govtech, Twitter, 8/22/2022 12:59:06 AM, 280487


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govtech_2022-08-21_17-30-00.xlsx
govtech_2022-08-21_17-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 22, 2022
Short Description:
govtech via NodeXL https://bit.ly/3PFVgML
@enricomolinari
@govtechnews
@carlos_santiso
@stratorob
@chidambara09
@gocivix
@cisagov
@aws_gov
@enrique_za
@paolaalmeidasa

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

Description:
Description
The graph represents a network of 2,233 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, 22 August 2022 at 00:37 UTC.

The requested start date was Monday, 22 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 12-day, 3-hour, 34-minute period from Monday, 08 August 2022 at 00:05 UTC to Saturday, 20 August 2022 at 03:39 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 : 2233
Unique Edges : 2364
Edges With Duplicates : 6685
Total Edges : 9049
Number of Edge Types : 5
Retweet : 2423
MentionsInRetweet : 4130
Tweet : 1267
Mentions : 1179
Replies to : 50
Self-Loops : 1311
Reciprocated Vertex Pair Ratio : 0.0424148606811146
Reciprocated Edge Ratio : 0.0813780813780814
Connected Components : 546
Single-Vertex Connected Components : 365
Maximum Vertices in a Connected Component : 1185
Maximum Edges in a Connected Component : 7330
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.23907
Graph Density : 0.000675554207256098
Modularity : 0.32303
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,233 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, 22 August 2022 at 00:37 UTC.

The requested start date was Monday, 22 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 12-day, 3-hour, 34-minute period from Monday, 08 August 2022 at 00:05 UTC to Saturday, 20 August 2022 at 03:39 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:
[72] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[52] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html
[37] https://fcw.com/security/2022/08/senators-introduce-bill-ensure-resiliency-federal-data-centers/375219/
[33] https://www.biometricupdate.com/202208/morocco-tenders-for-face-biometrics-to-deploy-throughout-updated-airport
[30] https://www.biometricupdate.com/202208/id16-9-podcast-launched-by-biometric-update-to-track-the-race-for-universal-legal-identity
[28] https://www.biometricupdate.com/202208/french-parliament-approves-e20m-project-for-biometric-health-card
[28] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cisa-releases-free-cybersecurity-toolkit-to-protect-elections
[27] -
[24] https://www.biometricupdate.com/202208/clearview-reveals-biometric-presentation-attack-detection-feature-talks-training-and-testing
[24] https://www.biometricupdate.com/202208/judge-to-amazons-ring-not-so-fast-your-patent-application-needs-a-look-see

Top URLs in Tweet in G1:
[36] https://fcw.com/security/2022/08/senators-introduce-bill-ensure-resiliency-federal-data-centers/375219/
[18] -
[13] http://im7.84c.myftpupload.com/spotlight-on-latam-identity-solutions-for-govtech/
[10] https://www.softwareaggov.com/resources/annual-apis-and-integration-report/
[9] GT
[9] https://www.govtech.com/biz/data/roads-water-broadband-survey-reveals-infrastructure-needs
[9] https://www.jn66dataanalytics.com/news
[8] https://www.softwareaggov.com/insights/how-agencies-can-build-more-effective-data-operations/
[7] https://www.govtech.com/fs/transit-is-seeing-more-cyber-threats-many-agencies-arent-ready
[7] https://www.jpubb.com/press/3210952/

Top URLs in Tweet in G2:
[61] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[27] https://www.biometricupdate.com/202208/morocco-tenders-for-face-biometrics-to-deploy-throughout-updated-airport
[26] https://www.biometricupdate.com/202208/id16-9-podcast-launched-by-biometric-update-to-track-the-race-for-universal-legal-identity
[25] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html
[24] https://www.biometricupdate.com/202208/french-parliament-approves-e20m-project-for-biometric-health-card
[19] https://www.biometricupdate.com/202208/singapore-introduces-parents-dialects-to-digital-birth-certificates-after-pushback
[18] https://www.dawn.com/news/1703888/the-coexistence-of-fintech-and-traditional-banks
[18] https://www.biometricupdate.com/202208/clearview-reveals-biometric-presentation-attack-detection-feature-talks-training-and-testing
[18] https://www.biometricupdate.com/202208/role-of-biometrics-in-legal-identity-still-evolving-undp-expert-warns-against-using-face
[17] https://play.google.com/store/apps/details?id=com.zdroid.uv_light.uv_lamp&hl=en

