civictech, Twitter, 9/8/2022 3:16:41 PM, 281531


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civictech_2022-09-08_08-12-17.xlsx
civictech_2022-09-08_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 08, 2022
Short Description:
civictech via NodeXL https://bit.ly/3x8M1yk
@codeforpdx
@codeforall
@charter_africa
@code4africa
@chadinnov
@usdigitalcorps
@civictechafrica
@cydharrell
@imajeader
@datasf

Top hashtags:
#civictech
#citizenrecolte
#govtech
#policing
#hackathon
#moocdeg
#cde
#paraguay

Description:
Description
The graph represents a network of 533 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 September 2022 at 15:13 UTC.

The requested start date was Thursday, 08 September 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, 18-hour, 0-minute period from Thursday, 25 August 2022 at 04:59 UTC to Wednesday, 07 September 2022 at 23:00 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 : 533
Unique Edges : 398
Edges With Duplicates : 950
Total Edges : 1348
Number of Edge Types : 5
Retweet : 387
MentionsInRetweet : 554
Mentions : 212
Tweet : 177
Replies to : 18
Self-Loops : 181
Reciprocated Vertex Pair Ratio : 0.0628834355828221
Reciprocated Edge Ratio : 0.118326118326118
Connected Components : 81
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 236
Maximum Edges in a Connected Component : 773
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.086034
Graph Density : 0.00244396168658043
Modularity : 0.472249
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 533 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 September 2022 at 15:13 UTC.

The requested start date was Thursday, 08 September 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, 18-hour, 0-minute period from Thursday, 25 August 2022 at 04:59 UTC to Wednesday, 07 September 2022 at 23:00 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://prtimes.jp/main/html/rd/p/000000050.000039198.html
[5] https://www.academia.edu/84664863/Open_Government_Scheme
[4] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[4] https://www.soumu.go.jp/menu_news/s-news/01gyosei07_02000139.html
[4] https://www.facebook.com/HuntsvilleMadisonCountyNAACP
[4] https://us06web.zoom.us/webinar/register/WN_Qt7BxEmuRRSU_BvDWGLPnw
[3] https://okt.to/4hMbdz
[3] https://docs.google.com/forms/d/e/1FAIpQLSfC3ObsaMvxtvLJ8iKywYE2xpOCNvT_M-UNgwcbte2IAGL4Jw/viewform
[3] https://civictech.guide/calendar/
[3] https://us06web.zoom.us/meeting/register/tZcrfuGpqD0tHdNQrNsfuluZBYKK8wXAB66L

Top URLs in Tweet in G1:
[4] https://us06web.zoom.us/webinar/register/WN_Qt7BxEmuRRSU_BvDWGLPnw
[3] https://us06web.zoom.us/meeting/register/tZcrfuGpqD0tHdNQrNsfuluZBYKK8wXAB66L
[3] https://civictech.guide/calendar/
[2] https://civictech.africa/fat-event/civic-tech-innovation-forum-2022-ctif22/?sd=1665392400&ed=1666879200
[2] http://www.hellolamppost.co.uk/blog/100-faqs-on-civic-tech-citizen-participatory-technology-and-everything-in-between/
[2] https://t.co/EqCyZgkal2
[2] https://civictech.africa/podcast-bridging-the-digital-divide-in-mozambique-through-the-community-tablet-dayn-amade/
[2] https://us06web.zoom.us/webinar/register/WN_N9rVScMUTmSC7aM-dHTAXg
[2] https://us06web.zoom.us/webinar/register/WN_O0rxG3XKTsixl3MriNOLvw
[2] https://us06web.zoom.us/meeting/register/tZArf-Cgrj8uHdEGaIx-0urNta-pTOuesBZl

