civictech, Twitter, 3/9/2023 4:24:52 PM, 290716


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civictech_2023-03-09_08-12-17.xlsx
civictech_2023-03-09_08-12-17.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 09, 2023
Short Description:
civictech via NodeXL https://bit.ly/3T4T5pB
@codeforpdx
@codeforall
@civictechguide
@carlos_santiso
@digitaleboxcrm
@code4ca
@civictechafrica
@patcon_
@usds
@gquaggiotto

Top hashtags:
#civictech
#govtech
#opendata
#policing
#oss
#localgov
#ヒーローズリーグ
#dataviz
#mayor

Description:
Description
The graph represents a network of 3,088 Twitter users whose recent tweets contained "civictech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 16:18 UTC.

The tweets in the network were tweeted over the 4029-day, 23-hour, 35-minute period from Saturday, 25 February 2012 at 01:09 UTC to Thursday, 09 March 2023 at 00:45 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3088
Unique Edges : 2739
Edges With Duplicates : 9218
Total Edges : 11957
Number of Edge Types : 9
Retweet : 2568
MentionsInRetweet : 3904
Mentions : 2528
MentionsInReplyTo : 683
Tweet : 1240
Quote : 306
Replies to : 377
MentionsInQuote : 340
MentionsInQuoteReply : 11
Self-Loops : 1868
Reciprocated Vertex Pair Ratio : 0.0785666592477187
Reciprocated Edge Ratio : 0.145687164671894
Connected Components : 232
Single-Vertex Connected Components : 96
Maximum Vertices in a Connected Component : 2325
Maximum Edges in a Connected Component : 10265
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.179501
Graph Density : 0.000508357796609885
Modularity : 0.359985
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,088 Twitter users whose recent tweets contained "civictech", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 16:18 UTC.

The tweets in the network were tweeted over the 4029-day, 23-hour, 35-minute period from Saturday, 25 February 2012 at 01:09 UTC to Thursday, 09 March 2023 at 00:45 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[88] https://civictech.guide/calendar/
[38] https://ctf2022.peatix.com
[17] https://betanyc.forms.fm/the-message/forms/3787
[15] https://ctf2022.peatix.com/
[15] https://www.codeforboston.org/
[14] https://qiita.com/advent-calendar/2022/civictech
[14] https://protopedia.net/prototype/3566
[14] http://eepurl.com/gim0wr
[13] https://www.computronix.com/posse-buyer-experience-report/
[12] https://prtimes.jp/main/html/rd/p/000000001.000117134.html

Top URLs in Tweet in G1:
[87] https://civictech.guide/calendar/
[9] https://form.typeform.com/to/S81DPMMR
[8] https://youtu.be/w4c6Tv8Jm1Y
[6] https://city-maker.limesurvey.net/567934?lang=en
[6] https://form.typeform.com/to/JgEV7YYE
[5] https://us06web.zoom.us/meeting/register/tZEsceiprDspE93RsaLxBKxIjocrEk-tRTSC#/registration
[5] https://us06web.zoom.us/webinar/register/WN_S-w89GuURzyl-cn20k8N0g
[4] https://www.peoplepowered.org/news-content/digital-platform-survey
[4] https://twitter.com/CivicTechAfrica/status/1633388906006626304/photo/1
[4] https://medium.com/civictech/we-are-hiring-research-intern-a3596bc8bef2

Top URLs in Tweet in G2:
[6] https://www.gsa.gov/blog/2022/12/21/five-years-faster-federal-technology
[5] https://www.governmentjobs.com/careers/baltimorecity?keywords=%22Baltimore%20Digital%20-%20Mayor%27s%20Office%22
[4] https://twitter.com/code4sac/status/1603433704847659010/photo/1
[4] https://www.tinyurl.com/baltdigitalservices
[3] https://mailchi.mp/digitalservice.network/virtualcareerfair
[3] https://www.usds.gov/apply
[3] https://medium.com/the-u-s-digital-service/usds-wants-you-a-guide-to-joining-our-team-b45cd75b65ef
[3] https://digitalcorps.gsa.gov/apply/
[2] https://proudcity.com/proudcity-1-134-0-release/
[2] https://join.tts.gsa.gov/

