govtech, Twitter, 8/29/2022 12:58:52 AM, 280896


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govtech_2022-08-28_17-30-00.xlsx
govtech_2022-08-28_17-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 29, 2022
Short Description:
govtech via NodeXL https://bit.ly/3CE0YvG
@enricomolinari
@govtechnews
@stratorob
@carlos_santiso
@riga_latam
@cisagov
@alxprince
@chidambara09
@sommetgovtech
@urisa

Top hashtags:
#govtech
#fintech
#insurtech
#finserv
#cybersecurity
#marketing
#ai
#metaverse

Description:
Description
The graph represents a network of 2,435 Twitter users whose tweets in the requested range contained "govtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 29 August 2022 at 00:38 UTC.

The requested start date was Monday, 29 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 3-hour, 18-minute period from Monday, 15 August 2022 at 00:16 UTC to Sunday, 28 August 2022 at 03:34 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 : 2435
Unique Edges : 2556
Edges With Duplicates : 7154
Total Edges : 9710
Number of Edge Types : 5
Retweet : 2350
MentionsInRetweet : 4390
Mentions : 1573
Replies to : 79
Tweet : 1318
Self-Loops : 1376
Reciprocated Vertex Pair Ratio : 0.046359421870739
Reciprocated Edge Ratio : 0.0886108939275476
Connected Components : 565
Single-Vertex Connected Components : 375
Maximum Vertices in a Connected Component : 1335
Maximum Edges in a Connected Component : 7956
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.247728
Graph Density : 0.00064739935108212
Modularity : 0.355055
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,435 Twitter users whose tweets in the requested range contained "govtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 29 August 2022 at 00:38 UTC.

The requested start date was Monday, 29 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 3-hour, 18-minute period from Monday, 15 August 2022 at 00:16 UTC to Sunday, 28 August 2022 at 03:34 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 : govtech
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:
[119] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[37] https://fcw.com/security/2022/08/senators-introduce-bill-ensure-resiliency-federal-data-centers/375219/
[29] -
[25] https://www.biometricupdate.com/202208/idscan-touts-id-verification-business-with-a-large-cannabis-retailer
[24] https://www.biometricupdate.com/202208/singapore-introduces-parents-dialects-to-digital-birth-certificates-after-pushback
[22] https://www.govtech.com/biz/data/roads-water-broadband-survey-reveals-infrastructure-needs
[20] https://www.biometricupdate.com/202208/some-people-really-do-have-doppelgangers-and-that-could-be-a-biometric-problem
[20] https://www.biometricupdate.com/202208/digi-yatra-seeks-to-assure-indian-air-travelers-their-biometric-data-is-safe
[20] https://www.biometricupdate.com/202208/biometric-passenger-checks-through-digi-yatra-app-now-available-at-delhi-bengaluru-airports
[20] https://www.biometricupdate.com/202208/role-of-biometrics-in-legal-identity-still-evolving-undp-expert-warns-against-using-face

Top URLs in Tweet in G1:
[36] https://fcw.com/security/2022/08/senators-introduce-bill-ensure-resiliency-federal-data-centers/375219/
[18] -
[15] https://www.jn66dataanalytics.com/news
[13] https://www.govtech.com/biz/data/roads-water-broadband-survey-reveals-infrastructure-needs
[13] http://im7.84c.myftpupload.com/spotlight-on-latam-identity-solutions-for-govtech/
[12] https://www.softwareaggov.com/insights/how-agencies-can-build-more-effective-data-operations/
[9] GT
[9] https://events.govtech.com/covits.html
[8] https://www.softwareaggov.com/insights/what-the-legacy-it-reduction-act-could-mean-for-government-agencies/
[7] https://twitter.com/HexagonSIG/status/1559982679558332416

