
[45] 100k
[42] forward

Top Words in Tweet in G3:
[32] #civictech
[24] civic
[24] data
[22] civictechafrica
[19] key
[17] #tictec
[16] digital
[16] mysociety
[15] use
[15] tech

Top Words in Tweet in G4:
[71] senegalvote
[48] #civictech
[40] formation
[28] jour
[28] programme
[28] #ziguinchor
[26] ce
[25] avril
[24] #kolda
[24] lettegubert

Top Words in Tweet in G5:
[56] open
[54] #opensource
[51] #civictech
[31] #policing
[27] #oss
[27] policerewired
[26] code
[20] software
[20] share
[19] standards

Top Words in Tweet in G6:
[56] #civictech
[23] cydharrell
[13] very
[10] opportunities
[10] item
[10] bookshelf
[10] think
[10] actual
[10] release
[10] date

Top Words in Tweet in G7:
[28] #civictech
[17] code4ca
[12] civictechyyc
[10] project
[9] join
[8] canada
[8] community
[7] group
[7] 7pm
[7] year

Top Words in Tweet in G8:
[42] kirkdborne
[27] #bigdata
[25] governments
[20] #datadriven
[20] research
[20] aims
[20] solve
[20] first
[20] last
[20] mile

Top Words in Tweet in G9:
[27] participatory
[26] democracy
[18] #civictech
[16] readings
[15] civic
[14] citizen
[14] #demopart
[14] articles
[13] participation
[13] easter

Top Words in Tweet in G10:
[47] #civictech
[19] #govtech
[13] #collectie
[13] initiatieven
[13] uitgelicht
[9] hulpvragen
[6] civictech
[5] #opengov
[5] world
[5] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[60] funding,prototype
[59] looking,forward
[55] 100k,chf
[54] prototype,#civictech
[53] #civictech,project
[50] project,looking
[48] starting,today
[48] today,apply
[48] apply,100k
[48] chf,funding

Top Word Pairs in Tweet in G1:
[19] data,scientists
[18] presidential,innovation
[18] innovation,fellows
[17] week's,#civictech
[17] #civictech,read
[17] read,comes
[17] comes,govtechnews
[17] govtechnews,proud
[17] proud,part
[17] part,such

Top Word Pairs in Tweet in G2:
[52] funding,prototype
[46] prototype,#civictech
[45] 100k,chf
[42] #civictech,project
[42] project,looking
[42] looking,forward
[40] starting,today
[40] today,apply
[40] apply,100k
[40] chf,funding

Top Word Pairs in Tweet in G3:
[14] civic,tech
[12] #tictec,event
[10] next,#tictec
[9] today,join
[9] event,lukesjordan
[9] lukesjordan,practitioner
[9] practitioner,residence
[9] residence,mitgovlab
[9] mitgovlab,director
[9] director,grassrootza

Top Word Pairs in Tweet in G4:
[25] ce,avril
[20] initiative,citoyenne
[20] citoyenne,senegal
[20] senegal,vote
[20] vote,débute
[20] débute,ce
[20] avril,2021
[20] 2021,mise
[20] mise,œuvre
[20] œuvre,programme

Top Word Pairs in Tweet in G5:
[31] #civictech,#policing
[27] #oss,#civictech
[17] #opensource,software
[15] code,open
[15] citizenlab,going
[15] going,#opensource
[14] open,data
[13] apis,open
[12] ve,pretty
[12] pretty,exciting

Top Word Pairs in Tweet in G6:
[10] item,#civictech
[10] #civictech,bookshelf
[10] bookshelf,think
[10] think,actual
[10] actual,release
[10] release,date
[10] date,april
[10] april,13
[10] 13,looks
[10] looks,excellent

Top Word Pairs in Tweet in G7:
[6] happy,four
[6] four,year
[6] year,anniversary
[6] anniversary,code4ca
[6] code4ca,positive
[6] positive,significant
[6] significant,force
[6] force,change
[6] change,canada
[6] canada,thank

Top Word Pairs in Tweet in G8:
[20] #datadriven,research
[20] research,aims
[20] aims,solve
[20] solve,first
[20] first,last
[20] last,mile
[20] mile,challenges
[20] challenges,#mobility
[20] #mobility,solutions
[19] kirkdborne,#datadriven

Top Word Pairs in Tweet in G9:
[13] citizen,participation
[13] easter,readings
[13] readings,selection
[13] selection,articles
[13] articles,notes
[13] notes,democracy
[13] democracy,open
[13] open,government
[13] government,civic
[13] civic,tech