Top URLs in Tweet in G3:
[4] https://twitter.com/RIGA_LATAM/status/1592533080145039361/photo/1
[3] https://twitter.com/RIGA_LATAM/status/1592533080145039361
[3] https://worldbankgroup.zoom.us/webinar/register/WN_suxG-QHvTRCqCgedmHxYOA
[3] https://twitter.com/bsb61lab/status/1613608176766566400/photo/1
[2] https://uchile.academia.edu/RamirezAlujas
[2] https://www.academia.edu/45509922/GovTech_en_Iberoam%C3%A9rica_Ecosistema_actores_y_tecnolog%C3%ADas_para_reinventar_el_sector_p%C3%BAblico
[2] https://twitter.com/wbg_gov/status/1616514705056534553
[2] http://wrld.bg/kz6G50MACS2
[2] https://www.worldbank.org/en/events/2023/01/18/civictech-transparency-engagement-and-collaboration-for-better-governance#3
[2] https://www.academia.edu/84666402/Esquema_Gobierno_Abierto

Top URLs in Tweet in G4:
[2] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=d1f14c70-5d42-11ed-9506-fa163eed9ef2
[1] https://twitter.com/govtechnews/status/1595183595228123136?s=20&t=hwpRGCXnGz9D_UgkzOW5kQ
[1] https://www.govtech.com/workforce/what-do-private-sector-tech-layoffs-mean-for-government
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=40b5f610-b2f2-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=7ea9dc20-56f9-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=53f421d0-75a7-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=2b5d6590-7027-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=1d63b900-9a96-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=2393a9a0-87ba-11ed-9506-fa163eed9ef2
[1] https://paper.li/SolVr8qfAIdJF94Ky8Qf2?share_id=28305bd0-5a1e-11ed-9506-fa163eed9ef2

Top URLs in Tweet in G5:
[3] https://twitter.com/Caroli_Isautier/status/1591873525643616256/photo/1
[3] https://www.meetup.com/g0v-london/events/jtmzbtyfcfbsb/
[3] https://twitter.com/g0vLondon/status/1630645993979953163/photo/1
[3] https://twitter.com/jonjalex/status/1626951473081856000/photo/1
[2] https://pol.is/
[2] http://www.meetup.com/g0v-london
[2] https://twitter.com/patcon_/status/1596240165240020994/photo/1
[2] https://artsfunding.ff.studio/
[2] https://twitter.com/g0vLondon/status/1626947565697617920/photo/1
[1] https://twitter.com/CivicTechTO/status/1601010754358067200

Top URLs in Tweet in G6:
[4] https://prtimes.jp/main/html/rd/p/000000001.000117134.html
[4] https://twitter.com/Terry_UM/status/1586346672808165376/photo/1
[4] https://twitter.com/richardfolly_/status/1626331881250734082/photo/1
[4] https://twitter.com/lubambo_kenny/status/1623981742594949120/photo/1
[4] https://urbanlinker.com/jobs/lead-react-developer-civictech
[3] https://twitter.com/datamarinier/status/1585995993262145537/photo/1
[2] https://app.brazenconnect.com/events/EBj01
[2] https://www.opportunitiesforafricans.com/code-for-africa-cfa-civictech-fellowships-2023-2024/
[1] https://205ideas.com/code-for-africa-cfa-civictech-fellowship-2023-for-mid-career-technologiests-stipend-of-1550/?utm_source=SocialAutoPoster&utm_medium=Social&utm_campaign=Twitter
[1] https://twitter.com/205ideas/status/1626224486193455105/photo/1

