civictech, Twitter, 8/6/2020 10:14:03 PM, 232036


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civictech_2020-08-06_08-48-01.xlsx
civictech_2020-08-06_08-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2020
Short Description:
civictech via NodeXL https://bit.ly/3fyzAQH
@audreyt
@cydharrell
@codeforpdx
@open_eugene
@kirkdborne
@opendataglobal
@18f
@civictechguide
@govtechnews
@elaragon

Top hashtags:
#civictech
#taiwan
#coronavirus
#govtech
#collectie
#iot
#geospatial
#iiot
#5g
#iotpl

Description:
Description
The graph represents a network of 1,310 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, 06 August 2020 at 15:50 UTC.

The requested start date was Thursday, 06 August 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, 20-hour, 27-minute period from Thursday, 23 July 2020 at 02:37 UTC to Wednesday, 05 August 2020 at 23:05 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 : 1310
Unique Edges : 713
Edges With Duplicates : 2258
Total Edges : 2971
Number of Edge Types : 5
Mentions : 352
Retweet : 1000
MentionsInRetweet : 1267
Tweet : 318
Replies to : 34
Self-Loops : 326
Reciprocated Vertex Pair Ratio : 0.0311877903118779
Reciprocated Edge Ratio : 0.0604890604890605
Connected Components : 125
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 922
Maximum Edges in a Connected Component : 2240
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.089949
Graph Density : 0.000906233416336694
Modularity : 0.485984
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 1,310 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, 06 August 2020 at 15:50 UTC.

The requested start date was Thursday, 06 August 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, 20-hour, 27-minute period from Thursday, 23 July 2020 at 02:37 UTC to Wednesday, 05 August 2020 at 23:05 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:
[51] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[34] https://18f.gsa.gov/2020/08/04/introducing-the-ux-guide/
[19] https://medium.com/civictech/vacancy-civic-tech-innovation-network-researcher-d9ba1aac6a2
[16] https://digitalservices.sfgov.org/joinus/#op-398025-principal-product-manager
[12] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[12] https://engage.bah.com/Article/Redirect/ed6706ee-b152-4e42-9513-aca4016993f0?uc=30185&g=0ddf7400-ed4e-4354-857d-cc3e1ca9a70c&f=161113
[11] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-States-Deploy-Chatbots-for-Crisis.html
[11] https://covid19.civictech.chiba.jp/
[9] https://twinybots.ch/
[7] https://civictech.guide/causes/

Top URLs in Tweet in G1:
[2] https://www4.city.kanazawa.lg.jp/11010/civic-tech/CivicTech-juku.html
[2] https://twitter.com/audreyt/status/1290585178067197952
[1] https://covid19.mohw.gov.tw/en/mp-206.html
[1] https://www.youtube.com/watch?v=KNhu0YgF5ZU&feature=youtu.be

[1] https://twitter.com/audreyt/status/1286499052515782656

Top URLs in Tweet in G2:
[15] https://digitalservices.sfgov.org/joinus/#op-398025-principal-product-manager
[1] https://cydharrell.com/book
[1] https://cydharrell.com/book/table-of-contents/
[1] https://18f.gsa.gov/2020/08/04/introducing-the-ux-guide/
[1] https://mailchi.mp/civicmakers/50-and-four-2675914?e=ee35b27ff1
[1] https://twitter.com/aaronsnow/status/1289976291186208770
[1] https://twitter.com/cydharrell/status/1289726931961647104
[1] https://cydharrell.com/book/
[1] https://twitter.com/cydharrell/status/1286724571802918912
[1] https://twitter.com/adamambrogi/status/1286357502846697476

Top URLs in Tweet in G3:
[31] https://18f.gsa.gov/2020/08/04/introducing-the-ux-guide/
[5] https://ux-guide.18f.gov/
[3] https://www.itworldcanada.com/article/top-women-in-cyber-security-celebration-honouree-roundup/433468
[2] http://decolonizingcivictech.com/
[2] https://twitter.com/cydharrell/status/1289726931961647104
[2] https://wp.me/p2S1l8-1JN
[2] https://www.govtech.com/data/Former-GSA-Head-Internal-Procurement-Groups-Were-Against-18F-from-the-Start.html
[1] https://twitter.com/NickSinai/status/1291004757411352576
[1] https://twitter.com/AOC/status/1288971591968333826
[1] http://www.govloop.com/cutting-bureaucratic-tape-to-bring-better-service-to-veterans/