Top URLs in Tweet in G3:
[27] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html
[11] https://podcasts.apple.com/us/podcast/fintech-for-art-from-nfts-to-the-metaverse-to-create/id1610970882?i=1000575097939
[6] https://www.biometricupdate.com/202208/judge-to-amazons-ring-not-so-fast-your-patent-application-needs-a-look-see
[5] https://www.biometricupdate.com/202208/morocco-tenders-for-face-biometrics-to-deploy-throughout-updated-airport
[5] https://www.biometricupdate.com/202208/ghana-imposes-fee-for-biometric-sim-registration-with-self-service-app
[5] https://www.biometricupdate.com/202206/iso-pad-and-fido-testing-comparison
[5] https://www.biometricupdate.com/202207/iproov-wins-biometrics-id-document-check-contracts-for-uks-proposed-one-login-program
[5] https://www.biometricupdate.com/202208/clearview-reveals-biometric-presentation-attack-detection-feature-talks-training-and-testing
[5] https://www.biometricupdate.com/202208/id-me-finds-itself-accused-of-biometric-data-privacy-violation
[4] https://www.xrtoday.com/mixed-reality/mtv-opens-best-metaverse-performance-award/

Top URLs in Tweet in G4:
[9] https://www.govtech.com/biz/data/roads-water-broadband-survey-reveals-infrastructure-needs
[7] https://www.govtech.com/fs/transit-is-seeing-more-cyber-threats-many-agencies-arent-ready
[7] https://www.govtech.com/network/whats-new-in-digital-equity-an-update-on-net-neutrality
[6] https://www.govtech.com/fs/satellites-monitor-tiny-roadway-changes-along-texas-highway
[6] https://www.govtech.com/opinion/what-is-innovation-debt
[6] https://www.civstart.org/state-of-govtech
[5] https://www.govtech.com/security/precise-national-cyber-metrics-could-guide-real-change
[5] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/is-your-government-organization-cyber-resilient
[5] https://www.govtech.com/network/colorado-communities-work-together-to-expand-rural-broadband
[5] https://www.govtech.com/products/white-paper-offers-ethics-advice-for-government-use-of-ai

Top URLs in Tweet in G5:
[9] https://www.govtechsummit.eu/govtech-awards
[7] https://itsrio.org/pt/varandas/govtech-2018-a-2022/
[6] https://www.eventbrite.com.ar/e/xiv-encuentro-de-ciudades-inteligentes-y-govtech-tickets-394644120187
[4] https://mailchi.mp/fbd95e1f4075/llega-el-xiv-encuentro-de-ciudades-inteligentes-y-govtech-2022
[3] http://govtechsummit.eu?utm_campaign=Summit%2022&utm_source=twitter&utm_medium=social&utm_content=Speaker%20Graphics
[2] https://www.govtechlatam.org/retos
[2] https://www.academia.edu/45509922/GovTech_en_Iberoam%C3%A9rica_Ecosistema_actores_y_tecnolog%C3%ADas_para_reinventar_el_sector_p%C3%BAblico
[1] https://apolitical.co/list/en/agile-50-list-2021
[1] https://futureofgovernment.com/
[1] https://www-emprendedores-es.cdn.ampproject.org/c/s/www.emprendedores.es/ayudas/govtech-las-cien-mejores-ideas-para-innovar-en-el-sector-publico-2/amp/