Top URLs in Tweet in G7:
[2] https://twitter.com/ggonjourney/status/1629031617036685312/photo/1
[1] https://wevis.info/politics-on-social/
[1] https://twitter.com/wevisdemo/status/1595727950380666881
[1] https://observablehq.com/@puripant/facebook-cover-thai-political-parties
[1] https://twitter.com/wevisdemo/status/1595727950380666881/photo/1

Top URLs in Tweet in G8:
[36] https://ctf2022.peatix.com
[15] https://ctf2022.peatix.com/
[14] https://protopedia.net/prototype/3566
[9] https://qiita.com/advent-calendar/2022/civictech
[8] https://connpass.com/event/268772/
[7] https://civictech-hl202.peatix.com/view
[7] https://ginowan-civictech-2022.ipublishing.jp/
[6] https://protopedia.net/event/hl2022
[6] https://protopedia.net/prototype/2878
[6] https://protopedia.net/prototype/2807

Top URLs in Tweet in G9:
[17] https://betanyc.forms.fm/the-message/forms/3787
[12] https://nycsodata2023.eventbrite.com/?aff=BetaNYC
[11] https://nyc.us6.list-manage.com/subscribe?u=2b506b76155e3fbdd93699baf&id=32dc10066c
[8] http://www.beta.nyc/donate
[7] https://www.open-data.nyc/
[5] https://betanyc.forms.fm:443/civic-innovation-associate-civic-service-designer/forms/9507
[4] https://slack.beta.nyc/
[4] https://twitter.com/digiphile/status/1621209127312670720/photo/1
[3] https://elabhome.blob.core.windows.net/elabpublication/SolvingForTrust_11-9-Web.pdf
[2] https://us02web.zoom.us/meeting/register/tZEqf--vqjoiHdAtyCBuX-XRJW9Gd0KMAo0f

Top URLs in Tweet in G10:
[5] https://twitter.com/Natview_Ng/status/1618298374540898304/photo/1
[4] https://twitter.com/aprokopiev/status/1585523024031268866/photo/1
[4] https://twitter.com/Make_org_Global/status/1587353803212394496/photo/1
[4] https://twitter.com/PUBLIC_Germany/status/1626144465298546688/photo/1
[2] https://twitter.com/Make_org_Global/status/1585918145549987844/photo/1
[2] https://www.africtivistes.com/en/africtivists-launches-citizenlab-mauritania/
[2] https://twitter.com/AdrienDuguet/status/1590289369092747267/photo/1
[2] https://twitter.com/AdrienDuguet/status/1586326299978903553/photo/1
[2] https://twitter.com/AdrienDuguet/status/1586348472248066049/photo/1
[2] https://twitter.com/CapCollectif/status/1585536528536768512/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1750] twitter.com
[114] civictech.guide
[109] paper.li
[89] computronix.com
[66] peatix.com
[50] youtube.com
[50] protopedia.net
[46] t.co
[36] codeforall.org
[35] blacksincivictech.org

Top Domains in Tweet in G1:
[278] twitter.com
[104] civictech.guide
[45] t.co
[35] blacksincivictech.org
[34] codeforall.org
[27] civictech.africa
[21] greenhouse.io
[16] zoom.us
[16] typeform.com
[15] medium.com

Top Domains in Tweet in G2:
[183] twitter.com
[19] gsa.gov
[11] medium.com
[10] mailchi.mp
[7] techjobsforgood.com
[6] usds.gov
[5] proudcity.com
[5] digital.gov
[5] governmentjobs.com
[5] tinyurl.com

Top Domains in Tweet in G3:
[50] twitter.com
[11] academia.edu
[5] worldbank.org
[4] wrld.bg
[3] zoom.us
[2] org.br
[1] iadb.org
[1] theguardian.com
[1] caf.com
[1] unit.la

Top Domains in Tweet in G4:
[108] paper.li
[1] twitter.com
[1] govtech.com

Top Domains in Tweet in G5:
[60] twitter.com
[9] meetup.com
[5] youtube.com
[2] pol.is
[2] roamresearch.com
[2] ff.studio
[2] co.uk
[1] mailchi.mp
[1] zoom.us
[1] civictechsaintjohn.ca