Top URLs in Tweet in G4:
[6] https://civictech.guide/
[5] https://civictech.guide/causes/
[5] https://www.codeforamerica.org/events/national-day-of-civic-hacking-2020
[3] https://www.youtube.com/watch?v=t2IvRcqwdEU&feature=youtu.be

[3] https://code4.ro/ro/blog/abc-accesibilizare/
[2] https://civiq.social/
[2] https://twitter.com/cydharrell/status/1285600570716368896
[2] https://twitter.com/osoreu/status/1288116248157368327
[2] https://twitter.com/octogatos/status/1287860061684076545
[2] http://codingitforward.com/fellowship

Top URLs in Tweet in G5:
[45] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[9] https://engage.bah.com/Article/Redirect/ed6706ee-b152-4e42-9513-aca4016993f0?uc=30185&g=0ddf7400-ed4e-4354-857d-cc3e1ca9a70c&f=161113
[9] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[3] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[2] https://www.sciencedirect.com/science/article/pii/S1877050915011047
[1] https://twitter.com/Wechange_alot/status/1289168590420283392
[1] https://www.memsql.com/blog/case-study-true-digital-group-helps-to-flatten-the-curve-with-memsql/
[1] http://www.google.com/maps/d/viewer?mid=1ROhMQUHXmVMyeyXJcHT7eSuVLiSnwFQN&ll=43.70402728923885%2C-79.40693935000001&z=12
[1] https://twitter.com/fairapps/status/1289109166464827392
[1] https://twitter.com/rickett_chris/status/1287377380554702848

Top URLs in Tweet in G6:
[2] https://www.sciencedirect.com/science/article/pii/S0740624X19302606
[2] https://dspace.mit.edu/bitstream/handle/1721.1/124702/PDC_2020__Pseudo_Participation_and_Design_overleaf_final.pdf?sequence=1&isAllowed=y
[1] https://cscwcivictechnologies.wordpress.com/
[1] https://meta.decidim.org/assemblies/PoliticaDecidim/f/1163/?locale=es
[1] https://twitter.com/koxinga21/status/1286302318305017857
[1] https://twitter.com/PolStudies/status/1268799976689356801
[1] https://publications.parliament.uk/pa/ld5801/ldselect/lddemdigi/77/7702.htm

Top URLs in Tweet in G7:
[10] https://covid19.civictech.chiba.jp/
[8] https://medium.com/civictech/vacancy-civic-tech-innovation-network-researcher-d9ba1aac6a2
[6] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/helpdehelpers-6f64353b191a55a9dae274d8b8943cdf
[6] https://doemee.codefor.nl/
[6] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/meedoen-codefor-nl-818e7ec316763bf34ebd8522aab4862e
[6] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/staythefuckhome-91a7e3c0d21e7a101f5d7670ced2bf53
[5] https://twinybots.ch/
[5] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/lockdown-ad9302321c8f91080e9e6de011e03d67
[5] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/coronavirus-tech-handbook-nl-45ba6d006c6c3ba63a71218fa994f668
[4] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/zoetermeer-voor-elkaar-210ee0e0a20017f609e61475e27480a1

Top URLs in Tweet in G8:
[11] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-States-Deploy-Chatbots-for-Crisis.html
[4] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/5-benefits-of-geospatial-visualization-when-analyzing-IoT-data
[2] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[2] https://blog.seamlessdocs.com/online-sba-grant-applications?utm_content=136085625&utm_medium=social&utm_source=twitter&hss_channel=tw-1123955143
[2] https://www.govtech.com/gov-experience/Municipal-Clerks-Feel-Pressure-to-Modernize-As-COVID-19-Persists.html
[1] https://salsadigital.com.au/news/machine-learning-for-a-more-open-justice-system
[1] https://www.govtech.com/budget-finance/Government-IT-Awaits-Impending-Budget-Storm-Under-New-Strain.html?utm_content=135946908&utm_medium=social&utm_source=twitter&hss_channel=tw-1123955143
[1] https://blog.seamlessdocs.com/triggers-government-workflows?utm_campaign=MKTG%2020Q3%20Triggers&utm_content=135729655&utm_medium=social&utm_source=twitter&hss_channel=tw-1123955143
[1] https://blog.seamlessdocs.com/triggers-government-workflows?utm_campaign=MKTG%2020Q3%20Triggers&utm_content=135846412&utm_medium=social&utm_source=twitter&hss_channel=tw-1123955143
[1] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-CfA-Compiles-COVID-Response-Work.html