Top URLs in Tweet in G2:
[81] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[21] https://www.biometricupdate.com/202208/singapore-introduces-parents-dialects-to-digital-birth-certificates-after-pushback
[20] https://www.biometricupdate.com/202208/idscan-touts-id-verification-business-with-a-large-cannabis-retailer
[16] https://www.paymentsjournal.com/new-blockchain-developments-in-the-philippines/
[15] https://paymentsjournal.com/nfts-will-benefit-all-artists-and-collectors-not-just-musicians-but-they-just-arent-ready-yet/
[15] https://www.biometricupdate.com/202208/biometric-passenger-checks-through-digi-yatra-app-now-available-at-delhi-bengaluru-airports
[14] https://www.biometricupdate.com/202208/some-people-really-do-have-doppelgangers-and-that-could-be-a-biometric-problem
[14] https://www.insurancebusinessmag.com/us/news/breaking-news/why-wellness-doesnt-always-work-416816.aspx#disqus_thread
[13] https://www.biometricupdate.com/202208/role-of-biometrics-in-legal-identity-still-evolving-undp-expert-warns-against-using-face
[13] https://www.biometricupdate.com/202208/digi-yatra-seeks-to-assure-indian-air-travelers-their-biometric-data-is-safe

Top URLs in Tweet in G3:
[38] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[20] https://www.finextra.com/blogposting/22760/fintech-and-insurance--a-dream-team
[20] https://www.citizen.co.za/business/personal-finance/3175262/millennials-trust-fintech-august-2022/
[17] https://www.msn.com/en-us/money/smallbusiness/founders-are-sceptical-about-fintech-profitability-says-report/ar-AA10NH5g?fromMaestro=true
[16] https://www.msn.com/en-in/money/technology/insurtech-is-poised-to-mature-even-more-in-2022/ar-AA10Z1rW?fromMaestro=true
[16] https://techround.co.uk/finance/how-fintech-making-life-easier-businesses-complex-ownership-structures/
[14] https://analyticsindiamag.com/fintech-profitability-in-doubt-for-next-2-3-years/
[14] https://techbullion.com/fintech-companies-need-software-that-builds-the-right-teams/
[14] https://www.canadianunderwriter.ca/insurance/why-insurtech-investments-are-down-1004224748/
[14] https://www.vccircle.com/fintechprofitability-doubtful-in-next-2-3-years-report

Top URLs in Tweet in G4:
[15] https://www.civstart.org/state-of-govtech
[10] Web
[10] Services
[8] https://www.govtech.com/biz/data/roads-water-broadband-survey-reveals-infrastructure-needs
[8] https://www.govtech.com/network/meet-the-2022-digital-inclusion-trailblazer-cities
[7] https://www.govtech.com/network/alaska-bill-establishes-new-state-broadband-office
[7] https://events.govtech.com/State-of-GovTech-2022.html
[6] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/hacktivism-and-ddos-attacks-rise-dramatically-in-2022
[6] -
[5] https://www.govtech.com/network/colorado-communities-work-together-to-expand-rural-broadband

Top URLs in Tweet in G5:
[13] https://www.eamericas.org.ar/
[10] https://www.eventbrite.com.ar/e/xiv-encuentro-de-ciudades-inteligentes-y-govtech-tickets-394644120187
[9] https://eventos.aulasneo.com/courses/course-v1:EVENTOS+SMC-GOV-TECH+2022/courseware/56a2a63c06ac45478a6025814a3df870/a5c758889545472a94bae10d8d109438/1?activate_block_id=block-v1:EVENTOS%2BSMC-GOV-TECH%2B2022%2Btype@vertical%2Bblock@6ddd44d457e240459447a530ad8b1e4a
[7] https://www.shorturl.at/ikzJK
[5] https://www.govtechsummit.eu/govtech-awards
[4] https://mailchi.mp/fbd95e1f4075/llega-el-xiv-encuentro-de-ciudades-inteligentes-y-govtech-2022
[4] https://itsrio.org/pt/varandas/govtech-2018-a-2022/
[2] https://mailchi.mp/c5ea1bdd1422/se-viene-el-xiv-encuentro-de-ciudades-inteligentes-y-govtech-2022
[2] https://www.youtube.com/watch?v=PSEp3Aol2_c

[2] https://twitter.com/redmatriz/status/1562868426414391299

Top URLs in Tweet in G6:
[8] https://www.businessofgovernment.org/blog/weekly-roundup-august-8-12-2022
[6] https://www.businessofgovernment.org/blog/weekly-roundup-august-15-19-2022
[4] -
[3] https://www.govtech.com/education/higher-ed/survey-third-party-security-risks-a-challenge-in-education
[3] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cisa-releases-free-cybersecurity-toolkit-to-protect-elections
[3] https://www-govtech-com.cdn.ampproject.org/c/s/www.govtech.com/blogs/lohrmann-on-cybersecurity/cisa-releases-free-cybersecurity-toolkit-to-protect-elections?_amp=true
[2] GT
[2] https://www.govtech.com/education/k-12/what-does-the-inflation-reduction-act-mean-for-k-12-schools
[2] https://www.govtech.com/sponsored/what-is-a-cyber-risk-score?utm_medium=social&utm_source=twitter
[1] https://truthsocial.com/beta/