Top Domains in Tweet in G6:
[142] twitter.com
[7] linkedin.com
[4] prtimes.jp
[4] connpass.com
[4] qiita.com
[4] urbanlinker.com
[3] go.jp
[3] youtube.com
[2] mastodon.social
[2] bloomberg.com

Top Domains in Tweet in G7:
[4] twitter.com
[1] wevis.info
[1] observablehq.com

Top Domains in Tweet in G8:
[82] twitter.com
[63] peatix.com
[50] protopedia.net
[12] youtube.com
[10] connpass.com
[9] qiita.com
[8] google.com
[7] ipublishing.jp
[6] instagram.com
[5] urbandata-challenge.jp

Top Domains in Tweet in G9:
[82] twitter.com
[23] forms.fm
[16] eventbrite.com
[13] list-manage.com
[13] beta.nyc
[7] open-data.nyc
[3] zoom.us
[3] windows.net
[2] campaign-archive.com
[2] codeforamerica.org

Top Domains in Tweet in G10:
[68] twitter.com
[4] acte-europe.org
[2] democracy-technologies.org
[2] make.org
[2] africtivistes.com
[1] ville-coueron.fr
[1] ingre.fr
[1] vannes.fr
[1] cenac-en-perigord.fr
[1] hennebont.bzh

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3012] civictech
[410] govtech
[200] opendata
[183] policing
[129] oss
[123] localgov
[117] ヒーローズリーグ
[107] dataviz
[107] mayor
[107] cityhall



Top Hashtags in Tweet in G1:
[690] civictech
[61] blacktechtwitter
[52] opendata
[31] govtech
[24] sdg5
[24] disinformation
[22] tech
[22] fwd50
[19] sdg10
[19] internationalwomensday

Top Hashtags in Tweet in G2:
[334] civictech
[81] govlove
[75] partnerships
[75] inclusive
[75] tsa
[75] genderneutral
[75] passportst
[75] cathiedwood
[75] cbdc
[27] govtech

Top Hashtags in Tweet in G3:
[112] civictech
[88] govtech
[54] gobiernoabierto
[39] opengov
[16] estadoabierto
[14] innovación
[14] gobernanza
[13] americalatina
[11] goodgov
[11] openstate

Top Hashtags in Tweet in G4:
[109] civictech
[108] govtech
[107] mayor
[107] cityhall

Top Hashtags in Tweet in G5:
[82] civictech
[12] london
[9] mastodonsocial
[5] disfactory
[5] g0vlondon
[5] mastodon
[4] datascience
[4] charity
[4] hackathon
[4] arts

Top Hashtags in Tweet in G6:
[175] civictech
[100] dataviz
[78] government
[7] govtech
[7] シビックテック
[4] tech
[4] data
[3] ux
[3] civictechlt
[3] ハッカワズ

Top Hashtags in Tweet in G7:
[4] civictech
[3] dataviz
[1] datavisualization
[1] datastorytelling
[1] datafordemocracy
[1] sdg10

Top Hashtags in Tweet in G8:
[132] civictech
[116] ヒーローズリーグ
[84] ctf2022
[80] ctf
[68] civictechjp
[59] シビックテック
[55] ctf2022_2023
[54] civictechforum
[29] シビックテックフォーラム
[14] tokyoossparty

Top Hashtags in Tweet in G9:
[148] civictech
[61] opendata
[52] nyc
[32] servicedesign
[20] newsletter
[9] opengov
[8] publicinteresttech
[7] pitech
[7] govtech
[5] jobalert

Top Hashtags in Tweet in G10:
[66] civictech
[20] budgetparticipatif
[11] eu
[8] eu2024
[7] elections
[7] levelup22
[7] citizenlabrim
[7] govstart22
[6] democracy
[5] acte

