civictech, Twitter, 9/17/2020 6:54:38 PM, 235340


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civictech_2020-09-17_08-28-01.xlsx
civictech_2020-09-17_08-28-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2020
Short Description:
civictech via NodeXL https://bit.ly/3caASRV
@civictechafrica
@kirkdborne
@cydharrell
@codeforamerica
@chidambara09
@open_eugene
@mysociety
@pifgov
@codeforpdx
@abhinemani

Top hashtags:
#civictech
#govtech
#bigdata
#ai
#smartcities
#digitaltransformation
#datascience

Description:
Description
The graph represents a network of 889 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, 17 September 2020 at 15:29 UTC.

The requested start date was Thursday, 17 September 2020 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, 14-hour, 19-minute period from Thursday, 03 September 2020 at 02:30 UTC to Wednesday, 16 September 2020 at 16:50 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 : 889
Unique Edges : 638
Edges With Duplicates : 1758
Total Edges : 2396
Number of Edge Types : 5
Mentions : 415
Retweet : 707
MentionsInRetweet : 998
Tweet : 256
Replies to : 20
Self-Loops : 266
Reciprocated Vertex Pair Ratio : 0.0609540636042403
Reciprocated Edge Ratio : 0.114904246461282
Connected Components : 102
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 538
Maximum Edges in a Connected Component : 1787
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.395195
Graph Density : 0.00152134699378794
Modularity : 0.45802
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 889 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, 17 September 2020 at 15:29 UTC.

The requested start date was Thursday, 17 September 2020 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, 14-hour, 19-minute period from Thursday, 03 September 2020 at 02:30 UTC to Wednesday, 16 September 2020 at 16:50 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:
[49] https://dy.si/911XU
[25] https://us02web.zoom.us/webinar/register/WN_ER_v8JUdT9GvYFShsuAY6Q
[20] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/Making-smart-cities-smarter-by-using-a-standardized-approach
[19] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[16] https://engage.bah.com/Article/Redirect/6c1e8d6d-99c7-49b9-936c-d913f56c4a90?uc=30185&g=c5d6a369-dd6b-4546-a6c6-922ba7ee791e&f=143870
[13] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[11] https://fcw.com/blogs/lectern/2020/09/kelman-irs-cx-coding-it-forward.aspx
[10] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[9] https://www.mysociety.org/2020/09/14/talking-tictec-2021/
[9] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CfA-Makes-Election-Day-a-Holiday.html

Top URLs in Tweet in G1:
[8] https://www.eventbrite.com/e/national-day-of-civic-hacking-northwest-project-workday-tickets-113978548908
[6] https://www.eventbrite.com/e/national-day-of-civic-hacking-betanyc-code-for-buffalo-code-for-syracuse-tickets-118528021503?aff=garysguide
[6] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CfA-Makes-Election-Day-a-Holiday.html
[5] https://www.facebook.com/AMRoCFabLab/videos/1599197743575702/?extid=pVsRttu6TCXuCMjx
[4] https://civictech.guide/jobs/
[4] https://www.meetup.com/Code-for-Fresno/events/273042542/?isFirstPublish=true
[3] https://us4.list-manage.com/survey?u=8b0a6fcff3240da989198b6d9&id=7f02e522a4&e=*|UNIQID|*
[3] https://www.mysociety.org/2020/09/14/talking-tictec-2021/
[2] https://www.codeforamerica.org/events/national-day-of-civic-hacking-2020
[2] https://twitter.com/codeforamerica/status/1304449988873859073

Top URLs in Tweet in G2:
[49] https://dy.si/911XU
[20] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/Making-smart-cities-smarter-by-using-a-standardized-approach
[19] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[16] https://engage.bah.com/Article/Redirect/6c1e8d6d-99c7-49b9-936c-d913f56c4a90?uc=30185&g=c5d6a369-dd6b-4546-a6c6-922ba7ee791e&f=143870
[11] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[9] https://govloop.com/the-science-of-where-in-smart-states/
[5] https://dy.si/3Je4rB
[4] https://info.computronix.com/reinventing-civic-services
[1] https://twitter.com/KirkDBorne/status/1304290572220403713
[1] https://twitter.com/KirkDBorne/status/1301363861459697664

