civictech, Twitter, 12/5/2020 4:43:48 PM, 242721


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civictech_2020-12-03_08-16-53.xlsx
civictech_2020-12-03_08-16-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2020
Short Description:
civictech via NodeXL https://bit.ly/3qtA94Z
@trendsinai
@kirkdborne
@superbhatt
@instituteforedu
@chris_kuang
@open_eugene
@codingitforward
@civictechafrica
@smartecocity
@gsa_tts

Top hashtags:
#civictech
#govtech
#bigdata
#ai
#smartcities
#datascience
#sunabaco
#iot

Description:
Description
The graph represents a network of 707 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, 03 December 2020 at 16:18 UTC.

The requested start date was Thursday, 03 December 2020 at 01:01 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, 19-hour, 58-minute period from Thursday, 19 November 2020 at 02:45 UTC to Wednesday, 02 December 2020 at 22:44 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 : 707
Unique Edges : 483
Edges With Duplicates : 1200
Total Edges : 1683
Number of Edge Types : 5
Retweet : 483
MentionsInRetweet : 640
Mentions : 270
Tweet : 266
Replies to : 24
Self-Loops : 274
Reciprocated Vertex Pair Ratio : 0.048469387755102
Reciprocated Edge Ratio : 0.0924574209245742
Connected Components : 135
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 209
Maximum Edges in a Connected Component : 603
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.154553
Graph Density : 0.00164682595333592
Modularity : 0.49158
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 707 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, 03 December 2020 at 16:18 UTC.

The requested start date was Thursday, 03 December 2020 at 01:01 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, 19-hour, 58-minute period from Thursday, 19 November 2020 at 02:45 UTC to Wednesday, 02 December 2020 at 22:44 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:
[25] https://tmt.knect365.com/smart-cities/
[13] https://www.eventbrite.co.uk/e/what-role-for-civic-tech-and-data-in-mitigating-the-climate-crisis-tickets-128505223583
[11] https://www.youtube.com/watch?v=vD0MnA-ilcs&feature=youtu.be

[9] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/Making-smart-cities-smarter-by-using-a-standardized-approach
[8] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[8] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356
[7] https://docs.google.com/forms/d/e/1FAIpQLSeawHZyZo4GgXgs9s9nVXEMa6fAYaeza2Q8YFHzYS333-E9eA/viewform
[7] https://us02web.zoom.us/meeting/register/tZMlduqrqjkoGdD_ZlsEeKEz2Br-9CfSEEiv
[6] https://www.sci-japan.or.jp/event/YOKOHAMA/program/session2_4.html
[6] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3

Top URLs in Tweet in G1:
[3] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/cbdc81ee525647c7927705e12332a070
[3] https://uracimamaps.maps.arcgis.com/apps/opsdashboard/index.html#/015c1c36ea7244ab85b5d696c930a842
[3] https://uracimamaps.maps.arcgis.com/home/gallery.html?view=grid&sortOrder=desc&sortField=modified
[2] https://www.youtube.com/watch?v=HuYVIKKUZms&feature=youtu.be

[2] https://civictech.guide/graveyard/
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/zwijndrecht-voor-elkaar-1fb58ba94c9c64284d8466e01df31a2a
[2] https://collecties.codefor.nl/cbase/corona-66b1fc7e5b86de17cead9ace3f315088/usecase/puur-papendrecht-bd507d6bd47595e54f706924e23d51df
[2] https://collecties.codefor.nl/cbase/corona-initiatieven-7f1b1d68b2b0a8c621f114e190c98869/usecase/helpdehelpers-6f64353b191a55a9dae274d8b8943cdf
[1] https://twitter.com/marielreed/status/1329531067427024896
[1] https://news.yahoo.co.jp/pickup/6377079

Top URLs in Tweet in G2:
[1] https://www.eventbrite.com/e/civic-hive-media-day-tickets-131007201065