Top URLs in Tweet in G9:
[3] https://www.meetup.com/Civic-Tech-Toronto/events/271752813/
[2] https://vimeo.com/360317474
[1] https://www.meetup.com/Civic-Tech-Toronto/events/271752931/
[1] https://www.meetup.com/Civic-Tech-Toronto/events/271752870/
[1] https://twitter.com/CivicTechTO/status/1288493277713440773
[1] https://podcasts.apple.com/ca/podcast/ep35-audrey-tang-biography-of-a-poetician-part-1/id1486351232?i=1000487042351
[1] https://www.stitcher.com/podcast/stories-from-the-open-gov/e/76655942?autoplay=false
[1] https://reopengov.org/episode/ep35-audrey-tang-biography-of-a-poetician-part-1/
[1] https://twitter.com/code4ca/status/1288856891217588226
[1] https://codefor.ca/careers/education-program-manager/

Top URLs in Tweet in G10:
[2] https://get.flui.city/blog/civic-tech-favorisent-representativite-accessibilite-cnil/
[2] https://www.euractiv.com/section/future-eu/opinion/let-millions-of-eu-citizens-engage-on-the-conference-on-the-future-of-europe/
[2] https://www.lesvraiesquestions.com/
[1] https://get.flui.city/blog/agrement-esus-confirme-positionnement-civic-tech-engagee/
[1] https://get.flui.city/blog/civic-tech-unissent-pour-defendre-secteur-europe-acte/
[1] https://www.synopia.fr/journal-des-futurs-25-reinventer-la-democratie-pour-le-monde-dapres/
[1] https://twitter.com/lecese/status/1286350918649356288
[1] https://about.make.org/jobs/stagiaire-charge-e-de-mission-affaires-publiques
[1] https://twitter.com/associvictecheu/status/1285849481888571394
[1] https://www.franceinter.fr/emissions/le-debat-de-midi/le-debat-de-midi-27-juillet-2020

Top Domains
Top Domains in Tweet in Entire Graph:
[107] codefor.nl
[86] twitter.com
[51] techtarget.com
[34] gsa.gov
[33] medium.com
[28] bah.com
[19] govtech.com
[18] civictech.guide
[16] sfgov.org
[12] chiba.jp

Top Domains in Tweet in G1:
[3] twitter.com
[2] lg.jp
[1] gov.tw
[1] youtube.com

Top Domains in Tweet in G2:
[15] sfgov.org
[4] twitter.com
[3] cydharrell.com
[1] gsa.gov
[1] mailchi.mp

Top Domains in Tweet in G3:
[31] gsa.gov
[10] twitter.com
[5] 18f.gov
[3] itworldcanada.com
[2] decolonizingcivictech.com
[2] wp.me
[2] govtech.com
[1] govloop.com
[1] sfgov.org
[1] civictech.chat

Top Domains in Tweet in G4:
[17] twitter.com
[15] civictech.guide
[7] codeforamerica.org
[7] code4.ro
[4] youtube.com
[2] civiq.social
[2] democracylab.org
[2] github.com
[2] list-manage.com
[2] codingitforward.com

Top Domains in Tweet in G5:
[45] techtarget.com
[21] bah.com
[4] twitter.com
[2] sciencedirect.com
[1] memsql.com
[1] google.com

Top Domains in Tweet in G6:
[2] twitter.com
[2] sciencedirect.com
[2] mit.edu
[1] wordpress.com
[1] decidim.org
[1] parliament.uk

Top Domains in Tweet in G7:
[107] codefor.nl
[11] chiba.jp
[9] medium.com
[9] asahi.com
[7] twitter.com
[5] twinybots.ch
[4] heldnodig.nl
[3] code4japan.org
[2] placedupalaisbourbon.fr
[2] mairesetcitoyens.fr

Top Domains in Tweet in G8:
[16] govtech.com
[4] techtarget.com
[4] seamlessdocs.com
[2] bah.com
[1] com.au
[1] citizenlab.co
[1] mailchi.mp
[1] apolitical.co

Top Domains in Tweet in G9:
[5] meetup.com
[4] twitter.com
[2] vimeo.com
[1] apple.com
[1] stitcher.com
[1] reopengov.org
[1] codefor.ca
[1] civichallto.ca
[1] thestar.com