Top URLs in Tweet in G3:
[25] https://us02web.zoom.us/webinar/register/WN_ER_v8JUdT9GvYFShsuAY6Q
[8] https://medium.com/civictech/apply-for-these-opportunities-for-september-ce753a23912
[8] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[5] http://civictech.africa/database/
[4] https://medium.com/civictech/three-key-points-from-our-recent-virtual-world-cafe-7b9ceab2c742
[4] https://medium.com/civictech/ctin-launches-south-africas-first-civic-tech-database-2fe99f47def4
[3] https://medium.com/civictech/what-we-are-reading-a-civic-tech-guide-for-newcomers-and-explorers-cde1b0e84633
[3] https://civictech.africa/call-case-studies/
[3] https://medium.com/civictech/technology-is-not-a-quick-fix-solution-for-corruption-df884c7e1b6d
[2] https://medium.com/civictech/covid19-is-changing-our-societal-values-3ffe9d1b2306

Top URLs in Tweet in G4:
[8] https://twitter.com/cydharrell/status/1302043351059898368
[2] https://www.eventbrite.com/e/quarantine-book-club-with-cyd-harrell-tickets-119947936507
[2] https://twitter.com/cydharrell/status/1302300741973893120
[1] https://twitter.com/TilmorGroup/status/1301914457484992514
[1] https://twitter.com/mulegirl/status/1303100153256054785
[1] https://cydharrell.com/book
[1] https://www.amazon.com/gp/customer-reviews/RAGGTJGRZ4OZK?ref%5F=cm%5Fcr%5Fdp%5Fd%5Frvw%5Fttl&ASIN=B08GZWMGMQ&pldnSite=1
[1] https://thecorrespondent.com/655/blockchain-the-amazing-solution-for-almost-nothing/86649455475-f933fe63
[1] https://twitter.com/arouault/status/1303816784168906753
[1] https://www.amazon.com/Civic-Technologists-Practice-Guide-ebook/dp/B08GZWMGMQ/ref=sr_1_1

Top URLs in Tweet in G5:
[4] https://technical.ly/baltimore/2020/09/09/code-for-baltimores-keys-for-taking-a-civic-tech-tool-from-idea-to-innovation?utm_content=buffer701b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://digital.gov/2020/09/08/how-serving-in-government-made-me/
[2] https://18f.gsa.gov/2020/08/04/introducing-the-ux-guide/
[2] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[1] https://federalnewsnetwork.com/ask-the-cio/2020/09/va-found-a-fast-solution-to-its-growing-call-center-wait-time-problem/
[1] http://www.govloop.com/cutting-bureaucratic-tape-to-bring-better-service-to-veterans/
[1] https://digital.gov/2020/08/21/2-lessons-tech-leaders-can-learn/
[1] https://www.youtube.com/watch?v=Cp67gSKbw30&feature=youtu.be&t=6178

[1] https://www.eventbrite.com/e/how-to-design-trustworthy-tech-privacy-security-identity-in-government-tickets-117793498525
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.codingitforward.com%2Fkey-takeaways-from-my-time-in-civic-tech-f3a205d35517

Top URLs in Tweet in G6:
[1] https://twitter.com/VoxEuropFR/status/1262625289651224578
[1] https://www.mesdatasetmoi-observatoire.fr/article/les-civic-tech-super-heroines-de-la-participation-citoyenne
[1] https://www.innovateinsights.com/report/global-gov-tech-market-by-type-cloud-on/347409/
[1] https://www.newyorker.com/news/campaign-chronicles/the-trump-campaigns-mobile-app-is-collecting-massive-amounts-of-voter-data
[1] https://www.orange-business.com/fr/magazine/civic-tech-quand-numerique-reinvente-democratie
[1] https://fr.civocracy.com/post/youth-participation-for-a-stronger-future
[1] https://twitter.com/vdezouz/status/1303615779192045569

Top URLs in Tweet in G7:
[3] https://cscwcivictechnologies.wordpress.com/
[2] https://www.peoplepoweredhub.org/events-content/decidim-fest-2020
[1] https://cscwcivictechnologies.wordpress.com
[1] https://twitter.com/CIECODE/status/1301439521964294144
[1] https://www.barcelona.cat/digitalstandards/en/tech-sovereignty/introduction.html
[1] https://twitter.com/elaragon/status/1301430707580030978
[1] https://medium.com/ciecode/tipi-se-hace-mayor-b6f940d48608
[1] https://twitter.com/elaragon/status/1298528943616806912