Top URLs in Tweet in G6:
[14] Web
[14] Services
[5] 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
[3] https://visionzero-princegeorges.hub.arcgis.com/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=db5fe0e1-d6ba-461a-8f43-63ee36a55477
[3] https://www.esri.com/arcgis-blog/products/ops-dashboard/real-time/designing-effective-dashboards/
[3] https://webinars.govtech.com/Shifting-to-SaaS:-A-Product-Development-Innovation-Journey--141142.html?appCore=https://cms.erepublic.com/common/forms/ajax_form/141142&sc_channel=sm&sc_campaign=Webinars,Public_Sector,Public_Sector_SLG&sc_publisher=TWITTER&sc_country=north_america&sc_geo=NAMER&sc_outcome=lead_gen&trkCampaign=xtech-shifting-to-saas-webinar&sc_content=xtech-shifting-to-saas-webinar&sc_category=Amazon
[3] (AWS)&trk=xtech-shifting-to-saas-webinar
[3] https://webinars.govtech.com/Diving-Deep-on-Data-Governance-in-Local-Government-140922.html?appCore=https://cms.erepublic.com/common/forms/ajax_form/140922&promo_code=gt_webinar_email_140922_sponsor_aws&sc_channel=sm&sc_campaign=Webinars,Public_Sector_SLG,Public_Sector&sc_publisher=TWITTER&sc_country=north_america&sc_geo=NAMER&sc_outcome=lead_gen&trkCampaign=mm-data-governance-webinar-3&sc_content=mm-data-governance-webinar-3&sc_category=Amazon
[3] (AWS)&trk=mm-data-governance-webinar-3
[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

Top URLs in Tweet in G7:
[9] https://www.businessofgovernment.org/blog/weekly-roundup-august-8-12-2022
[5] https://www.businessofgovernment.org/blog/weekly-roundup-august-15-19-2022
[4] 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] -
[2] https://www.govtech.com/fs/transit-is-seeing-more-cyber-threats-many-agencies-arent-ready?&web_view=true&feed_id=76&_unique_id=62f57e4a43363
[2] https://www.govtech.com/education/higher-ed/higher-eds-growing-consortium-of-cybersecurity-clinics
[2] https://reddit.com/r/AmputatorBot/comments/ehrq3z/why_did_i_build_amputatorbot/
[1] https://go.usa.gov:443/xSFcn
[1] https://www.youtube.com/watch?v=BDVaBpcnHlQ&feature=youtu.be


Top URLs in Tweet in G8:
[4] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cisa-releases-free-cybersecurity-toolkit-to-protect-elections
[2] https://events.govtech.com/?utm_campaign=MN
[2] DGS
[1] https://www.aspistrategist.org.au/indonesias-controversial-tech-licensing-scheme/
[1] https://focustaiwan.tw/politics/202208050020
[1] https://t.co/dm9VFaqWbX?utm_campaign=eBook
[1] San
[1] Diego
[1] 0322&utm_content=216677953&utm_medium=social&utm_source=twitter&hss_channel=tw-116492888
[1] 0822&utm_content=216652340&utm_medium=social&utm_source=twitter&hss_channel=tw-116492888

Top URLs in Tweet in G9:
[2] https://twitter.com/ddindialive/status/1557754790503133184
[1] https://twitter.com/EasyGov/status/1557207742389288966
[1] https://government.economictimes.indiatimes.com/digitech-conclave?utm_source=social&utm_medium=social&utm_campaign=digitech&ag=social

Top URLs in Tweet in G10:
[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
[1] https://www.knoxnews.com/story/news/health/2018/03/08/tennessee-department-health-warns-phone-scam-seeking-personal-information/408683002/
[1] https://truthsocial.com/beta/
[1] https://collaborationclouds.garnet8.co.uk/insight/simple-innovative-integrated-data-platform?d=t&i=67acae1a-e458-452b-9591-23805cef8a04
[1] https://collaborationclouds.garnet8.co.uk/insight/a-secure-data-access-layer-that-unlocks-value?d=t&i=481e3c97-b252-4e55-ae26-f166de3f843b
[1] https://garnet8.co.uk/blogs/data-silos-block-your-digital-journey?d=t&i=10ccaad7-0555-40e7-8e14-1d51b4b6761a
[1] https://collaborationclouds.garnet8.co.uk/insight/trusted-data-sharing?d=t&i=c0e12aa2-5273-4f6e-a626-9a767478fce9
[1] https://collaborationclouds.garnet8.co.uk/insight/secure-data-sharing-that-unlocks-value?d=t&i=61502544-e28c-4885-b45e-4eeabbe5e97c
[1] https://collaborationclouds.garnet8.co.uk/insight/trusted-data-sharing?d=t&i=166b88b4-a466-45c4-837e-11fee4b7f70b