Top URLs in Tweet in G2:
[2] https://us02web.zoom.us/webinar/register/WN_AyH4mTdSSbOcdUJpdiPYmQ
[2] https://www.facebook.com/citizenrecolte/videos/5432003350224381/?extid=NS-UNK-UNK-UNK-AN_GK0T-GK1C&ref=sharing
[2] https://docs.google.com/forms/d/1iH5EcADXlPZf0mtrs3diGjpVok8MFshQCRgl4D_MJgY/edit
[2] https://mooc.africtivistes.org/blog/news-2/civic-tech-solutions-5
[1] https://twitter.com/charter_africa/status/1564927505747812354
[1] https://docs.google.com/presentation/d/e/2PACX-1vQQiS7nQYlrpwUyu1wUWq6-NkE5Dt0H_WF_AmH7XTsYOzUXVkmSL1WfnBbEdMKZSZPjp9wr7z-uF9qM/pub?start=false&loop=false&delayms=60000
[1] https://twitter.com/AFRICTIVISTES/status/1562772002620207106
[1] https://dokeza.mzalendo.com/how-to/
[1] https://twitter.com/CivicTechAfrica/status/1565610488238571520

Top URLs in Tweet in G3:
[1] https://www.performance.gov/blog/digital-corps-update/
[1] https://www.usds.gov/apply
[1] https://twitter.com/USDigitalCorps/status/1564674206612312067
[1] https://www.eventbrite.com/e/us-digital-corps-info-session-tickets-411457318917?aff=newsletter
[1] https://twitter.com/PIFgov/status/1562127993975324673

Top URLs in Tweet in G4:
[4] https://prtimes.jp/main/html/rd/p/000000050.000039198.html
[4] https://www.computronix.com/win-a-portable-theater-package/?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-_TlaencD0n1QCAGBY5rvIUuY99y4XKVnyUsqCF3p3veRKA7qTTyZe-KkG6aRym4m9HqDRA
[3] https://www.geekly.co.jp/column/cat-technology/civictech_examples_introduce/
[2] https://1000more.com/
[1] https://civic-hackers.org/community-impact-accelerator/
[1] https://re-how.net/all/2154442/
[1] https://www.huffingtonpost.jp/machinokoto/civictech-innovation-chicago_b_6990198.html?utm_campaign=share_twitter&ncid=engmodushpmg00000004
[1] https://www.excite.co.jp/news/article/Prtimes_2022-08-26-39198-50/
[1] https://cccu22-final-2022.peatix.com/view
[1] https://acteurspublics.fr/articles/la-tunisie-lance-un-service-id-sur-mobile

Top URLs in Tweet in G6:
[2] https://techjobsforgood.com/companies/bluelabs-analytics?ref=twitter
[1] https://jobs.smartrecruiters.com/CityAndCountyOfSanFrancisco1/3743990000587056-analytics-engineer-datasf-1042-
[1] https://techjobsforgood.com/companies/beeck-center?ref=twitter
[1] https://techjobsforgood.com/companies/blue-tiger?ref=twitter
[1] https://redirect.viglink.com?u=https%3A%2F%2Fus06web.zoom.us%2Fmeeting%2Fregister%2FtZAuc-CoqjssHNRZOtiayWTlyPNwLFyESWR3&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://link.medium.com/D77ZiIvJfsb

Top URLs in Tweet in G8:
[2] https://www.democracylab.org/events/hacktember2022
[2] https://docs.google.com/forms/d/e/1FAIpQLSfC3ObsaMvxtvLJ8iKywYE2xpOCNvT_M-UNgwcbte2IAGL4Jw/viewform
[1] https://okt.to/qWQG29
[1] https://okt.to/4hMbdz
[1] https://www.telerik.com/devreach-2022/venue
[1] https://twitter.com/CodeForBoston/status/1562226858472644608

Top URLs in Tweet in G10:
[1] https://mumbai.citizenmatters.in/interview-bmc-smile-council-business-incubation-centre-35937

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[16] zoom.us
[11] computronix.com
[10] t.co
[9] google.com
[9] facebook.com
[8] civictech.africa
[6] prtimes.jp
[6] jimdofree.com
[5] co.jp

Top Domains in Tweet in G1:
[14] zoom.us
[10] t.co
[8] civictech.africa
[7] twitter.com
[4] codeforall.org
[3] typeform.com
[3] civictech.guide
[2] co.uk
[2] okt.to
[1] bit.ly

Top Domains in Tweet in G2:
[3] google.com
[3] twitter.com
[2] zoom.us
[2] facebook.com
[2] africtivistes.org
[1] mzalendo.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] performance.gov
[1] usds.gov
[1] eventbrite.com

Top Domains in Tweet in G4:
[11] computronix.com
[4] prtimes.jp
[4] co.jp
[2] peatix.com
[2] 1000more.com
[1] civic-hackers.org
[1] re-how.net
[1] huffingtonpost.jp
[1] acteurspublics.fr
[1] twitter.com