Top URLs in Tweet in G8:
[2] https://williamminozzi.com/publications/demographics-equal-voice-accepted.pdf
[1] https://twitter.com/BennettInst/status/1298169567878021121
[1] https://www.citizenlab.co/blog/civic-tech/30-civic-tech-thought-leaders-on-twitter/
[1] https://www.citizenlab.co/blog/civic-engagement/monthly-civic-tech-must-reads-10/?utm_source=twitter&utm_medium=smo&utm_campaign=blog_en
[1] https://www.citizenlab.co/blog/case-study/case-study-injuv-empowers-millennials-sustainable-development-chile/?utm_source=linkedin&utm_medium=smo&utm_campaign=blog_fr
[1] https://covid19.mohw.gov.tw/en/mp-206.html
[1] https://twitter.com/stateuphq/status/1301796644741144577

Top URLs in Tweet in G9:
[2] https://www.civictech.jp/entry-1599012610.html
[2] https://heldnodig.nl/
[2] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/heldnodig-nl-9ac3fb8677ad92a8c7587fb35281f87d
[2] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/coronamap-nl-243995817fe54e37bbd130a39caed594
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/samen-mill-en-sint-hubert-339b48ffbbc4587479a18114f192e083
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/samengrave-89ba4298afdd5c86d92a43c6df180e36
[1] https://twitter.com/morganwarstler/status/1301344801724432385
[1] https://www.linkedin.com/slink?code=dNcBHjT
[1] https://twitter.com/cydharrell/status/1301672994457006080
[1] https://twitter.com/cydharrell/status/1301672636397707264

Top URLs in Tweet in G10:
[11] https://fcw.com/blogs/lectern/2020/09/kelman-irs-cx-coding-it-forward.aspx
[1] https://www.navapbc.com/careers/
[1] https://twitter.com/kelmansteve/status/1301630745681817602

Top Domains
Top Domains in Tweet in Entire Graph:
[91] twitter.com
[54] dy.si
[51] medium.com
[48] bah.com
[26] zoom.us
[20] eventbrite.com
[20] govtech.com
[20] techtarget.com
[15] codefor.nl
[12] mysociety.org

Top Domains in Tweet in G1:
[14] eventbrite.com
[8] twitter.com
[6] govtech.com
[6] civictech.guide
[5] meetup.com
[5] facebook.com
[4] list-manage.com
[3] civictech.chat
[3] mysociety.org
[3] codeforamerica.org

Top Domains in Tweet in G2:
[54] dy.si
[46] bah.com
[20] techtarget.com
[9] govloop.com
[9] computronix.com
[7] twitter.com
[1] gcn.com

Top Domains in Tweet in G3:
[44] medium.com
[25] zoom.us
[9] civictech.africa
[3] facebook.com
[2] google.com
[1] nationaldayofcivichacking.org
[1] technical.ly
[1] civictech.guide
[1] twitter.com
[1] org.za

Top Domains in Tweet in G4:
[16] twitter.com
[3] amazon.com
[2] cydharrell.com
[2] eventbrite.com
[1] thecorrespondent.com
[1] govtech.com

Top Domains in Tweet in G5:
[5] technical.ly
[4] digital.gov
[3] twitter.com
[2] gsa.gov
[2] bah.com
[1] federalnewsnetwork.com
[1] govloop.com
[1] youtube.com
[1] eventbrite.com
[1] medium.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] mesdatasetmoi-observatoire.fr
[1] innovateinsights.com
[1] newyorker.com
[1] orange-business.com
[1] civocracy.com

Top Domains in Tweet in G7:
[4] wordpress.com
[3] twitter.com
[2] peoplepoweredhub.org
[1] barcelona.cat
[1] medium.com

Top Domains in Tweet in G8:
[3] citizenlab.co
[2] twitter.com
[2] williamminozzi.com
[1] gov.tw

Top Domains in Tweet in G9:
[15] codefor.nl
[11] twitter.com
[2] civictech.jp
[2] medium.com
[2] heldnodig.nl
[1] linkedin.com
[1] surveymonkey.com
[1] eventbrite.com
[1] chiba.jp
[1] bit.ly