Top Domains
Top Domains in Tweet in Entire Graph:
[728] govtech.com
[515] biometricupdate.com
[136] insurancebusinessmag.com
[102] dy.si
[72] apple.com
[72] vision33.com
[68] co.uk
[53] pwc.com
[49] paymentsjournal.com
[47] twitter.com

Top Domains in Tweet in G1:
[232] govtech.com
[36] fcw.com
[25] dy.si
[18] softwareaggov.com
[16] twitter.com
[13] myftpupload.com
[10] computronix.com
[9] jn66dataanalytics.com
[8] okt.to
[7] prtimes.jp

Top Domains in Tweet in G2:
[408] biometricupdate.com
[119] insurancebusinessmag.com
[72] vision33.com
[61] apple.com
[45] msn.com
[43] paymentsjournal.com
[36] google.com
[32] forbes.com
[28] co.uk
[26] pwc.com

Top Domains in Tweet in G3:
[100] biometricupdate.com
[27] pwc.com
[17] insurancebusinessmag.com
[11] apple.com
[6] paymentsjournal.com
[5] fintechmagazine.com
[4] xrtoday.com
[2] visualcapitalist.com
[2] forbes.com
[1] mckinsey.com

Top Domains in Tweet in G4:
[263] govtech.com
[6] civstart.org
[4] twitter.com
[4] voicestorm.com
[4] cities-today.com
[3] civictech.guide
[2] route-fifty.com
[2] egov.com
[1] pewtrusts.org
[1] centralsquare.com

Top Domains in Tweet in G5:
[16] govtechsummit.eu
[8] itsrio.org
[7] twitter.com
[6] com.ar
[4] mailchi.mp
[3] youtube.com
[2] govtechlatam.org
[2] academia.edu
[1] apolitical.co
[1] futureofgovernment.com

Top Domains in Tweet in G6:
[17] govtech.com
[10] arcgis.com
[9] esri.com
[4] partica.online
[4] velosimo.com
[3] ow.ly
[2] kcmo.gov
[2] tylertech.com
[2] twitter.com
[2] opengov.com

Top Domains in Tweet in G7:
[14] businessofgovernment.org
[12] govtech.com
[4] ampproject.org
[2] reddit.com
[1] usa.gov
[1] youtube.com
[1] blochhousemedia.com

Top Domains in Tweet in G8:
[71] dy.si
[6] govtech.com
[1] org.au
[1] focustaiwan.tw
[1] t.co
[1] casknx.com
[1] biometricupdate.com
[1] seekingalpha.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] indiatimes.com

Top Domains in Tweet in G10:
[27] co.uk
[6] govtech.com
[3] biometricupdate.com
[1] knoxnews.com
[1] truthsocial.com
[1] businessofgovernment.org
[1] benefitnews.com
[1] msn.com
[1] itp.net
[1] fintechnews.ch

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1325] fintech
[1093] govtech
[1066] insurtech
[725] finserv
[590] marketing
[471] cybersecurity
[397] ai
[376] metaverse
[288] payments
[186] 100daysofcode



Top Hashtags in Tweet in G1:
[178] govtech
[54] cybersecurity
[36] dataprivacy
[21] saggov
[12] civictech
[11] localgov
[10] publicsector
[9] opensource
[9] stateandlocal
[8] suse

Top Hashtags in Tweet in G2:
[1090] fintech
[899] insurtech
[542] finserv
[414] marketing
[295] ai
[282] govtech
[273] cybersecurity
[240] metaverse
[216] payments
[170] finsevr

Top Hashtags in Tweet in G3:
[182] fintech
[174] finserv
[166] marketing
[147] insurtech
[131] metaverse
[119] govtech
[81] python
[80] flutter
[80] 100daysofcode
[75] modelops