Top Domains in Tweet in G6:
[4] techjobsforgood.com
[1] smartrecruiters.com
[1] viglink.com
[1] medium.com

Top Domains in Tweet in G8:
[2] democracylab.org
[2] okt.to
[2] google.com
[1] telerik.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] citizenmatters.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[339] civictech
[32] citizenrecolte
[24] govtech
[21] policing
[20] hackathon
[17] moocdeg
[17] cde
[17] paraguay
[17] uracima
[16] government



Top Hashtags in Tweet in G1:
[72] civictech
[6] changemakers
[4] unplugged
[4] ctif22
[4] ukraine
[2] citizen
[2] participatory
[2] tech
[2] innovation
[2] urbantech

Top Hashtags in Tweet in G2:
[45] civictech
[32] citizenrecolte
[16] moocdeg
[12] yoff
[11] gouvernancelocale
[11] tivaouane
[11] africtivistes
[9] acdeg
[6] redevabilitéactive
[4] sénégal

Top Hashtags in Tweet in G3:
[10] civictech
[3] tech
[3] policy
[1] govtech
[1] stem
[1] digitaltransformation
[1] publicinteresttechnology
[1] publicinteresttech
[1] compoundedawesomeness

Top Hashtags in Tweet in G4:
[32] civictech
[11] govtech
[11] stateandlocal
[10] localgov
[9] statelocalit
[7] governmentit
[7] cio
[6] publicsector
[5] enterprisesoftware
[5] permitting

Top Hashtags in Tweet in G5:
[9] civictech
[5] femmeticdjibouti
[3] womenintech
[3] djibouti
[2] shooting_photo
[2] shooting
[2] professional_pictures
[2] leadership
[2] cohorte2
[1] sdgs

Top Hashtags in Tweet in G6:
[8] civictech
[7] hiring
[4] techforgood
[4] socialimpactjobs
[4] remotejobs
[4] jobalert
[2] engineeringjobs
[2] datajobs
[1] dataengineering
[1] govtech

Top Hashtags in Tweet in G7:
[17] hackathon
[17] cde
[17] paraguay
[1] tecnología
[1] corrupción
[1] civicushackathon
[1] civictech
[1] transparencia
[1] datosabiertos

Top Hashtags in Tweet in G8:
[11] civictech
[3] volunteer
[3] bostontech
[2] seattle
[2] techforgood
[1] foodinsecurity
[1] opensource
[1] hackathon
[1] nonprofit

Top Hashtags in Tweet in G9:
[2] civictech
[1] citizenship
[1] wasexo

Top Hashtags in Tweet in G10:
[3] ayatidevice
[1] medtech
[1] civictech

Top Words
Top Words in Tweet in Entire Graph:
[336] #civictech
[109] join
[81] civic
[80] tech
[54] codeforall
[45] government
[42] more
[42] work
[39] community
[35] help

Top Words in Tweet in G1:
[69] #civictech
[61] join
[52] codeforall
[35] tech
[28] civictechafrica
[28] civic
[28] community
[23] discussion
[22] panel
[21] learn

Top Words in Tweet in G2:
[45] #civictech
[32] #citizenrecolte
[24] charter_africa
[20] legs_africa
[16] africtivistes
[16] #moocdeg
[14] podcast
[14] experts
[13] partage
[13] vendredi

Top Words in Tweet in G3:
[25] usdigitalcorps
[21] one
[21] year
[21] ago
[21] today
[21] launched
[21] first
[21] federal
[21] government
[21] program

Top Words in Tweet in G4:
[32] #civictech
[11] #govtech
[11] #stateandlocal
[10] civictech
[10] #localgov
[9] #statelocalit
[8] 22
[7] challenge
[7] cup
[7] #governmentit

Top Words in Tweet in G5:
[16] femmeticdjibout
[15] lorsque
[15] investissons
[15] leurs
[15] compétences
[15] leur
[15] donnons
[15] bons
[15] outils
[15] bonnes

Top Words in Tweet in G6:
[18] data
[12] open
[11] datasf
[9] help
[8] join
[8] #civictech
[7] engineer
[7] #hiring
[7] government
[6] hiring