Top URLs in Tweet in G7:
[4] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cisa-releases-free-cybersecurity-toolkit-to-protect-elections
[3] https://www.govtech.com/biz/public-agencies-poised-to-boost-spending-on-edge-computing
[2] https://www.govtech.com/sponsored/google-cloud-artificial-intelligence-governments-icymi
[1] https://dy.si/7YUppf2
[1] https://dy.si/KLmNJ
[1] https://dy.si/VjuPE
[1] https://dy.si/BzpbW52
[1] https://dy.si/jnzBM2
[1] https://dy.si/w4LD3
[1] https://dy.si/fJHj4

Top URLs in Tweet in G8:
[2] https://www.govtech.com/education/k-12/bit-nashvilles-high-school-program-seeks-diversity-in-tech
[1] https://www.govtech.com/education/k-12/opinion-west-virginia-schools-should-be-wary-of-facial-recognition
[1] https://www.govtech.com/education/k-12/northern-mich-schools-eligible-not-excited-about-electric-buses
[1] https://www.govtech.com/education/k-12/cedar-rapids-school-district-pays-ransom-for-cyber-attack
[1] https://www.govtech.com/education/k-12/back-to-school-season-means-return-of-online-threats
[1] https://www.govtech.com/education/k-12/was-cedar-rapids-schools-ransomware-payment-necessary
[1] https://www.govtech.com/education/k-12/huber-heights-school-board-oks-7-1m-cte-expansion
[1] https://www.govtech.com/education/k-12/madison-county-schools-examine-data-breach-protocols
[1] https://www.govtech.com/security/school-districts-share-lesson-plan-for-boosting-cybersecurity
[1] https://www.govtech.com/education/higher-ed/whitworth-university-still-recovering-from-ransomware-attack

Top URLs in Tweet in G9:
[5] https://www.esri.com/arcgis-blog/products/ops-dashboard/real-time/designing-effective-dashboards/
[4] https://www.arcgis.com/apps/dashboards/58f0f6085ce6471ea44416ee3df51039?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=ae6c0700-9e17-48df-adf2-c5051e0e28b8
[3] https://kirklandwa.maps.arcgis.com/apps/dashboards/8899c6a5566349b98765b97a73f721fb?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=2f194997-1956-4386-b77d-ccbf794bd31e
[2] https://www.esri.com/en-us/lg/industry/government/stories/from-pushpins-to-digital-maps?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=4aec7007-7626-4cd6-a505-3243f1fd8aba
[2] https://www.kcmo.gov/city-hall/departments/public-works/vision-zero?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=1995bcfe-7d21-4402-bfd0-758351a3f49d
[2] https://storymaps.arcgis.com/stories/1fbec43b1a5e4e44bac9aa2ce4198314?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=bec155f9-7f56-4877-b5a8-0cb8df455ba0
[2] https://www.newschannel5.com/news/thousands-use-new-nashville-infrastructure-tracker-days-after-creation?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=fc43fabf-2a28-4c7c-b970-420cbfb85571
[2] https://www.esri.com/content/dam/esrisites/en-us/media/products/arcgis-enterprise-functionality-matrix-manual.pdf
[1] http://ow.ly/LmSm102BIFz?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=077b5f80-025d-4142-b781-511f62c5abef
[1] https://apwa.partica.online/reporter/august-2022/marketplace/saving-crew-members-30-minutes-a-day-in-kingsport-tn?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=f26ede7b-ab34-4981-a822-dfb831e18a74

Top URLs in Tweet in G10:
[2] https://www.govtech.com/em/preparedness/women-girls-recruited-for-emergency-management-program?utm_campaign=Newsletter%20-%20GT%20-%20Emergency%20Management&utm_medium=email&_hsmi=222850598&_hsenc=p2ANqtz-_SBDSAjfkqn4uqPiqiZCisgrU5Y32GMJg0s1GxetuEBB1P5I8TEhjxP2gQjipEqgXoZHfkYk9TMPu93P_1REwYyMb2V5sVzOItElEEra73JSUB8z8&utm_content=222850598&utm_source=hs_email
[2] https://www.govtech.com/em/preparedness/rising-flood-risk-issue-in-st-louis-is-very-complicated
[1] https://www.youtube.com/watch?v=0cbxs2wuAD4