Top Words
Top Words in Tweet in Entire Graph:
[3009] #civictech
[691] civic
[632] tech
[426] more
[410] #govtech
[382] join
[307] digital
[305] open
[290] data
[258] government

Top Words in Tweet in G1:
[690] #civictech
[300] tech
[299] civic
[225] codeforall
[151] join
[133] more
[121] digital
[112] event
[107] opportunities
[104] learn

Top Words in Tweet in G2:
[334] #civictech
[218] usds
[157] 18f
[113] usdigitalcorps
[96] more
[87] gsa_tts
[81] technology
[81] #govlove
[81] whostp
[80] congressfellows

Top Words in Tweet in G3:
[112] #civictech
[88] #govtech
[55] govtechhub
[54] sector
[54] #gobiernoabierto
[53] público
[50] ecosistema
[49] redmatriz
[46] govtech
[45] iberoamérica

Top Words in Tweet in G4:
[109] #civictech
[108] last
[108] check
[108] #govtech
[108] communication
[108] govtech
[108] political
[108] informations
[107] #mayor
[107] #cityhall

Top Words in Tweet in G5:
[82] #civictech
[52] hacknight
[37] g0vlondon
[31] nwspk
[27] speaking
[26] civic
[19] dinosaurenby
[19] patcon_
[18] next
[18] community

Top Words in Tweet in G6:
[175] #civictech
[103] last
[100] 100
[100] bills
[100] #dataviz
[78] #government
[28] looking
[27] breaking
[27] civictech
[27] down

Top Words in Tweet in G7:
[98] ส
[98] ก
[97] ว
[96] แต
[96] wevisdemo
[96] งข
[95] ขอแจ
[95] นก
[95] ทำงานแทน
[95] พวกเราไม

Top Words in Tweet in G8:
[125] #civictech
[116] #ヒーローズリーグ
[86] #ctf2022
[83] #ctf
[68] #civictechjp
[64] civictech賞決勝
[59] #シビックテック
[55] #ctf2022_2023
[54] #civictechforum
[42] civictechforum

Top Words in Tweet in G9:
[148] #civictech
[79] nyc
[70] lt
[61] gt
[61] #opendata
[54] data
[54] betanyc
[48] #nyc
[47] join
[45] nycsodata

Top Words in Tweet in G10:
[66] #civictech
[44] associvictecheu
[36] participation
[21] civictech
[20] #budgetparticipatif
[20] citizen
[19] citoyen
[19] leurs
[18] édition
[18] budget

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[423] civic,tech
[183] #civictech,#policing
[167] #civictech,#govtech
[159] #govtech,#civictech
[153] learn,more
[115] #oss,#civictech
[108] last,informations
[108] govtech,#civictech
[108] check,last
[108] political,communication

Top Word Pairs in Tweet in G1:
[235] civic,tech
[58] coming,soon
[55] learn,more
[53] soon,civic
[49] tech,event
[47] entry,civic
[47] tech,opportunities
[47] opportunities,calendar
[46] event,calendar
[44] calendar,co

Top Word Pairs in Tweet in G2:
[78] whostp,performancegov
[78] performancegov,#govlove
[78] digital_gov,usds
[78] 18f,digital_gov
[78] usdigitalcorps,18f
[78] usds,whostp
[75] usds,18f
[75] #govlove,congressfellows
[75] #partnerships,usdigitalcorps
[75] #cathiedwood,#cbdc

Top Word Pairs in Tweet in G3:
[52] sector,público
[38] tecnologías,reinventar
[38] iberoamérica,ecosistema
[38] ecosistema,actores
[38] libro,govtech
[38] actores,tecnologías
[38] público,2021
[38] govtech,iberoamérica
[38] 2021,descarga
[38] reinventar,sector

Top Word Pairs in Tweet in G4:
[108] informations,political
[108] last,informations
[108] political,communication
[108] check,last
[108] communication,govtech
[108] govtech,#civictech
[108] #civictech,#govtech
[107] #mayor,#cityhall
[107] #govtech,#mayor
[95] #cityhall,thanks