Top Words in Tweet in G7:
[17] viene
[17] 1era
[17] #hackathon
[17] enfoque
[17] ciudadano
[17] #cde
[17] #paraguay
[17] lanzamiento
[17] 20
[17] 09

Top Words in Tweet in G8:
[13] codeforamerica
[11] democracylab
[11] #civictech
[10] join
[9] hacktember
[9] remember
[9] 10
[8] sept
[7] virtually
[7] person

Top Words in Tweet in G9:
[14] académie
[14] l'amazone
[14] junior
[14] enfants
[14] sont
[14] l'avenir
[14] ce
[14] monde
[14] fjadle
[14] sommes

Top Words in Tweet in G10:
[3] mybmcsmilec
[3] #ayatidevice
[3] ayu_devices
[3] robobionics
[3] mybmc
[3] ashwinibhide
[3] mybmcbizsupport
[3] sb_speak
[3] poyni
[3] manoj_malgharia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[48] civic,tech
[32] #citizenrecolte,#civictech
[27] #civictech,community
[26] codeforall,join
[24] ago,today
[22] panel,discussion
[22] one,year
[22] year,ago
[22] today,launched
[22] launched,first

Top Word Pairs in Tweet in G1:
[25] civic,tech
[25] #civictech,community
[25] codeforall,join
[22] panel,discussion
[21] webinar,organized
[18] join,webinar
[18] organized,code4africa
[18] code4africa,showcase
[18] showcase,work
[18] work,leading

Top Word Pairs in Tweet in G2:
[32] #citizenrecolte,#civictech
[12] vendredi,#moocdeg
[11] #yoff,#tivaouane
[10] podcast,#africtivistes
[10] #africtivistes,ème
[10] ème,vendredi
[10] #moocdeg,été
[10] été,animé
[10] animé,par
[10] par,experts

Top Word Pairs in Tweet in G3:
[21] one,year
[21] year,ago
[21] ago,today
[21] today,launched
[21] launched,first
[21] first,federal
[21] federal,government
[21] government,program
[21] program,early
[21] early,career

Top Word Pairs in Tweet in G4:
[11] #govtech,#civictech
[10] #civictech,#stateandlocal
[7] challenge,cup
[7] cup,22
[7] #stateandlocal,#governmentit
[6] civictech,challenge
[6] #governmentit,#localgov
[6] #publicsector,#cio
[5] 学生によるシビックテック開発コンテスト,civictech
[5] #enterprisesoftware,#publicsector

Top Word Pairs in Tweet in G5:
[15] lorsque,investissons
[15] investissons,leurs
[15] leurs,compétences
[15] compétences,leur
[15] leur,donnons
[15] donnons,bons
[15] bons,outils
[15] outils,bonnes
[15] bonnes,opportunités
[14] femmeticdjibout,lorsque

Top Word Pairs in Tweet in G6:
[12] open,data
[6] datasf,hiring
[6] hiring,analytics
[6] analytics,engineer
[6] engineer,support
[6] support,city's
[6] city's,open
[6] data,operations
[6] operations,come
[6] come,join

Top Word Pairs in Tweet in G7:
[17] viene,1era
[17] 1era,#hackathon
[17] #hackathon,enfoque
[17] enfoque,ciudadano
[17] ciudadano,#cde
[17] #cde,#paraguay
[17] #paraguay,lanzamiento
[17] lanzamiento,20
[17] 20,09
[17] 09,hackathon

Top Word Pairs in Tweet in G8:
[9] hacktember,remember
[8] join,democracylab
[8] sept,10
[7] democracylab,virtually
[7] virtually,person
[7] person,hacktember
[7] remember,hackathon
[7] hackathon,taking
[7] taking,place
[7] place,sept

Top Word Pairs in Tweet in G9:
[14] académie,l'amazone
[14] l'amazone,junior
[14] junior,enfants
[14] enfants,sont
[14] sont,l'avenir
[14] l'avenir,ce
[14] ce,monde
[14] monde,fjadle
[14] fjadle,sommes
[14] sommes,ravi

Top Word Pairs in Tweet in G10:
[3] #ayatidevice,ayu_devices
[3] ayu_devices,robobionics
[3] robobionics,mybmc
[3] mybmc,ashwinibhide
[3] ashwinibhide,mybmcbizsupport
[3] mybmcbizsupport,sb_speak
[3] sb_speak,poyni
[3] poyni,manoj_malgharia
[2] mybmcsmilec,#ayatidevice
[2] manoj_malgharia,msinsociet