Top URLs in Tweet in G3:
[1] https://www.thecrimson.com/article/2020/10/29/rethink-cyberbullying/
[1] https://www.belfercenter.org/publication/improving-stem-policy-advice-emerging-technology-era
[1] https://www.oit.va.gov/news/article/?read=va-launches-smart-tool-to-reduce-veteran-wait-times-for-disability-claims
[1] https://www.meetup.com/DCAzureGov/events/270066053/
[1] https://www.fedscoop.com/biden-administration-gsa-it-recommendations/
[1] https://twitter.com/instituteforedu/status/1329466146983202816
[1] https://theconversation.com/hacking-the-pandemic-how-taiwans-digital-democracy-holds-covid-19-at-bay-145023
[1] https://tmt.knect365.com/smart-cities/

Top URLs in Tweet in G4:
[11] https://www.youtube.com/watch?v=vD0MnA-ilcs&feature=youtu.be

[4] https://8246-dx-seminar.studio.site/
[2] https://www.nikkei.com/article/DGXMZO66258920W0A111C2000000/
[1] https://www.youtube.com/watch?v=pqt2JWTbwtc&feature=youtu.be

[1] https://sunabaco.com/schools/design/
[1] http://www.city.yatsushiro.lg.jp/kiji00313697/index.html
[1] https://twitter.com/nakamakoko/status/1332303297605033986
[1] https://twitter.com/yatsushiro0801/status/1329280741964857345
[1] https://www.nikkei.com/article/DGXMZO66916140S0A201C2MM8000

Top URLs in Tweet in G5:
[23] https://tmt.knect365.com/smart-cities/
[8] https://internetofthingsagenda.techtarget.com/blog/IoT-Agenda/Making-smart-cities-smarter-by-using-a-standardized-approach
[8] https://engage.bah.com/Article/Redirect/c0aaf21c-67fe-48a4-b9eb-90e95b635ce4?uc=30185&g=e272be2c-2127-41ba-98b3-9e2b6bb47659&f=160826
[8] https://engage.bah.com/Article/Redirect/58812c13-7181-4acd-9cab-5072fade3dc9?uc=30185&g=0cca858a-23f4-41a5-aac4-2223d4479262&f=159356

Top URLs in Tweet in G6:
[7] https://us02web.zoom.us/meeting/register/tZMlduqrqjkoGdD_ZlsEeKEz2Br-9CfSEEiv
[5] https://medium.com/civictech/ctin-latest-activity-increasing-awareness-on-the-use-of-civic-tech-to-digitalise-local-government-3ef95dba7d3
[3] https://medium.com/civictech/civic-tech-what-we-are-reading-c8e27f260807
[3] https://civictech.africa/civic-tech-community-excelling-in-helping-to-handle-the-pandemic/
[3] https://civictech.africa/database-list-of-initiatives/
[2] https://medium.com/civictech/how-to-raise-awareness-for-your-civic-tech-platform-6c7a4c9b805e
[2] https://medium.com/civictech/apply-for-these-opportunities-for-october-and-november-5be5f4aec0e7
[2] https://medium.com/civictech/citizen-participation-may-be-the-key-to-building-african-smart-cities-26a14a253b6d
[2] https://medium.com/civictech/technology-is-not-a-quick-fix-solution-for-corruption-df884c7e1b6d
[2] https://civictech.africa/fat-event/threats-to-democracy-webinar/

Top URLs in Tweet in G7:
[2] https://www.meetup.com/nmtechscene/events/274514521/
[1] https://twitter.com/bellmar/status/1331747253594300416
[1] https://cydharrell.com/book
[1] https://twitter.com/Narfnampil/status/1332846267693629441
[1] https://civictech.guide/learn/

Top URLs in Tweet in G8:
[2] https://www.eventbrite.com/e/hack-to-give-thanks-2020-tickets-120636676547
[2] https://www.democracylab.org/index/?section=Donate
[2] https://www.meetup.com/SeaTech4Good/events/274555796/
[1] https://www.eventbrite.com/e/hacky-new-year-2021-tickets-130093269471
[1] https://www.democracylab.org/index/?section=AboutProject&id=149
[1] https://emamo.com/event/the-opportunity-project-demo-week-2020
[1] https://medium.com/participo/public-discussions-on-covid-19-lockdown-in-scotland-8f34a586c69c
[1] https://www.eventbrite.co.uk/e/what-role-for-civic-tech-and-data-in-mitigating-the-climate-crisis-tickets-128505223583
[1] https://www.sciencedirect.com/science/article/abs/pii/S0736585320300769
[1] https://www.democracylab.org/index/?section=AboutProject&id=486