Top Word Pairs in Tweet in G10:
[14] #civictech,#govtech
[13] initiatieven,uitgelicht
[9] #collectie,hulpvragen
[9] hulpvragen,initiatieven
[4] #collectie,corona
[4] corona,initiatieven
[3] gobierno,abierto
[3] #govtech,#civictech
[3] helpers,#civictech
[3] elkaar,#civictech

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@prototypefundch
@senegalvote
@kirkdborne
@participatory
@cydharrell
@pifgov
@policerewired
@lettegubert
@civictechafrica
@code4ca

Top Mentioned in G1:
@pifgov
@codingitforward
@govtechnews
@coloradods
@codeforamerica
@mikeydickerson
@techlawsec
@ipsocialjustice
@publicknowledge
@dcpitcommons

Top Mentioned in G2:
@prototypefundch
@projektchplus
@canalalpha
@opendatach
@hellolamppost_
@mercatorch
@staatslabor
@projectowlly
@smartvotech
@voty_ch

Top Mentioned in G3:
@civictechafrica
@mysociety
@lukesjordan
@mitgovlab
@grassrootza
@openupsa
@ideas42
@gabrielgumbs
@privacyplspod
@joelmeyers

Top Mentioned in G4:
@senegalvote
@lettegubert
@abdouazizcisse9
@sbskalan
@villageois2_0
@africtivistes

Top Mentioned in G5:
@policerewired
@gdsteam
@citizenlabco
@prototypefundch
@civicactions
@civictechguide
@justice_digital
@drupalconna
@citizenlabnl
@civictechse

Top Mentioned in G6:
@cydharrell
@taradmcguinness
@abhinemani
@exygy
@aspenpolicyhub
@litt
@hanaschank
@govlovepodcast
@rossdakin
@elgl50

Top Mentioned in G7:
@code4ca
@civictechyyc
@civictechto
@civictechyvr
@nickscott506
@caehomelessness
@civictechmtl
@civictechfred
@sizhee
@elviswcwong

Top Mentioned in G8:
@kirkdborne
@longbeachcity
@prototypefundch
@iotslam

Top Mentioned in G9:
@participatory
@fhi360
@usaid
@citoyennetech
@paologerbaudo
@gquaggiotto
@khayarion
@civictechafrica
@yalinetwork
@statedept

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@femtech_
@bexxmodd
@cybersecurityn8
@legrouxvincent
@andrewmorrisuk
@ml_tweet_bot
@hubofml
@jfjabbo

Top Tweeters in G1:
@thesiliconhill
@jag_____
@arthursmid
@khoney
@govtechnews
@sorishapragyan
@kmcurry
@codeforamerica
@apsiainfo
@mattbernius

Top Tweeters in G2:
@mougendi
@seriousgames123
@peterunterwegs
@abrunelll
@godess_aneyha
@cerstinmahlow
@scibot6
@boschs_owl
@dani_graf
@frescosecco

Top Tweeters in G3:
@codeforpdx
@nanjala1
@gianlucasgueo
@acarpendigital
@uncasper
@geekulcha
@aeyakuze
@ids_uk
@brittlepaper
@michaelgraaf

Top Tweeters in G4:
@mashanubian
@kebetubot
@issa_ibn_toura
@nattyseydi
@aliamsi
@abdourami
@oumyregina
@bii_malaado
@pydiouf1
@souley__diouf

Top Tweeters in G5:
@discovertech3
@opensource_orgs
@yonofui
@yveshanoulle
@defcon201nj
@pernillan
@govtechresearch
@skjutsgruppen
@isaaczara_
@cbrnesteve

Top Tweeters in G6:
@hondanhon
@skinnylatte
@propcazhpm
@elgl50
@cydharrell
@slaughteram
@ryanko
@martinlindla
@newamerica
@lukeshoefitter

Top Tweeters in G7:
@teamofindore
@esasahara
@mountroyal4u
@opengovpart
@kaerumy
@dacresni
@sefunmioshy
@housingnowto
@caehomelessness
@leeswendy

Top Tweeters in G8:
@sectest9
@chidambara09
@cybersecurityn8
@andrewmorrisuk
@hubofml
@thecuriousluke
@7wdata
@greentechdon
@tomasrabago1
@godfrey_g_

Top Tweeters in G9:
@bexxmodd
@jfjabbo
@jennykaynz
@marcventresca
@statedept
@tom_wein
@gquaggiotto
@usaid
@redlipsandboots
@llthingscitizen

Top Tweeters in G10:
@valvert
@peterkeates
@prostirua
@forestk
@haniwww
@redmatriz
@colonelkspeaks
@sarahschacht
@homata
@treasurycurve