Top Hashtags in Tweet in G4:
[31] govtech
[18] cybersecurity
[9] broadband
[9] digitaldivide
[8] data
[7] ai
[7] smartcities
[6] highered
[6] innovation
[6] it

Top Hashtags in Tweet in G5:
[66] govtech
[18] govtechawards
[13] govtechsummit
[10] forogovtechcr
[10] govtechlatam
[10] latam
[8] digital
[5] ai4good
[5] brasil
[5] thegovtechsummit

Top Hashtags in Tweet in G6:
[34] govtech
[31] gis
[30] arcgis
[27] esri
[19] govit
[18] urisa
[18] statelocalit
[16] gmis
[15] apwa
[14] publicworks

Top Hashtags in Tweet in G7:
[18] leadership
[16] publicmanagement
[9] cybersecurity
[6] govtech
[4] performance
[4] mindset
[3] workforce
[2] data
[2] procurement
[2] cleanenergy

Top Hashtags in Tweet in G8:
[84] govtech
[74] whereeverythingconnects
[35] digitaltransformation
[26] stateandlocal
[19] unifiedcommunications
[16] smartcity
[11] cybersecurity
[7] servicenow
[6] infosec
[5] digitalage

Top Hashtags in Tweet in G9:
[7] govtech
[5] c4gt
[2] eventalert
[1] icymi
[1] dpgs
[1] puneetjoshi
[1] startup
[1] startups
[1] etdigitech

Top Hashtags in Tweet in G10:
[47] govtech
[31] infosec
[31] business
[31] data
[29] cybersecurity
[27] fintech
[24] cto
[23] government
[23] digitaltransformation
[21] datasecurity

Top Words
Top Words in Tweet in Entire Graph:
[1325] #fintech
[1188] enricomolinari
[1093] #govtech
[1066] #insurtech
[725] #finserv
[594] #marketing
[470] #cybersecurity
[397] #ai
[388] government
[382] govtech

Top Words in Tweet in G1:
[178] #govtech
[105] government
[83] govtech
[82] information
[80] data
[75] more
[74] technology
[54] cyber
[53] #cybersecurity
[51] federal

Top Words in Tweet in G2:
[1090] #fintech
[965] enricomolinari
[899] #insurtech
[542] #finserv
[415] #marketing
[307] stratorob
[295] #ai
[282] #govtech
[273] #cybersecurity
[240] #metaverse

Top Words in Tweet in G3:
[211] enricomolinari
[182] #fintech
[174] #finserv
[169] #marketing
[147] #insurtech
[131] #metaverse
[119] #govtech
[81] #python
[80] #flutter
[80] #100daysofcode

Top Words in Tweet in G4:
[130] govtechnews
[57] more
[44] government
[43] state
[43] broadband
[42] technology
[36] tech
[35] public
[33] city
[31] #govtech

Top Words in Tweet in G5:
[74] govtech
[66] #govtech
[38] encuentro
[38] ciudades
[36] inteligentes
[34] xiv
[31] sommetgovtech
[26] reciarg
[25] 2022
[20] carlos_santiso

Top Words in Tweet in G6:
[34] #govtech
[31] #gis
[30] #arcgis
[27] #esri
[19] #govit
[18] #urisa
[18] #statelocalit
[18] aws_gov
[16] #gmis
[15] #apwa

Top Words in Tweet in G7:
[60] officials
[38] cisagov
[32] toolkit
[32] free
[32] state
[32] local
[32] election
[31] help
[31] government
[30] services

Top Words in Tweet in G8:
[84] #govtech
[74] #whereeverythingconnects
[52] sector
[47] support
[45] idc
[43] government
[36] impact
[35] #digitaltransformation
[33] private
[33] cask_nx

Top Words in Tweet in G9:
[22] govtech
[12] government
[8] technology
[7] #govtech
[7] india's
[7] welfare
[6] finale
[6] first
[6] startups
[6] anurag4d