Top URLs in Tweet in G9:
[12] https://www.eventbrite.co.uk/e/what-role-for-civic-tech-and-data-in-mitigating-the-climate-crisis-tickets-128505223583
[1] https://twitter.com/commscrowd/status/1331551705327042560
[1] https://twitter.com/mysociety/status/1326582676292243458
[1] https://twitter.com/mySociety/status/1333803681272139776
[1] https://www.eventbrite.co.uk/e/what-role-for-civic-tech-and-data-in-mitigating-the-climate-crisis-tickets-128505223583?fbclid=IwAR2X8bo6mbxNNPqd7hv&utm_campaign=Webinars&utm_content=146558553&utm_medium=social&utm_source=twitter&hss_channel=tw-9481992

Top URLs in Tweet in G10:
[2] https://www.meetup.com/Civic-Tech-Toronto/events/274206616/
[1] https://twitter.com/code4ca/status/1333820717687836675
[1] https://twitter.com/WomenWhoCode/status/1318629307607060484
[1] http://civictech.ca/
[1] https://twitter.com/UofT/status/1332067559030525954
[1] https://www.meetup.com/Civic-Tech-Toronto/events/274497686/
[1] https://www.youtube.com/watch?v=ANU-7dRtrjs&feature=youtu.be

[1] https://twitter.com/CJRU1280/status/1328890205974237187
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DsrJ7UmkIAH0%26t%3D6s&q=EgS4SO-bGIzZ8f0FIhkA8aeDS5udV8qLteY0I_7ng76bhI8sXkX2MgFy
[1] https://some-thoughts.org/fukunaga.html

Top Domains
Top Domains in Tweet in Entire Graph:
[64] twitter.com
[28] medium.com
[25] knect365.com
[21] youtube.com
[16] bah.com
[15] codefor.nl
[14] co.uk
[13] meetup.com
[11] computronix.com
[10] zoom.us

Top Domains in Tweet in G1:
[15] codefor.nl
[11] twitter.com
[9] arcgis.com
[4] civictech.guide
[3] jimdofree.com
[2] co.jp
[2] youtube.com
[2] medium.com
[1] counciltracker.ie
[1] civictech.ie

Top Domains in Tweet in G2:
[1] eventbrite.com

Top Domains in Tweet in G3:
[1] thecrimson.com
[1] belfercenter.org
[1] va.gov
[1] meetup.com
[1] fedscoop.com
[1] twitter.com
[1] theconversation.com
[1] knect365.com

Top Domains in Tweet in G4:
[12] youtube.com
[4] studio.site
[3] nikkei.com
[2] twitter.com
[1] sunabaco.com
[1] lg.jp

Top Domains in Tweet in G5:
[23] knect365.com
[16] bah.com
[8] techtarget.com

Top Domains in Tweet in G6:
[24] medium.com
[8] civictech.africa
[7] zoom.us
[2] citizenlab.co
[1] euafricathejourney.com
[1] techtarget.com
[1] knect365.com

Top Domains in Tweet in G7:
[2] twitter.com
[2] meetup.com
[1] cydharrell.com
[1] civictech.guide

Top Domains in Tweet in G8:
[4] democracylab.org
[3] eventbrite.com
[3] meetup.com
[1] emamo.com
[1] medium.com
[1] co.uk
[1] sciencedirect.com

Top Domains in Tweet in G9:
[13] co.uk
[3] twitter.com

Top Domains in Tweet in G10:
[7] twitter.com
[3] meetup.com
[1] civictech.ca
[1] youtube.com
[1] google.com
[1] some-thoughts.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[484] civictech
[54] govtech
[51] bigdata
[45] ai
[44] smartcities
[43] datascience
[41] sunabaco
[28] iot
[28] iiot
[28] iotpl



Top Hashtags in Tweet in G1:
[62] civictech
[17] govtech
[14] collectie
[13] uracima
[13] urayasu
[3] smartcities
[3] ヒーローズリーグ
[2] procurement
[2] civicengagement
[1] localgov