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@civictechafrica
@usdigitalcorps
@charter_africa
@code4africa
@codeforamerica
@uracima_urayasu
@legs_africa
@africtivistes
@aerostatico_dd

Top Mentioned in G1:
@codeforall
@civictechafrica
@code4africa
@code4ca
@iriglobal
@techsoup
@mysociety
@ceskodigital
@codeforamerica
@sentinelproject

Top Mentioned in G2:
@charter_africa
@legs_africa
@africtivistes
@debatjeunessesn
@citizenrecolte
@imajeader
@justinarenstein
@sanikayi
@goreeinstitute
@awagueyethioun1

Top Mentioned in G3:
@usdigitalcorps
@usds
@pifgov
@codeforamerica
@instituteforedu

Top Mentioned in G4:

Top Mentioned in G5:
@femmeticdjibout
@roukiya
@rayanabdimoussa
@pnuddjibouti
@ik_khorcheid
@hamdaomarabdi
@hamdaabdisalam
@nasrohoumed
@hodane_sahal
@aminamohameda18

Top Mentioned in G6:
@datasf
@cydharrell
@blue_labs
@techjobsforgood
@beeckcenter
@danachis
@jackmadans
@usdigitalcorps
@publicgoodtech

Top Mentioned in G7:
@aerostatico_dd

Top Mentioned in G8:
@codeforamerica
@democracylab
@begoodproject
@devreach
@westin
@codeforboston

Top Mentioned in G9:
@fjadle
@instituttonafa
@davidsohou

Top Mentioned in G10:
@mybmc
@mybmcsmilec
@ayu_devices
@robobionics
@ashwinibhide
@mybmcbizsupport
@sb_speak
@poyni
@manoj_malgharia

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@fabriciosx
@prtimes_news
@hitee_
@walkerdl
@doctorow
@hiringcare
@harmonyis1
@rehownet2
@tummler10

Top Tweeters in G1:
@fabriciosx
@smartecocity
@codeforpdx
@almu_hs
@openparlyzw
@louisa1000
@prevgenocide
@unjobs_events
@mabeya254
@iriglobal

Top Tweeters in G2:
@emekaokoye
@mashanubian
@seigla
@aliamsi
@asbelkemboi7
@senegal_rt
@mzalendowatch
@sbskalan
@cypher007
@mafantadiallo

Top Tweeters in G3:
@harmonyis1
@tummler10
@skel531
@turgut_guliyev
@thesiliconhill
@neospacede
@khoney
@iris4676
@kumaragarg
@meganstifel

Top Tweeters in G4:
@rehownet2
@prtimes_tech
@vingar
@abhinemani
@kajiii1965
@reiko_222
@homata
@jollyjoester
@amandakhan310
@mkyutani

Top Tweeters in G5:
@corradotopi
@pnuddjibouti
@roukiya
@leropac
@femmeticdjibout
@saferinternetdj
@ik_khorcheid
@hamdaabdisalam
@halima_mohameda
@mounamahamoud1

Top Tweeters in G6:
@jobsviatweet
@datasciencebot_
@jmspool
@cydharrell
@danachis
@leeloowrites
@beeckcenter
@shmosknows
@astridparisux
@civicjobsf

Top Tweeters in G7:
@augusmr
@gattinozen
@mb_ins
@cdparra
@pereyra
@_biancamv
@mluciacardozo
@aerostatico_dd
@cynthiameri
@tawhk

Top Tweeters in G8:
@chefboyarmando
@scibot6
@lon_s_j
@codeforamerica
@kwekuoa
@westin
@washingtech
@codeforboston
@acorbinlewis
@codefortulsa

Top Tweeters in G9:
@bwasexo
@emmanuelganse
@didierkissode
@ab_benin
@chammagbeha
@aloakinnoub
@oboubeblanchard
@davidsohou
@fjadle
@urbainmahougnon

Top Tweeters in G10:
@mybmc
@startupindia
@ashwinibhide
@msinsociety
@manoj_malgharia
@sineiitb
@poyni
@robobionics
@mybmcbizsupport
@satishrewatkar


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