[1] https://www.govtech.com/em/safety/west-virginia-faces-heavier-rains-with-little-federal-help
[1] https://reddit.com/r/AmputatorBot/comments/ehrq3z/why_did_i_build_amputatorbot/
[1] https://www.govtech.com/em/preparedness/women-girls-recruited-for-emergency-management-program
[1] https://www-govtech-com.cdn.ampproject.org/c/s/www.govtech.com/em/preparedness/women-girls-recruited-for-emergency-management-program?_amp=true

Top Domains
Top Domains in Tweet in Entire Graph:
[807] govtech.com
[358] biometricupdate.com
[119] apple.com
[114] insurancebusinessmag.com
[108] dy.si
[92] co.uk
[79] vision33.com
[59] msn.com
[54] google.com
[50] paymentsjournal.com

Top Domains in Tweet in G1:
[272] govtech.com
[36] fcw.com
[28] dy.si
[20] linkedin.com
[20] softwareaggov.com
[15] jn66dataanalytics.com
[13] myftpupload.com
[13] vision33.com
[11] twitter.com
[8] okt.to

Top Domains in Tweet in G2:
[265] biometricupdate.com
[83] insurancebusinessmag.com
[81] apple.com
[42] paymentsjournal.com
[31] google.com
[13] govtech.com
[6] youtube.com
[6] fintechfutures.com
[4] dqindia.com
[3] pwc.com

Top Domains in Tweet in G3:
[91] biometricupdate.com
[58] msn.com
[53] vision33.com
[38] apple.com
[36] co.uk
[30] insurancebusinessmag.com
[28] co.za
[24] finextra.com
[20] techcrunch.com
[19] fintechmagazine.com

Top Domains in Tweet in G4:
[281] govtech.com
[15] civstart.org
[3] aisww.com
[3] hbr.org
[3] civictech.guide
[3] twitter.com
[3] digital.gov
[2] tylertech.com
[2] jotform.com
[2] msspalert.com

Top Domains in Tweet in G5:
[13] org.ar
[11] twitter.com
[10] com.ar
[10] govtechsummit.eu
[9] aulasneo.com
[8] shorturl.at
[6] mailchi.mp
[5] youtube.com
[4] itsrio.org
[2] mismatica.com

Top Domains in Tweet in G6:
[38] co.uk
[16] govtech.com
[14] businessofgovernment.org
[3] ampproject.org
[2] gcn.com
[1] truthsocial.com
[1] twitter.com
[1] therecord.media
[1] meritalk.com
[1] usa.gov

Top Domains in Tweet in G7:
[80] dy.si
[16] voicestorm.com
[12] govtech.com
[7] smh.re
[1] weforum.org
[1] biometricupdate.com
[1] seekingalpha.com

Top Domains in Tweet in G8:
[36] govtech.com
[1] statescoop.com
[1] onyxgs.com
[1] fedtechmagazine.com
[1] fedscoop.com
[1] twitter.com
[1] meritalk.com
[1] executivegov.com
[1] fcw.com

Top Domains in Tweet in G9:
[13] esri.com
[12] arcgis.com
[6] velosimo.com
[4] partica.online
[2] ow.ly
[2] kcmo.gov
[2] symgeo.com
[2] newschannel5.com
[2] twitter.com
[2] opengov.com

Top Domains in Tweet in G10:
[6] govtech.com
[1] youtube.com
[1] reddit.com
[1] ampproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1209] govtech
[1113] fintech
[690] insurtech
[385] finserv
[317] cybersecurity
[303] marketing
[272] ai
[256] metaverse
[230] payments
[213] technology



Top Hashtags in Tweet in G1:
[173] govtech
[57] cybersecurity
[36] dataprivacy
[20] saggov
[18] technology
[18] government
[15] dhs
[15] nema
[14] publicsafety
[13] whereeverythingconnects

Top Hashtags in Tweet in G2:
[459] fintech
[335] insurtech
[295] finserv
[241] marketing
[186] metaverse
[172] payments
[112] govtech
[109] nfts
[98] banking
[82] cryptoart