Top Words in Tweet in G10:
[47] #govtech
[38] douglittlejr
[31] #infosec
[31] #business
[31] #data
[29] #cybersecurity
[27] #fintech
[24] #cto
[23] risk
[23] #government

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[710] #fintech,#insurtech
[635] #insurtech,#finserv
[478] #finserv,#marketing
[223] biometricupdate,#fintech
[222] #insurtech,#fintech
[176] #marketing,#payments
[175] #fintech,#finsevr
[156] #finsevr,#ai
[134] #ai,#edtech
[125] #payments,#100daysofcode

Top Word Pairs in Tweet in G1:
[62] government,technology
[36] earlier,month
[36] month,senators
[36] senators,introduced
[36] introduced,bill
[36] bill,better
[36] better,ensure
[36] ensure,resiliency
[36] resiliency,federal
[36] federal,data

Top Word Pairs in Tweet in G2:
[556] #fintech,#insurtech
[510] #insurtech,#finserv
[372] #finserv,#marketing
[215] #insurtech,#fintech
[182] biometricupdate,#fintech
[170] #fintech,#finsevr
[152] #finsevr,#ai
[131] #ai,#edtech
[127] #marketing,#payments
[89] #edtech,#govtech

Top Word Pairs in Tweet in G3:
[144] #fintech,#insurtech
[116] #insurtech,#finserv
[98] #finserv,#marketing
[44] #marketing,#payments
[44] #tensorflow,#python
[43] #python,enricomolinari
[42] #flutter,#javascript
[42] #payments,#100daysofcode
[38] #modelops,#devops
[38] biometricupdate,#fintech

Top Word Pairs in Tweet in G4:
[13] question,day
[13] digital,equity
[12] roads,water
[10] local,government
[10] broadband,expansion
[9] public,agencies
[9] state,local
[9] state,broadband
[8] steve,nichols
[8] broadband,office

Top Word Pairs in Tweet in G5:
[36] ciudades,inteligentes
[34] xiv,encuentro
[34] encuentro,ciudades
[32] inteligentes,govtech
[14] martes,23
[13] princeconsul,reciarg
[11] sector,público
[11] 23,online
[11] online,13
[11] 13,hs

Top Word Pairs in Tweet in G6:
[22] #gis,#esri
[15] #govtech,#statelocalit
[14] #statelocalit,#govit
[10] #esri,#arcgis
[10] #govit,#gmis
[8] #esri,#urisa
[7] prince,george's
[7] #apwa,#publicworks
[7] aws_gov,learn
[7] learn,rubicon

Top Word Pairs in Tweet in G7:
[32] state,local
[30] help,state
[30] local,government
[30] election,officials
[29] icymi,cisagov
[29] cisagov,toolkit
[29] toolkit,offers
[29] offers,free
[29] free,services
[29] services,resources

Top Word Pairs in Tweet in G8:
[31] private,sector
[30] ai,iot
[30] iot,edge
[30] edge,computing
[30] computing,already
[30] already,supporting
[30] supporting,private
[30] sector,businesses
[30] businesses,#govtech
[30] #govtech,greatest

Top Word Pairs in Tweet in G9:
[5] finale,event
[5] code,govtech
[5] govtech,#c4gt
[4] #c4gt,finale
[4] event,today
[4] today,marks
[4] marks,end
[4] end,first
[4] first,cohort
[4] cohort,coding

Top Word Pairs in Tweet in G10:
[19] #business,#government
[12] risk,#databreach
[10] pass,along
[10] create,agility
[9] #business,#govtech
[9] #govtech,#ict
[9] #govtech,#cto
[8] #cybersecurity,#fintech
[8] #ict,#cto
[8] #secure,#data

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@stratorob
@biometricupdate
@govtechnews
@insurancebizus
@bcg
@finchcapital
@applepodcasts
@infobeans
@raconteur

Top Mentioned in G1:
@wahcak
@scottgraffius
@blmohr
@getproudcity
@stem_nastics
@gogovapps
@dpcdata

Top Mentioned in G2:
@enricomolinari
@stratorob
@biometricupdate
@insurancebizus
@bcg
@finchcapital
@applepodcasts
@infobeans
@raconteur
@psb_dc