Top Hashtags in Tweet in G2:
[3] civictech
[1] askquestions
[1] getinvolved
[1] civichivefellowship

Top Hashtags in Tweet in G3:
[21] civictech
[8] pif2021
[7] govimpactsummit
[3] cdf19
[2] ai
[1] opportunityproject
[1] machinelearning
[1] reskilling
[1] lifelonglearning
[1] digitaltransformation

Top Hashtags in Tweet in G4:
[54] civictech
[41] sunabaco
[8] dx
[8] civictech1st
[4] govtech
[4] 卒業制作発表
[2] 元市役所職員の呟き
[2] デジタル志民証
[2] 八代市
[2] トヨタ自動車九州

Top Hashtags in Tweet in G5:
[47] bigdata
[40] datascience
[40] ai
[32] smartcities
[26] iot
[26] iiot
[26] iotpl
[8] artificialintelligence
[8] resilience
[4] machinelearning

Top Hashtags in Tweet in G6:
[32] civictech
[26] tech
[17] digitalinnovations
[7] threatstodemocracy
[6] smartcities
[5] covid19
[5] eu
[5] africa
[5] hackathon
[5] innovator

Top Hashtags in Tweet in G7:
[23] civictech
[2] sundayreads

Top Hashtags in Tweet in G8:
[23] civictech
[5] volunteer
[5] opportunityproject
[4] hackathon
[4] civictechtuesday
[2] techforgood
[2] hacktogivethanks
[2] givingtuesday
[1] opensource
[1] hackynewyear

Top Hashtags in Tweet in G9:
[28] civictech
[15] tictec
[11] climatecrisis
[9] opendata
[5] climateemergency
[3] event
[3] civctech
[2] digitaldemocracy
[1] netzero
[1] opengov

Top Hashtags in Tweet in G10:
[12] civictech
[11] civictechto
[2] ewaste
[1] fwd50
[1] womenwhocode
[1] localradio
[1] trashpanda

Top Words
Top Words in Tweet in Entire Graph:
[481] #civictech
[75] civictech
[70] civic
[61] join
[61] government
[59] tech
[54] #govtech
[51] community
[51] #bigdata
[50] data

Top Words in Tweet in G1:
[62] #civictech
[17] #govtech
[14] #collectie
[14] initiatieven
[14] uitgelicht
[13] #uracima
[13] #urayasu
[9] hulpvragen
[7] civic
[6] tech

Top Words in Tweet in G2:
[38] civichive
[29] attention
[29] lgalert
[29] allows
[29] access
[29] local
[29] government
[29] funds
[29] tried
[29] check

Top Words in Tweet in G3:
[21] #civictech
[17] pif
[16] pifgov
[11] tech
[10] gsa_tts
[9] read
[8] week's
[8] great
[8] one
[8] month

Top Words in Tweet in G4:
[54] civictech
[53] #civictech
[41] #sunabaco
[35] nakamakoko
[18] innovator育成講座
[18] 八代市
[14] sunabaco
[14] トヨタ自動車九州の
[12] penguincafe8
[11] 20201129

Top Words in Tweet in G5:
[47] #bigdata
[43] kirkdborne
[40] #datascience
[40] #ai
[32] #smartcities
[26] #iot
[26] #iiot
[26] #iotpl
[23] comes
[23] summit

Top Words in Tweet in G6:
[32] #civictech
[26] #tech
[24] civictechafrica
[24] democracies
[18] look
[18] improving
[17] #digitalinnovations
[17] threatening
[17] examples
[15] data

Top Words in Tweet in G7:
[23] #civictech
[18] policy
[10] paulinabustosa
[7] politics
[7] power
[7] change
[7] help
[6] trying
[6] effect
[6] relationship

Top Words in Tweet in G8:
[23] #civictech
[13] join
[13] democracylab
[11] community
[9] please
[8] hack
[8] civic
[8] consider
[8] tonight
[7] time

Top Words in Tweet in G9:
[26] #civictech
[19] discuss
[19] mysociety
[17] join
[15] #tictec
[12] used
[11] joined
[11] #climatecrisis
[10] climate
[9] instituteforgov