Top Domains in Tweet in G10:
[11] fcw.com
[1] navapbc.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[626] civictech
[129] govtech
[108] bigdata
[108] ai
[95] smartcities
[69] digitaltransformation
[63] datascience
[39] covid_19
[32] nationaldayofcivichacking
[30] stateandlocal



Top Hashtags in Tweet in G1:
[76] civictech
[25] govtech
[22] nationaldayofcivichacking
[11] opengov
[8] volunteer
[8] hackathon
[6] opendata
[6] techforgood
[5] fresno
[4] openseattle

Top Hashtags in Tweet in G2:
[105] bigdata
[88] ai
[83] smartcities
[59] datascience
[37] civictech
[22] machinelearning
[22] iot
[21] digitaltransformation
[19] iotpl
[19] artificialintelligence

Top Hashtags in Tweet in G3:
[82] civictech
[43] digitaltransformation
[35] covid_19
[14] foodsecurity
[11] covid19
[7] tech
[7] civictechafrica
[6] techsouptalks
[6] accountability
[6] inclusion

Top Hashtags in Tweet in G4:
[59] civictech
[8] civicdesign
[6] govtech
[4] ux
[3] design
[1] blockchain
[1] tech
[1] publicinteresttech
[1] digitaltransformation
[1] pitech

Top Hashtags in Tweet in G5:
[36] civictech
[5] nationaldayofcivichacking
[4] humancentereddesign
[3] ai
[2] ux
[2] bigdata
[2] datascience
[1] civictechservice
[1] machinelearning
[1] govimpactsummit

Top Hashtags in Tweet in G6:
[20] civictech
[7] democracyday
[7] govtech
[6] compol
[4] fdday
[4] nextdoor
[4] moovit
[4] axon
[4] accela
[2] democracy

Top Hashtags in Tweet in G7:
[34] civictech
[3] cscw2020
[3] govtech
[2] demopart
[1] govtechweek

Top Hashtags in Tweet in G8:
[26] civictech
[12] taiwan
[11] coronavirus
[7] demopart
[6] delibdem
[3] injuv
[2] govtech
[1] digitaldemocracy
[1] privacy
[1] data

Top Hashtags in Tweet in G9:
[50] civictech
[19] govtech
[14] dataviz
[14] collectie
[10] government
[2] publicsector
[2] digitaltransformation
[1] apc20
[1] covid19
[1] salon

Top Hashtags in Tweet in G10:
[14] civictech
[11] irs
[3] codingitforward
[1] nationaldayofcivichacking
[1] hiring

Top Words
Top Words in Tweet in Entire Graph:
[624] #civictech
[143] join
[139] civic
[129] #govtech
[122] kirkdborne
[120] tech
[108] #bigdata
[108] #ai
[101] more
[97] role

Top Words in Tweet in G1:
[76] #civictech
[45] join
[43] civic
[36] codeforamerica
[33] day
[29] national
[26] hacking
[25] #govtech
[23] people
[22] #nationaldayofcivichacking

Top Words in Tweet in G2:
[120] kirkdborne
[105] #bigdata
[88] #ai
[83] #smartcities
[59] #datascience
[56] using
[55] #datas
[51] role
[49] rise
[49] experts

Top Words in Tweet in G3:
[82] #civictech
[59] civictechafrica
[52] tech
[46] join
[44] role
[43] #digitaltransformation
[41] civic
[40] food
[40] pandemic
[37] especially

Top Words in Tweet in G4:
[67] book
[59] #civictech
[56] cydharrell
[29] wrote
[21] hey
[21] hear
[20] civic
[17] danachis
[16] order
[15] short

Top Words in Tweet in G5:
[36] #civictech
[35] pifgov
[17] pif
[15] government
[13] shares
[11] better
[11] things
[10] product
[10] adele
[10] claricechan

Top Words in Tweet in G6:
[20] #civictech
[15] associvictecheu
[10] make_org
[9] ravis
[9] reprendre
[9] évènements
[9] halles_civiques
[9] métropole
[9] grandparismgp
[9] parle

Top Words in Tweet in G7:
[32] #civictech
[22] elaragon
[21] workshop
[19] acm_cscw
[18] nuestro
[11] 18
[10] interesa
[10] tenemos
[10] novedades
[10] nuevo