Top Hashtags in Tweet in G3:
[594] fintech
[346] insurtech
[235] govtech
[163] ai
[140] finsevr
[140] technology
[121] edtech
[114] cybersecurity
[107] blockchain
[88] finserv

Top Hashtags in Tweet in G4:
[50] govtech
[30] cybersecurity
[10] broadband
[8] innovation
[7] localgov
[7] smartcities
[5] highered
[5] data
[5] hacker
[5] movie

Top Hashtags in Tweet in G5:
[134] govtech
[18] xivciudadesdigitales
[14] smartcity
[14] bogotáterritoriointeligente
[12] govtechlatam
[12] latam
[10] forogovtechcr
[9] govtechsummit
[7] digital
[5] ai4good

Top Hashtags in Tweet in G6:
[98] govtech
[60] cybersecurity
[48] legaltech
[46] healthtech
[45] gdpr
[45] business
[44] data
[43] fintech
[40] bugbounty
[35] infosec

Top Hashtags in Tweet in G7:
[88] govtech
[82] whereeverythingconnects
[28] unifiedcommunications
[23] smartcity
[16] cdwsocial
[15] digitaltransformation
[13] localgov
[11] edgecomputing
[7] cybersecurity
[7] oklahoma

Top Hashtags in Tweet in G8:
[10] govtech
[9] govcon
[6] govit
[6] fedit
[4] dataanalytics
[4] cybersecurity
[3] fedgov
[3] data
[2] cio
[2] gartnerda

Top Hashtags in Tweet in G9:
[41] govtech
[37] gis
[36] arcgis
[32] esri
[25] statelocalit
[23] govit
[21] apwa
[21] publicworks
[19] urisa
[16] gmis

Top Words
Top Words in Tweet in Entire Graph:
[1210] #govtech
[1113] #fintech
[839] enricomolinari
[690] #insurtech
[546] govtech
[385] #finserv
[364] stratorob
[357] digital
[332] government
[318] #cybersecurity

Top Words in Tweet in G1:
[173] #govtech
[94] govtech
[90] government
[87] data
[80] information
[72] technology
[57] #cybersecurity
[56] more
[53] federal
[52] security

Top Words in Tweet in G2:
[600] enricomolinari
[459] #fintech
[335] #insurtech
[295] #finserv
[241] #marketing
[222] biometricupdate
[186] #metaverse
[172] #payments
[115] biometric
[112] #govtech

Top Words in Tweet in G3:
[594] #fintech
[349] stratorob
[346] #insurtech
[235] #govtech
[234] enricomolinari
[163] #ai
[140] #finsevr
[140] #technology
[121] #edtech
[114] #cybersecurity

Top Words in Tweet in G4:
[148] govtechnews
[65] digital
[54] broadband
[50] #govtech
[46] local
[46] state
[43] government
[39] city
[38] more
[37] 2022

Top Words in Tweet in G5:
[189] govtech
[170] encuentro
[163] ciudades
[151] inteligentes
[134] #govtech
[99] xiv
[77] alxprince
[75] reciarg
[58] princeconsul
[46] luispapagni

Top Words in Tweet in G6:
[99] #govtech
[72] officials
[61] #cybersecurity
[48] #legaltech
[47] #healthtech
[45] #business
[44] #gdpr
[44] #data
[43] #fintech
[43] douglittlejr

Top Words in Tweet in G7:
[88] #govtech
[82] #whereeverythingconnects
[70] smart
[51] public
[50] sector
[46] support
[45] cities
[43] idc
[38] digital
[38] discover

Top Words in Tweet in G8:
[14] school
[12] data
[11] technology
[10] #govtech
[9] security
[9] students
[9] #govcon
[8] district
[7] year
[7] tech

Top Words in Tweet in G9:
[41] #govtech
[37] #gis
[36] #arcgis
[32] #esri
[25] #statelocalit
[23] #govit
[21] #apwa
[21] #publicworks
[19] #urisa
[17] spatialace

Top Words in Tweet in G10:
[4] fema_deanne
[4] flood
[2] globalcmrpt
[2] women
[2] girls
[2] recruited
[2] emergency
[2] management
[2] program
[2] wearefarmers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[393] #fintech,#insurtech
[344] #insurtech,#finserv
[246] #finserv,#marketing
[192] #insurtech,#fintech
[156] ciudades,inteligentes
[144] #fintech,#finsevr
[140] biometricupdate,#fintech
[135] #finsevr,#ai
[129] enricomolinari,#nfts
[125] inteligentes,govtech