Top Domains in Tweet in G10:
[4] flui.city
[2] twitter.com
[2] euractiv.com
[2] lesvraiesquestions.com
[1] synopia.fr
[1] make.org
[1] franceinter.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1086] civictech
[391] taiwan
[388] coronavirus
[167] govtech
[97] collectie
[61] iot
[56] geospatial
[55] iiot
[53] 5g
[53] iotpl



Top Hashtags in Tweet in G1:
[388] civictech
[386] taiwan
[384] coronavirus
[1] taiwanmodel
[1] trust
[1] covid19
[1] technews
[1] tech4all
[1] tuesdayvibes
[1] participatorydemocracy

Top Hashtags in Tweet in G2:
[95] civictech
[3] signalboost
[1] opengov
[1] ux
[1] digitalgov
[1] publicservice
[1] civicdata

Top Hashtags in Tweet in G3:
[71] civictech
[31] ux
[14] ai
[14] govtech
[13] cybersecurity
[13] stateandlocal
[13] security
[12] fintech
[12] navdeepsbains
[12] justintrudeau

Top Hashtags in Tweet in G4:
[79] civictech
[10] techforgood
[9] tech4good
[9] code4romania
[7] cooltural
[6] volunteer
[5] opengov
[4] volunteers
[4] govtech
[4] cfabrigade

Top Hashtags in Tweet in G5:
[53] iot
[50] geospatial
[48] iiot
[47] 5g
[47] iotpl
[25] bigdata
[25] civictech
[22] ai
[22] datascience
[9] opensource

Top Hashtags in Tweet in G6:
[45] civictech
[30] cscw2020
[5] demopart
[1] floss
[1] taiwan
[1] coronavirus
[1] participatorydemocracy
[1] participatorybudgeting
[1] vtaiwan
[1] opengov

Top Hashtags in Tweet in G7:
[135] civictech
[103] govtech
[97] collectie
[10] シビックテック
[9] opendata
[6] staythefuckhome
[3] edemocracy
[2] government
[2] podcast
[2] démocratie

Top Hashtags in Tweet in G8:
[24] civictech
[15] govtech
[4] geospatial
[4] iot
[4] 5g
[4] iiot
[4] iotpl
[4] ai
[4] machinelearning
[4] openjustice

Top Hashtags in Tweet in G9:
[34] civictech
[8] digitalgov
[5] civictechto
[4] digitalgovernment
[4] toronto
[4] opengov
[3] opendata
[2] gcdigital
[2] civictechtuesday
[2] govtech

Top Hashtags in Tweet in G10:
[17] civictech
[9] débatdemidi
[5] démocratie
[4] démocratieparticipative
[2] mondeapres
[2] democratieparticipative
[2] cofoe
[2] futureofeurope
[2] lesvraiesquestions
[1] participationcitoyenne

Top Words
Top Words in Tweet in Entire Graph:
[1082] #civictech
[400] social
[399] audreyt
[394] trust
[389] democratic
[389] #taiwan
[389] hand
[388] combat
[388] #coronavirus
[388] soap

Top Words in Tweet in G1:
[388] audreyt
[388] #civictech
[385] #taiwan
[384] democratic
[384] combat
[384] #coronavirus
[384] soap
[384] hand
[384] sanitizer
[384] plenty

Top Words in Tweet in G2:
[95] #civictech
[85] cydharrell
[82] book
[54] know
[54] shipped
[54] copy
[54] editor
[54] last
[54] night
[54] interest

Top Words in Tweet in G3:
[89] 18f
[70] #civictech
[36] guide
[31] announcing
[31] #ux
[31] documents
[31] practices
[31] helpful
[31] resources
[30] #tran

Top Words in Tweet in G4:
[79] #civictech
[32] civic
[17] tech
[14] good
[14] și
[13] field
[12] guide
[11] night
[11] code4romania
[11] să

Top Words in Tweet in G5:
[59] kirkdborne
[54] visualization
[53] #iot
[50] #geospatial
[48] data
[48] #iiot
[47] #5g
[47] #iotpl
[45] benefits
[45] analyzing

Top Words in Tweet in G6:
[43] #civictech
[31] workshop
[30] elaragon
[30] join
[30] held
[30] acm_cscw
[30] #cscw2020
[30] looking
[30] researchers
[30] practitioners

Top Words in Tweet in G7:
[135] #civictech
[103] #govtech
[97] #collectie
[97] initiatieven
[97] uitgelicht
[54] hulpvragen
[43] corona
[14] tech
[11] elkaar
[11] nl