Top Words in Tweet in G8:
[26] #civictech
[15] audreyt
[12] #taiwan
[11] democratic
[11] combat
[11] #coronavirus
[11] soap
[11] hand
[11] sanitizer
[11] plenty

Top Words in Tweet in G9:
[50] #civictech
[19] #govtech
[14] last
[14] 100
[14] bills
[14] #dataviz
[14] #collectie
[14] initiatieven
[14] uitgelicht
[10] #government

Top Words in Tweet in G10:
[14] #civictech
[13] blog
[11] intern
[11] explores
[11] user
[11] centered
[11] design
[11] #irs
[9] kelmansteve
[8] coding

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[82] civic,tech
[57] #civictech,#digitaltransformation
[55] #bigdata,#datas
[54] #civictech,#govtech
[49] role,#ai
[49] #ai,rise
[49] rise,#smartcities
[49] #smartcities,experts
[49] experts,talk
[49] talk,risks

Top Word Pairs in Tweet in G1:
[27] day,civic
[26] national,day
[26] civic,hacking
[18] #civictech,#govtech
[15] civic,tech
[13] codeforamerica,brigades
[13] brigades,country
[13] people,over
[10] teaming,codeforamerica
[10] country,put

Top Word Pairs in Tweet in G2:
[55] #bigdata,#datas
[49] role,#ai
[49] #ai,rise
[49] rise,#smartcities
[49] #smartcities,experts
[49] experts,talk
[49] talk,risks
[49] risks,rewards
[47] kirkdborne,role
[42] #bigdata,#datascience

Top Word Pairs in Tweet in G3:
[44] role,#civictech
[43] #civictech,#digitaltransformation
[41] civic,tech
[35] #digitaltransformation,food
[35] food,security
[35] security,especially
[35] especially,during
[35] during,#covid_19
[35] #covid_19,pandemic
[27] join,important

Top Word Pairs in Tweet in G4:
[21] cydharrell,book
[15] hey,hear
[15] hear,wrote
[15] wrote,#civictech
[15] #civictech,book
[15] book,order
[14] civic,technologist
[14] technologist,practice
[14] cydharrell,hey
[13] wrote,short

Top Word Pairs in Tweet in G5:
[10] myth,buster
[10] buster,government
[10] government,place
[10] place,become
[10] become,better
[10] better,innovator
[10] innovator,things
[10] things,journey
[10] journey,pifgov
[9] claricechan,myth

Top Word Pairs in Tweet in G6:
[9] ravis,reprendre
[9] reprendre,évènements
[9] évènements,halles_civiques
[9] halles_civiques,métropole
[9] métropole,grandparismgp
[9] grandparismgp,parle
[9] parle,innovation
[8] opengovfr,ravis
[8] innovation,démocra
[7] today's,#democracyday

Top Word Pairs in Tweet in G7:
[10] interesa,nuestro
[10] nuestro,workshop
[10] workshop,acm_cscw
[10] acm_cscw,#civictech
[10] #civictech,tenemos
[10] tenemos,novedades
[10] novedades,nuevo
[10] nuevo,plazo
[10] plazo,entrega
[10] entrega,18

Top Word Pairs in Tweet in G8:
[11] democratic,#taiwan
[11] #taiwan,combat
[11] combat,#coronavirus
[11] #coronavirus,soap
[11] soap,hand
[11] hand,sanitizer
[11] sanitizer,#civictech
[11] #civictech,plenty
[11] plenty,trust
[11] trust,amplified

Top Word Pairs in Tweet in G9:
[15] #civictech,#govtech
[14] last,100
[14] 100,bills
[14] #dataviz,#civictech
[14] initiatieven,uitgelicht
[10] bills,#government
[9] #government,#dataviz
[7] #collectie,corona
[7] corona,initiatieven
[7] #collectie,hulpvragen

Top Word Pairs in Tweet in G10:
[11] #civictech,intern
[11] intern,explores
[11] explores,user
[11] user,centered
[11] centered,design
[11] design,#irs
[8] blog,coding
[8] coding,forward
[8] forward,#civictech
[7] kelmansteve,blog

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@cydharrell
@civictechafrica
@codeforamerica
@pifgov
@code4puertorico
@mysociety
@elaragon
@acm_cscw
@danachis