Top Word Pairs in Tweet in G1:
[57] government,technology
[38] #cybersecurity,#govtech
[37] federal,data
[36] earlier,month
[36] month,senators
[36] senators,introduced
[36] introduced,bill
[36] bill,better
[36] better,ensure
[36] ensure,resiliency

Top Word Pairs in Tweet in G2:
[297] #fintech,#insurtech
[263] #insurtech,#finserv
[201] #finserv,#marketing
[106] biometricupdate,#fintech
[87] enricomolinari,#nfts
[81] #metaverse,beyond
[81] beyond,#cryptoart
[81] #cryptoart,#fintech
[81] #fintech,applepodcasts
[81] applepodcasts,infobeans

Top Word Pairs in Tweet in G3:
[176] #insurtech,#fintech
[139] #fintech,#finsevr
[132] #finsevr,#ai
[111] stratorob,#fintech
[100] #ai,#edtech
[97] #edtech,#govtech
[93] #fintech,#insurtech
[79] #insurtech,#finserv
[76] #govtech,#ehealth
[75] #ehealth,#iot

Top Word Pairs in Tweet in G4:
[17] 2022,brought
[17] brought,surge
[17] surge,distributed
[17] distributed,denial
[17] denial,service
[17] service,attacks
[17] attacks,well
[17] well,dramatic
[17] dramatic,rise
[17] rise,patriotic

Top Word Pairs in Tweet in G5:
[151] ciudades,inteligentes
[120] inteligentes,govtech
[117] encuentro,ciudades
[99] xiv,encuentro
[35] princeconsul,reciarg
[26] encuentro,govtech
[26] govtech,ciudades
[22] sector,público
[21] reciarg,govtechar
[19] podes,seguirlo

Top Word Pairs in Tweet in G6:
[37] state,local
[36] #gdpr,#healthtech
[36] election,officials
[36] help,state
[36] local,government
[35] icymi,cisagov
[35] cisagov,toolkit
[35] toolkit,offers
[35] offers,free
[35] free,services

Top Word Pairs in Tweet in G7:
[45] smart,cities
[35] next,generation
[35] digital,age
[34] generation,smart
[34] cities,built
[34] built,reliable
[34] reliable,digital
[34] age,network
[34] network,discover
[34] discover,streamline

Top Word Pairs in Tweet in G8:
[5] school,district
[5] #govcon,#fedit
[4] cyber,attack
[4] chief,technology
[3] fields,such
[3] #govcon,#govit
[3] earlier,month
[3] month,senators
[3] senators,introduced
[3] introduced,bill

Top Word Pairs in Tweet in G9:
[24] #gis,#esri
[22] #govtech,#statelocalit
[18] #statelocalit,#govit
[14] #esri,#arcgis
[12] #arcgis,powered
[10] #govit,#gmis
[9] #apwa,#publicworks
[7] modern,connected
[6] #esri,#urisa
[6] flagler,co

Top Word Pairs in Tweet in G10:
[2] women,girls
[2] girls,recruited
[2] recruited,emergency
[2] emergency,management
[2] management,program
[2] program,fema_deanne
[2] fema_deanne,wearefarmers
[2] wearefarmers,emcesa
[2] rising,flood
[2] flood,risk

Top Replied-To
Top Replied-To in Entire Graph:
@luispapagni
@jrubinblogger
@symonds_jill
@alxprince
@lcrisafulli
@foreverforlabor
@harishpillay
@bonga_dev
@foxnews
@vgazza

Top Replied-To in G3:
@vgazza
@psb_dc

Top Replied-To in G4:
@civstart
@cityofwilmde
@govtechnews

Top Replied-To in G5:
@luispapagni
@alxprince
@lcrisafulli
@letipautasio

Top Replied-To in G6:
@jrubinblogger
@hopeforall

Top Replied-To in G9:
@arcgishub
@andy_schulte
@esri_health
@cityofontario

Top Replied-To in G10:
@jasonschmerer

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@stratorob
@biometricupdate
@govtechnews
@applepodcasts
@infobeans
@insurancebizus
@douglittlejr
@alxprince
@reciarg