Top Words in Tweet in G8:
[24] #civictech
[15] #govtech
[14] more
[10] govtechnews
[7] plus
[7] nccomptro
[6] civic
[6] tech
[6] kirkdborne
[6] visualization

Top Words in Tweet in G9:
[33] #civictech
[16] program
[11] civictechto
[9] education
[9] manager
[9] evaluation
[9] july
[9] 28
[8] pm
[8] join

Top Words in Tweet in G10:
[24] make_org
[17] #civictech
[11] fluicity
[10] axeldauchez
[9] retrouvez
[9] président
[9] #débatdemidi
[7] monde
[6] franceinter
[5] décembre

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

Top Word Pairs in Tweet in G1:
[384] democratic,#taiwan
[384] #taiwan,combat
[384] combat,#coronavirus
[384] #coronavirus,soap
[384] soap,hand
[384] hand,sanitizer
[384] sanitizer,#civictech
[384] #civictech,plenty
[384] plenty,trust
[384] trust,amplified

Top Word Pairs in Tweet in G2:
[55] #civictech,book
[54] know,#civictech
[54] book,shipped
[54] shipped,copy
[54] copy,editor
[54] editor,last
[54] last,night
[54] night,interest
[53] cydharrell,know
[15] sf,digital

Top Word Pairs in Tweet in G3:
[31] announcing,18f
[31] 18f,#ux
[31] #ux,guide
[31] guide,documents
[31] documents,practices
[31] practices,helpful
[31] helpful,resources
[31] resources,#civictech
[30] 18f,announcing
[30] #civictech,#tran

Top Word Pairs in Tweet in G4:
[14] civic,tech
[11] tech,field
[11] field,guide
[8] buscas,manera
[8] manera,contribuir
[8] contribuir,#civictech
[8] #civictech,equipo
[8] equipo,paravotarpr
[8] paravotarpr,identificados
[8] identificados,unas

Top Word Pairs in Tweet in G5:
[47] #iiot,#iotpl
[46] #5g,#iiot
[45] benefits,#geospatial
[45] #geospatial,visualization
[45] visualization,analyzing
[45] analyzing,#iot
[45] #iot,data
[45] data,#5g
[42] kirkdborne,benefits
[42] #iotpl,#digitaltr

Top Word Pairs in Tweet in G6:
[31] workshop,#civictech
[30] join,workshop
[30] #civictech,held
[30] held,acm_cscw
[30] acm_cscw,#cscw2020
[30] #cscw2020,looking
[30] looking,researchers
[30] researchers,practitioners
[29] elaragon,join
[6] excellent,excellent

Top Word Pairs in Tweet in G7:
[97] initiatieven,uitgelicht
[97] #civictech,#govtech
[54] #collectie,hulpvragen
[54] hulpvragen,initiatieven
[43] #collectie,corona
[43] corona,initiatieven
[14] uitgelicht,#civictech
[11] elkaar,#civictech
[10] #シビックテック,#civictech
[9] シビックテック,コロナに挑んだ3カ月

Top Word Pairs in Tweet in G8:
[11] #govtech,#civictech
[7] plus,more
[7] more,#civictech
[6] civic,tech
[5] nassau,county
[5] county,publishes
[5] publishes,equity
[5] equity,gap
[5] gap,toolkit
[5] toolkit,plus

Top Word Pairs in Tweet in G9:
[9] july,28
[8] education,program
[8] program,manager
[8] 28,civichallto
[8] civichallto,hosting
[8] hosting,panel
[8] panel,emerging
[8] emerging,monitoring
[8] monitoring,evaluation
[8] evaluation,practices

Top Word Pairs in Tweet in G10:
[9] retrouvez,axeldauchez
[9] axeldauchez,président
[9] président,make_org
[5] make_org,direct
[5] direct,aujourd'hui
[5] aujourd'hui,12h
[5] 12h,#débatdemidi
[5] #débatdemidi,franceinter
[4] civic,tech
[4] décembre,avons

Top Replied-To
Top Replied-To in Entire Graph:
@richardpietro
@cydharrell
@aidanfeldman
@civictechguide
@yesprop16
@aschrock
@mikebutcher
@mjrichardson_to
@civictechto
@julian_mccrae

Top Replied-To in G2:
@aidanfeldman

Top Replied-To in G3:
@cydharrell

Top Replied-To in G4:
@civictechguide
@civictechto
@mikebutcher

Top Replied-To in G5:
@cathmckenna
@fairapps

Top Replied-To in G6:
@ana_valdi
@sonalrshah

Top Replied-To in G9:
@richardpietro
@mjrichardson_to
@sarahschacht

Top Mentioned
Top Mentioned in Entire Graph:
@audreyt
@cydharrell
@kirkdborne
@18f
@elaragon
@acm_cscw
@pifgov
@claricechan
@usds
@raceforward