Top Word Pairs in Tweet in G5:
[13] civic,hacknight
[10] g0vlondon,next
[10] reference,point
[10] hacknight,#civictech
[9] neville_park,speaking
[9] civictechto,hacknight
[9] point,serpentineuk
[8] next,hacknight
[8] hacknight,tue
[8] come,rad

Top Word Pairs in Tweet in G6:
[100] #dataviz,#civictech
[100] last,100
[100] 100,bills
[78] bills,#government
[66] #government,#dataviz
[27] down,last
[27] breaking,down
[23] looking,last
[22] one,chart
[22] chart,#dataviz

Top Word Pairs in Tweet in G7:
[95] ไม,ได
[95] ทำงานแทน,กกต
[95] ส,อ
[95] นค,ะ
[95] ขอแจ,งข
[95] พวกเราไม,ใช
[95] ะ,พวกเราไม
[95] ประกาศจะย,บสภาแล
[95] ไหนๆ,นายกฯ
[95] บม,ตรสหายเช

Top Word Pairs in Tweet in G8:
[77] #ctf,#ctf2022
[64] #ヒーローズリーグ,#civictechjp
[62] civictech賞決勝,#ヒーローズリーグ
[54] #civictech,#civictechforum
[54] #ctf2022,#ctf2022_2023
[50] #ctf2022_2023,#civictech
[36] civic,tech
[33] #civictechforum,#シビックテック
[29] #シビックテック,#シビックテックフォーラム
[18] ctf2022,会場テーマ紹介

Top Word Pairs in Tweet in G9:
[61] lt,gt
[34] sat,18
[32] #nyc,#civictech
[28] #opendata,#servicedesign
[25] #civictech,#opendata
[23] open,data
[21] monthly,newsletter
[21] gt,#nyc
[20] nyc,school
[20] school,data

Top Word Pairs in Tweet in G10:
[18] édition,#budgetparticipatif
[12] l'heure,votes
[11] associvictecheu,associvictecheu
[10] projets,préférés
[10] expert,dialogue
[10] voter,leurs
[9] leurs,projets
[9] budget,participatif
[8] #eu2024,elections
[8] improve,participation

Top Replied-To
Top Replied-To in Entire Graph:
@openupsa
@uscensusbureau
@codeforall
@blabbate
@charter_africa
@francoisg
@navapbc
@erie
@clarajeffery
@ngrossman81

Top Replied-To in G1:
@openupsa
@navapbc
@charter_africa
@codeforall
@ufuluwangamw
@ics_centre
@skaidrap
@unmarecito
@codeforjapan

Top Replied-To in G2:
@clarajeffery
@erie
@jointechladies
@lesbiantech
@doordash
@sarahschacht
@andykgreen
@massivedata_gu
@lissykayar
@kowyatt

Top Replied-To in G3:
@munidigital_
@aly_rahim
@dattijo

Top Replied-To in G5:
@cityoftoronto
@civictechguide
@aelcenganda
@laadkalus
@rangermauve
@gr8governance
@jonathan_rowson
@b_fiive
@bhfbarr
@laura_j_boyle

Top Replied-To in G8:
@fukumura_kaigo
@siroitori0413

Top Replied-To in G9:
@jabaribrisport

Top Replied-To in G10:
@associvictecheu
@adrienduguet

Top Mentioned
Top Mentioned in Entire Graph:
@codeforall
@usds
@usdigitalcorps
@codingitforward
@wevisdemo
@ggonjourney
@civictechafrica
@gsa_tts
@18f
@whostp

Top Mentioned in G1:
@codeforall
@civictechguide
@civictechafrica
@code4africa
@codeforamerica
@blackcivictech
@charter_africa
@peoplepowrd
@un
@civictechyyc