Top Mentioned in G1:
@gogovapps
@arnaudz1
@getproudcity
@stem_nastics
@wahcak
@dpcdata
@sharonm05610222
@motoristnews

Top Mentioned in G2:
@enricomolinari
@biometricupdate
@insurancebizus
@applepodcasts
@infobeans
@finchcapital
@paymentsjournal
@bcg
@christianmc
@biomet

Top Mentioned in G3:
@stratorob
@enricomolinari
@biometricupdate
@applepodcasts
@infobeans
@douglittlejr
@insurancebizus
@psb_dc
@dinisguarda
@garnet8ltd

Top Mentioned in G4:
@govtechnews
@erepublic
@civstart
@radware
@govt
@aws_gov
@nascio
@laserfiche
@skillscoalition
@julia_edinger

Top Mentioned in G5:
@alxprince
@reciarg
@princeconsul
@luispapagni
@lbonifatti
@govtechar
@gonzaquilodran
@felipks
@eamericas
@enrique_za

Top Mentioned in G6:
@douglittlejr
@cisagov
@cisajen
@garnet8ltd
@busofgovernment
@oprbbeth
@google
@alecsocial
@jrubinblogger

Top Mentioned in G7:
@govtech
@aluenterprise
@idc
@ruigfsilva
@odmhsasinfo
@jeyasankarm
@govtechnews
@wayne_bridgeman
@ahrensjoakim
@jgrahamtech

Top Mentioned in G8:
@energy
@centerdigitaled
@tdsskip
@govtechnews
@onyxgovernment
@tsuedu
@michigantech
@ridgefieldsd
@electrifyam
@sdge

Top Mentioned in G9:
@spatialace
@velosimoinc
@accelasoftware
@esrislgov
@esri
@d9huis
@gis_bandit
@laserfiche
@cityworks
@cityofalbany

Top Mentioned in G10:
@fema_deanne
@globalcmrpt
@wearefarmers
@emcesa
@aemo_em
@neptanow
@stateresilience
@rebeccadakecfm
@floodsorg
@fema

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@robinsnewswire
@xaelbot
@codedailybot
@crweworld
@cybersecurityn8
@javascriptd
@evankirstel
@annemariayritys

Top Tweeters in G1:
@robinsnewswire
@crweworld
@marketcurrents
@canoncitynews
@shehzadyounis
@m157q_news_rss
@suriyasubraman
@rehownet2
@georgementz
@ktckm4649

Top Tweeters in G2:
@xaelbot
@codedailybot
@javascriptd
@annemariayritys
@dataaugmented
@business
@aldoceccarelli
@lorimoreno
@rahul05ranjan
@codewithtwitchi

Top Tweeters in G3:
@sectest9
@chidambara09
@cybersecurityn8
@sudeepkhatri
@fabriciosx
@education_24x7
@ssxman2
@fintechna
@calcaware
@gezgintrk

Top Tweeters in G4:
@ml_tweet_bot
@gate_15_analyst
@linuxmil
@thesiliconhill
@scientwest
@codeforpdx
@myitmedia
@isawthesethings
@bear_risa
@corix_jc

Top Tweeters in G5:
@dominiccampbell
@marianatrobosky
@bogota
@alxprince
@yixuantu1
@claraadela2
@fangelico
@smairata
@abes_software
@titititon

Top Tweeters in G6:
@rralstonagile
@agitatorsneeded
@maxamaxim
@ajblackston
@gdprai
@ideagov
@gdpr25thmay18
@turgut_guliyev
@tend2wobble
@palmerreport

Top Tweeters in G7:
@rvp
@smartecocity
@wef
@cybazesocial
@richardkimphd
@phoneguymark
@securityxtv
@daveandcori
@cooperengineer
@hvladamier

Top Tweeters in G8:
@cajonvalleyusd
@aacountyschools
@westgov
@conedison
@sdsu
@mckinsey
@gartner_inc
@energy
@sdge
@ucsandiego

Top Tweeters in G9:
@publichealthmap
@traptvshow
@andy_schulte
@nacchoalerts
@cityofarlington
@steve_snow_
@agz1lla
@uscensusbureau
@esri
@gis_bandit

Top Tweeters in G10:
@globalcmrpt
@caldisasters
@fema
@lafd
@cal_oes
@floodsorg
@wearefarmers
@ucsshana
@__lyzzy
@femaregion9


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