Top Words in Tweet in G10:
[15] civictechto
[12] #civictech
[11] #civictechto
[8] ryanfukunaga
[6] pm
[6] join
[6] hacknight
[6] technology
[6] starting
[5] planning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[43] #bigdata,#datascience
[42] #datascience,#ai
[30] local,government
[29] #govtech,#civictech
[29] attention,lgalert
[29] lgalert,allows
[29] allows,access
[29] access,local
[29] government,funds
[29] funds,tried

Top Word Pairs in Tweet in G1:
[16] #civictech,#govtech
[14] initiatieven,uitgelicht
[13] #uracima,#civictech
[13] #civictech,#urayasu
[9] #collectie,hulpvragen
[9] hulpvragen,initiatieven
[5] #collectie,corona
[5] corona,initiatieven
[3] hl2020予選,#ヒーローズリーグ
[3] #ヒーローズリーグ,15

Top Word Pairs in Tweet in G2:
[29] attention,lgalert
[29] lgalert,allows
[29] allows,access
[29] access,local
[29] local,government
[29] government,funds
[29] funds,tried
[29] tried,check
[29] check,governance
[28] civichive,attention

Top Word Pairs in Tweet in G3:
[8] week's,#civictech
[8] #civictech,read
[8] one,month
[7] gsa_tts,#govimpactsummit
[7] #govimpactsummit,pif
[7] pif,nel
[7] nel,colón
[7] colón,deptvetaffairs
[7] deptvetaffairs,deputy
[7] deputy,cto

Top Word Pairs in Tweet in G4:
[19] #civictech,#sunabaco
[18] civictech,innovator育成講座
[14] nakamakoko,civictech
[14] sunabaco,八代市
[14] 八代市,トヨタ自動車九州の
[14] トヨタ自動車九州の,civictech
[11] #sunabaco,20201129
[11] 20201129,地方都市から始める
[11] 地方都市から始める,dxセミナー
[11] dxセミナー,八代

Top Word Pairs in Tweet in G5:
[40] #bigdata,#datascience
[39] #datascience,#ai
[26] #iot,#iiot
[26] #iiot,#iotpl
[23] comes,#smartcities
[23] #smartcities,summit
[23] summit,#iot
[23] #iotpl,#bigdata
[22] kirkdborne,comes
[22] #ai,#machinelearn

Top Word Pairs in Tweet in G6:
[17] #digitalinnovations,threatening
[17] threatening,democracies
[17] democracies,look
[17] look,#civictech
[17] #civictech,examples
[17] examples,#tech
[17] #tech,improving
[11] civictechafrica,#digitalinnovations
[7] open,data
[7] improving,democracies

Top Word Pairs in Tweet in G7:
[10] paulinabustosa,#civictech
[6] #civictech,politics
[6] politics,power
[6] power,trying
[6] trying,effect
[6] effect,change
[6] change,relationship
[6] relationship,between
[6] between,public
[6] public,government

Top Word Pairs in Tweet in G8:
[8] please,consider
[5] hack,give
[5] give,thanks
[5] friends,anything
[5] anything,#civictech
[5] #civictech,worth
[5] worth,following
[5] following,documenting
[5] documenting,nowadays
[5] proud,part

Top Word Pairs in Tweet in G9:
[9] instituteforgov,cotswolddc
[7] cotswolddc,cse_bristol
[6] cse_bristol,discuss
[6] mitigate,#climatecrisis
[6] climate,crisis
[5] naticarfi,joined
[5] joined,panelists
[5] panelists,instituteforgov
[5] join,wednesday
[5] wednesday,discuss

Top Word Pairs in Tweet in G10:
[6] #civictechto,hacknight
[5] planning,submitting
[5] submitting,talk
[5] talk,idea
[5] idea,workshop
[5] workshop,#civictechto
[5] hacknight,each
[5] each,week
[5] week,run
[4] #civictech,#civictechto

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@civichive
@nakamakoko
@civictechafrica
@mysociety
@pifgov
@civictechto
@penguincafe8
@elaragon
@ar