Top Mentioned in G1:
@codeforamerica
@abhinemani
@democracylab
@civictechguide
@civictechchat
@amandarenteria
@code4fresno
@brendanbabb
@cydharrell
@whereshj

Top Mentioned in G2:
@kirkdborne
@boozallen
@polaris_project
@rlingle
@c
@robsilverberg1
@wil_bielert
@cbinsights
@candrews
@computronixcx

Top Mentioned in G3:
@civictechafrica
@roritshabalala
@kevnaidoo
@techsoup
@act4integrity
@amandlamobi
@skweyiya_namhla
@un_women
@lesleydw
@safoodlab

Top Mentioned in G4:
@cydharrell
@danachis
@quarantinebook
@udayapatnaik
@jessmcmullin
@serviceease
@janiet_c
@afhill
@emilytav
@mzagaja

Top Mentioned in G5:
@pifgov
@claricechan
@codingitforward
@deptvetaffairs
@vetsexperience
@usgsa
@technicallybmr
@pifg
@allofusresearch
@kirkdborne

Top Mentioned in G6:
@associvictecheu
@halles_civiques
@grandparismgp
@opengovfr
@make_org
@civictechfr
@frdigitale
@c_mabi
@francoisg
@thinktwicefr

Top Mentioned in G7:
@elaragon
@acm_cscw
@tipi_ciudadano
@dcabo
@ferblape
@decidim_org
@ciecode
@pr3ssh
@tipi_c
@dtic_upf

Top Mentioned in G8:
@audreyt
@participatory
@tanyafiler
@citizenlabco
@patrickchalmers
@bussolatechbr
@estrangeirada
@marietjeschaake
@digiphile
@jayathmadw

Top Mentioned in G10:
@kelmansteve
@pahl
@ireneguo8
@navapbc
@codeforboston
@pahlkadot
@kwooleyy
@johnbersentes
@jmkamensky
@marydavie

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@gambiste1
@lorettabower3
@andrewmorrisuk
@cybersecurityn8
@trippbraden
@uncjay1
@beccanalia

Top Tweeters in G1:
@lorettabower3
@tummler10
@james3neal
@codeforpdx
@sallyeaves
@elgl50
@eventbrite
@rsm
@ryanko
@colorofchange

Top Tweeters in G2:
@sectest9
@chidambara09
@andrewmorrisuk
@cybersecurityn8
@trippbraden
@uncjay1
@thecuriousluke
@newsneus
@smartecocity
@wil_bielert

Top Tweeters in G3:
@ofuturecities
@un_women
@marcopolis
@yixuantu1
@amandlamobi
@wandilesihlobo
@api_daily
@ricardopieterse
@techsoup
@ngtadriana

Top Tweeters in G4:
@beccanalia
@electionbabe
@acuity_design
@jmspool
@join2manish
@hondanhon
@ewhitmore
@mulegirl
@vickytnz
@johncutlefish

Top Tweeters in G5:
@hubofml
@thesiliconhill
@stem_nastics
@pmore_72
@mswz
@khoney
@deptvetaffairs
@vumchealth
@sorishapragyan
@technicallybmr

Top Tweeters in G6:
@sharkradionet
@realdonaldtrump
@melyssa14200
@make
@cyril
@politizrcom
@rollandnr
@bluenove
@axeldauchez
@frdigitale

Top Tweeters in G7:
@caboludwig
@bcn_ajuntament
@rafacamu
@prosumidorsoc
@mujerestech
@cris_aranda_
@dcabo
@tjungpa
@saiphcita
@dtic_upf

Top Tweeters in G8:
@bbcworld
@wimthetim
@chappie2010
@digiphile
@marietjeschaake
@deborahjonesnz
@stefanschippers
@oognxslojbenwj2
@ibringintoexist
@colinmegill

Top Tweeters in G9:
@amyalex63
@yosha_01
@ujigis
@mamisada
@xigemoto
@nakazawa
@lorz
@homata
@wan_ni
@jeremy_borden

Top Tweeters in G10:
@cdorobek
@kwooleyy
@jmillerwfed
@juliaglidden
@johnbersentes
@daeaves
@pahlkadot
@leadershippros2
@kelmansteve
@marydavie


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