Top Mentioned in G2:
@usds
@usdigitalcorps
@gsa_tts
@18f
@whostp
@digital_gov
@congressfellows
@performancegov
@techtalentproj
@codingitforward

Top Mentioned in G3:
@govtechhub
@redmatriz
@diplogobabierto
@carlos_santiso
@riga_latam
@wbg_gov
@worldbank
@ramirezalujas
@femioke
@gigapp

Top Mentioned in G4:
@wbg_gov
@julia_edinger
@theon9citizen
@amandaworking
@libertydebate
@govtechnews
@dailypostngr
@thetsxdude
@cutlassfreedom
@richiewertz

Top Mentioned in G5:
@g0vlondon
@nwspk
@patcon_
@dinosaurenby
@civictechto
@usepolis
@neville_park
@aelcenganda
@serpentineuk
@vivlanova

Top Mentioned in G6:
@mheadd
@govdirectory
@gotic_ci

Top Mentioned in G7:
@wevisdemo
@ggonjourney
@codeforall

Top Mentioned in G8:
@civictechforum
@ogimotoki
@homata
@heroesleague_ma
@tokyoossparty
@airpocketrobot
@cocoro_este8
@codeforoita
@takeshi_kato
@foopingtech

Top Mentioned in G9:
@betanyc
@nycsodata
@nycanalytics
@cunylaw
@noneck
@digiphile
@nycmayor
@codeforamerica
@sarahschacht
@nyccouncil

Top Mentioned in G10:
@associvictecheu
@adrienduguet
@europarl_en
@natview_ng
@idcity
@demtech_org
@youth_forum
@deciderensemble
@public_germany
@make_org_global

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@chidambara09
@prtimes_news
@rahul05ranjan
@netminnow
@dclarediane
@dataaugmented
@education_24x7
@nnoophilaa
@hubofml

Top Tweeters in G1:
@hubofml
@lulu82824
@euwatchers
@polbegov
@tummler10
@sound_of_sirens
@groundwatchnews
@pcdnetwork
@atsen_
@onfaitavec

Top Tweeters in G2:
@netminnow
@persistentpengn
@tmobile
@jobsviatweet
@hiringcare
@wsj
@fluxcapdoodah
@clarajeffery
@npr
@madhavanpallan

Top Tweeters in G3:
@chile7171
@zoranhorus
@mauriciojaramil
@elotromodelo
@alxprince
@rudycedenho
@ictlogist
@enrikelopez
@rafacamu
@ferchomaidana

Top Tweeters in G4:
@dclarediane
@digyoursoul
@gregmroscoe
@dailypostngr
@dunyanews
@toniragusa
@leadershipnga
@independentngr
@torontostar
@franksowa1

Top Tweeters in G5:
@pythonroboto
@kcranews
@tcmuffin
@rachelcdailey
@edent
@sboots
@teh_aimee
@dinosaurenby
@cityoftoronto
@billt

Top Tweeters in G6:
@prtimes_news
@heyratty
@prtimes_biz
@kamikudakun
@ofuturecities
@mshouji
@philippejb_pjb
@evanwolf
@opportunitydesk
@selibengjobs

Top Tweeters in G7:
@nnoophilaa
@psycheportz_
@monaugnt
@khnmaist
@poemcal
@happywindz
@poeticalization
@beer2bme
@onjenown
@kkb_min129

Top Tweeters in G8:
@kakusan_rt
@lasarasa
@y2_naranja
@nana0773nana
@allforbigfire
@kmoriyama
@higekita1
@nec_jp_pr
@slowslowfood
@tks

Top Tweeters in G9:
@ne_ober
@digiphile
@nordicgeo
@soniapertor
@martinslewis
@noneck
@itv
@siadvance
@nextgov
@knightfdn

Top Tweeters in G10:
@abdoul_official
@dwatchnews_eur
@actufr
@llthingscitizen
@andreas_kovar
@nico_vanderb
@youth_forum
@maronkouhou
@remyoursenpeluc
@europarl_en


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