Top Mentioned in G1:
@ebisu22
@pikobar_jabar

Top Mentioned in G2:
@civichive
@mtnng
@budgitng
@eienigeria
@kadariaahmed
@macfound
@osiwa1
@jogbosky
@seunonigbinde
@obyezeks

Top Mentioned in G3:
@pifgov
@gsa_tts
@deptvetaffairs
@codingitforward
@coachkemper
@pifalum
@belfercenter
@target
@technologyliz
@trishprabhu

Top Mentioned in G4:
@nakamakoko
@penguincafe8
@yukui_jp
@dahatake
@garraway_f
@sunabaco8246
@carinwaka21
@eik24
@mamo45642878

Top Mentioned in G5:
@kirkdborne

Top Mentioned in G6:
@civictechafrica
@phat_controller
@citizenlabco
@endcode_org
@sacitiesnetwork
@iudf_za
@kirkdborne
@citizen_os
@bgigler
@policyactionza

Top Mentioned in G7:
@paulinabustosa
@codeforabq
@cydharrell
@usds
@bellmar
@ewhitmore
@beeckcenter
@rockefellerfdn
@codeforamerica
@mlsif

Top Mentioned in G8:
@democracylab
@participatory
@superbhatt
@civictechsj
@code4ca
@mysociety
@begoodproject
@phandeeyar
@seatech4good
@microsoft

Top Mentioned in G9:
@mysociety
@instituteforgov
@cotswolddc
@opendatacharter
@naticarfi
@cse_bristol
@tom_sasse
@rachelcoxcoon
@crowbot

Top Mentioned in G10:
@civictechto
@ryanfukunaga
@gteix
@freegeektoronto
@cjru1280
@kejobuchanan
@dav_idcox
@skaidrap
@fwd50conf
@primalglow

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@femtech_
@thehill
@m_hayase256
@cybersecurityn8
@magarya
@andrewmorrisuk
@bexxmodd
@domjdom

Top Tweeters in G1:
@gianlucasgueo
@jalbertbowdenii
@mashupaward
@telenorpakistan
@tutormentorteam
@motherfocloir
@mamisada
@sogaoh
@randw
@xperia_build_y

Top Tweeters in G2:
@magarya
@okunwauua
@obyezeks
@seunonigbinde
@hamzycode
@budgitng
@bolarinwaiyanu
@donbelleti
@kadariaahmed
@mtnng

Top Tweeters in G3:
@femtech_
@bexxmodd
@ml_tweet_bot
@digiphile
@thesiliconhill
@trendsinai
@teamofindore
@target
@marciafrobinson
@deptvetaffairs

Top Tweeters in G4:
@m_hayase256
@nakamakoko
@campa_rabb
@yoskmr
@shoyagraphy
@trackmakerdj
@noritaka_okabe
@oyakataan
@youtube
@teruterurider

Top Tweeters in G5:
@sectest9
@chidambara09
@cybersecurityn8
@andrewmorrisuk
@thecuriousluke
@datasciencebot_
@kirkdborne
@charlyaztec
@abidmarzouq
@edgeiotai

Top Tweeters in G6:
@smartecocity
@anandstweets
@gbengasesan
@amandlamobi
@paradigmhq
@onlinereaders1
@llthingscitizen
@phat_controller
@ibrahimchawe0
@philanisa

Top Tweeters in G7:
@jmspool
@ewhitmore
@danachis
@cydharrell
@kmcurry
@mstem
@codeforamerica
@rockefellerfdn
@udayapatnaik
@mattbernius

Top Tweeters in G8:
@codeforpdx
@open_eugene
@amazon
@abiertogob
@uscensusbureau
@microsoft
@gtmcknight
@torontoedge
@kurtpeacock
@jqg

Top Tweeters in G9:
@owenblacker
@shirleyburnham
@instituteforgov
@techsoup
@naticarfi
@catherineb201
@cotswolddc
@cse_bristol
@tony4place
@mysociety

Top Tweeters in G10:
@womencodersbot
@botfemale
@utmbioornithcam
@cjru1280
@bksutherland
@primalglow
@kejobuchanan
@amirsoltaninia
@to_beaches
@freegeektoronto