Top Mentioned in G1:
@audreyt
@bbcworld
@pharaohkj
@alexraleeachk
@daeaves
@carlykind_

Top Mentioned in G2:
@cydharrell
@nasedorg
@nassorg
@electionbabe
@adamambrogi
@postkxj
@beeckcenter
@rockefellerfdn
@ewhitmore
@18f

Top Mentioned in G3:
@18f
@pifgov
@claricechan
@usds
@congressfellows
@elizayer
@sawtoothwave
@cydharrell
@instituteforedu
@coachkemper

Top Mentioned in G4:
@code4romania
@democracylab
@code4puertorico
@codeforboston
@paravotarpr
@civictechguide
@codingitforward
@caravanstudios
@codeforamerica
@cydharrell

Top Mentioned in G5:
@kirkdborne
@estrudthoff
@housingnowto
@cydharrell
@minstrelman91
@domenicravita
@sqinchanthro
@audreyt
@mgifford
@cathmckenna

Top Mentioned in G6:
@elaragon
@acm_cscw
@dmcole_
@participatory
@dtic_upf
@decidim_org
@audreyt
@cydharrell
@vicen__gomez
@akalten_bcn

Top Mentioned in G7:
@chamboncellea

Top Mentioned in G8:
@govtechnews
@kirkdborne
@seamlessdocs
@nassaucountyny
@nascio
@salsadigital
@apoliticalco
@cabq
@nccomptroller

Top Mentioned in G9:
@civictechto
@code4ca
@civichallto
@joycemurray
@skaidrap
@re_open_gov
@katekalcevich
@uoftinfofaculty
@audreyt
@kristovaher

Top Mentioned in G10:
@make_org
@axeldauchez
@fluicity
@franceinter
@capcollectif
@aprokopiev
@civocracy
@quorumcorp
@associvictecheu
@judepim

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@nioumasashi
@ikjfhml
@ksp_libs
@_bakemono
@andrewmorrisuk
@entwistletx
@ssxman2
@learn__together
@sana74soleil

Top Tweeters in G1:
@nioumasashi
@ikjfhml
@_bakemono
@sana74soleil
@bbcworld
@gingin21
@azumikotaromc
@hawks__fan
@audimidorin
@fagankara

Top Tweeters in G2:
@electionbabe
@harrisj
@andryta
@briantrice
@not_brianfrance
@b_cavello
@acuity_design
@jmspool
@skinnylatte
@mauraalwyen

Top Tweeters in G3:
@blackamazon
@syawal
@tyrgr
@thesiliconhill
@manifattura40
@outsideris
@thebestsophist
@mcinnovative
@jgarber
@markdalgarno

Top Tweeters in G4:
@mikebutcher
@ewhitmore
@codeforpdx
@kateszumanski
@noneck
@info_activism
@danachis
@p2173
@ryanko
@pkomites

Top Tweeters in G5:
@chidambara09
@andrewmorrisuk
@ssxman2
@websecurityit
@jacobussystems
@dariosailor86
@thecuriousluke
@hubofml
@spirosmargaris
@hal4

Top Tweeters in G6:
@caboludwig
@demsoc
@mujerestech
@cris_aranda_
@marcosmazoni
@lauralacarra
@basicavisual
@colinmegill
@oidpoidp
@pahlkadot

Top Tweeters in G7:
@niconico0005
@quasagroup
@peterkeates
@cumabear
@lucian2drei
@makiwi
@asahi_designbu
@sajidmirza
@mikan_no_haha
@georgiamoon

Top Tweeters in G8:
@fivethirtyeight
@ceceilia0502
@techtrendingnow
@kcmo
@govtechnews
@youngapp_pf
@pmprouk
@apoliticalco
@seetalabs
@nascio

Top Tweeters in G9:
@ksp_libs
@jubleew
@mjrichardson_to
@cityoftoronto
@richardpietro
@sarahschacht
@toferc
@joycemurray
@johnrkenney
@kat_leblanc

Top Tweeters in G10:
@franceinter
@catherinemoal
@boujemaa_b
@pierrec
@lecese
@bluenove
@kalima_rp
@axeldauchez
@gacollin
@make_org