Top Mentioned in G3:
@enricomolinari
@biometricupdate
@insurancebizus
@pwc
@visualcap
@finchcapital
@applepodcasts
@infobeans
@bcg
@raconteur

Top Mentioned in G4:
@govtechnews
@tdsskip
@nascio
@julia_edinger
@civstart
@derqai
@zackquaintance
@metro21cmu
@cybersecuritysf
@centralsqtech

Top Mentioned in G5:
@sommetgovtech
@carlos_santiso
@princeconsul
@reciarg
@brazillab
@public_team
@luispapagni
@idb_lab
@alxprince
@apoliticalco

Top Mentioned in G6:
@aws_gov
@spatialace
@rubicon
@rekorsystems
@sharpershape
@esri
@velosimoinc
@esrislgov
@laserfiche
@gis_bandit

Top Mentioned in G7:
@cisagov
@cisajen
@busofgovernment
@mjkeegandc
@bus
@usgsa
@usdod
@cltcberkeley
@fema

Top Mentioned in G8:
@cask_nx
@idc
@aluenterprise
@sikkut
@hiwaafandi
@enricomolinari
@wayne_bridgeman
@ruigfsilva
@paolaalmeidasa
@wadekwright

Top Mentioned in G9:
@anurag4d
@easygov
@odecosystems
@abhish18
@varad_pande
@rajeev_goi
@amitegov
@muditmathur79
@s_gandhali
@kanandampillai

Top Mentioned in G10:
@douglittlejr
@garnet8ltd
@google
@stratorob
@oprbbeth
@enricomolinari
@jrubinblogger
@chorusadvisers
@biometricupdate
@secretservice

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@detikcom
@chidambara09
@robinsnewswire
@xaelbot
@codedailybot
@cybersecurityn8
@atsocialmediauk
@evankirstel
@annemariayritys

Top Tweeters in G1:
@robinsnewswire
@atsocialmediauk
@prtimes_news
@canoncitynews
@shehzadyounis
@m157q_news_rss
@suriyasubraman
@bsindia
@rdelinfo
@socialnewsxyz

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@sudeepkhatri
@fabriciosx
@rvp
@rahul05ranjan
@codewithtwitchi

Top Tweeters in G3:
@annemariayritys
@dataaugmented
@aldoceccarelli
@calcaware
@botfemale
@valaafshar
@fullnam35087976
@shi4tech
@drumeshprabhu
@openmarketingtv

Top Tweeters in G4:
@ml_tweet_bot
@prpeep
@smartecocity
@gate_15_analyst
@linuxmil
@turgut_guliyev
@prometheusgreen
@codeforpdx
@myitmedia
@corix_jc

Top Tweeters in G5:
@dominiccampbell
@wef
@mmarymckenna
@alxprince
@yixuantu1
@fangelico
@maggiecaroline1
@comunidadmadrid
@smairata
@abes_software

Top Tweeters in G6:
@ians_india
@enricofrasca3
@publichealthmap
@headpointer
@the_newsmen
@jeff_a_friedman
@andy_schulte
@awscloud
@uscensusbureau
@laserfiche

Top Tweeters in G7:
@rralstonagile
@agitatorsneeded
@maxamaxim
@ajblackston
@ideagov
@tend2wobble
@sleepylemur
@craignewmark
@the__hustlerguy
@justthisguy

Top Tweeters in G8:
@cybazesocial
@rpatoolsc
@wadekwright
@lanceschukies
@hiwaafandi
@idc
@traceypretorius
@aluenterprise
@lfelipebsb
@m_barznji

Top Tweeters in G9:
@economictimes
@ucloudify
@rajeev_goi
@piyushgoyal
@pmoindia
@goi_meity
@arpiit
@samirsaran
@abhish18
@amitranjan

Top Tweeters in G10:
@netsecu
@gdprai
@rdsweb
@jayeshmthakur
@gdpr25thmay18
@beefyspace
@google
@cephalopodluke2
@frcretweets
@wordpressvee


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