govtech, Twitter, 8/15/2022 12:57:32 AM, 280065


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govtech_2022-08-14_17-30-00.xlsx
govtech_2022-08-14_17-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
govtech via NodeXL https://bit.ly/3w4c6hD
@govtechnews
@enricomolinari
@carlos_santiso
@stratorob
@cybersecurityn8
@ibriangraham
@wef
@sommetgovtech
@codeforpdx
@psb_dc

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

Description:
Description
The graph represents a network of 2,235 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, 15 August 2022 at 00:36 UTC.

The requested start date was Monday, 15 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, 2-hour, 36-minute period from Monday, 01 August 2022 at 00:05 UTC to Sunday, 14 August 2022 at 02:41 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 : 2235
Unique Edges : 1996
Edges With Duplicates : 7068
Total Edges : 9064
Number of Edge Types : 5
Retweet : 2633
MentionsInRetweet : 3905
Mentions : 1181
Tweet : 1274
Replies to : 71
Self-Loops : 1321
Reciprocated Vertex Pair Ratio : 0.0562437227987948
Reciprocated Edge Ratio : 0.106497622820919
Connected Components : 516
Single-Vertex Connected Components : 344
Maximum Vertices in a Connected Component : 1275
Maximum Edges in a Connected Component : 7449
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.361118
Graph Density : 0.000631885904037461
Modularity : 0.326464
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 2,235 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, 15 August 2022 at 00:36 UTC.

The requested start date was Monday, 15 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, 2-hour, 36-minute period from Monday, 01 August 2022 at 00:05 UTC to Sunday, 14 August 2022 at 02:41 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:
[43] https://www.msn.com/en-in/news/other/blockchain-security-firm-warns-of-new-metamask-phishing-campaign/ar-AA10bflu
[41] https://www.govtech.com/education/k-12/csforall-urges-greater-focus-on-ai-and-data-science
[28] https://www.govtech.com/security/how-are-k-12-and-higher-education-fairing-against-ransomware
[24] https://www.forbes.com/sites/forbestechcouncil/2022/08/05/business-insights-on-the-opportunity-for-the-educational-metaverse/?sh=695e12874a3f
[23] -
[22] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html
[20] https://fintechmagazine.com/articles/australian-neobank-up-unveils-savings-based-bnpl-alternative?utm_source=Newsletter+FinTech+Magazine&utm_campaign=443c7d891d-EMAIL_CAMPAIGN_2021_07_02_03_52_COPY_01&utm_medium=email&utm_term=0_9738f7c924-443c7d891d-410775482&mc_cid=443c7d891d&mc_eid=974940cd1e
[19] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cyber-attacks-against-critical-infrastructure-quietly-increase
[17] https://www.xrtoday.com/mixed-reality/mtv-opens-best-metaverse-performance-award/
[16] https://www.insuranceage.co.uk/insurer/7950311/insurers-flag-climate-change-concern-following-uk-heatwave

Top URLs in Tweet in G1:
[43] https://www.msn.com/en-in/news/other/blockchain-security-firm-warns-of-new-metamask-phishing-campaign/ar-AA10bflu
[38] https://www.govtech.com/education/k-12/csforall-urges-greater-focus-on-ai-and-data-science
[22] https://www.forbes.com/sites/forbestechcouncil/2022/08/05/business-insights-on-the-opportunity-for-the-educational-metaverse/?sh=695e12874a3f
[19] https://fintechmagazine.com/articles/australian-neobank-up-unveils-savings-based-bnpl-alternative?utm_source=Newsletter+FinTech+Magazine&utm_campaign=443c7d891d-EMAIL_CAMPAIGN_2021_07_02_03_52_COPY_01&utm_medium=email&utm_term=0_9738f7c924-443c7d891d-410775482&mc_cid=443c7d891d&mc_eid=974940cd1e
[17] https://www.xrtoday.com/mixed-reality/mtv-opens-best-metaverse-performance-award/
[16] https://www.insuranceage.co.uk/insurer/7950311/insurers-flag-climate-change-concern-following-uk-heatwave
[14] https://www.msn.com/en-in/news/other/what-are-the-security-issues-in-blockchain/ar-AA10dE6A
[12] https://www.forbes.com/sites/michaelgale/2022/08/02/watch-out-facebook-instagram-and-youtube-blockchain-is-coming-for-you/?sh=27049f2e3824
[12] https://www.dig-in.com/list/insurtech-industry-outlook-2022-trends-and-predictions
[11] https://techcrunch.com/2022/07/30/gaming-veteran-gamefi-blockchain-web3/

Top URLs in Tweet in G2:
[23] -
[12] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cyber-attacks-against-critical-infrastructure-quietly-increase
[11] GT
[11] https://www.jn66dataanalytics.com/news
[7] Emergency
[7] https://www.govtech.com/fs/transit-is-seeing-more-cyber-threats-many-agencies-arent-ready
[5] https://www.govtech.com/fs/ad-revenue-might-be-the-secret-to-lowering-ev-charging-barriers
[4] https://www.govtech.com/security/how-are-k-12-and-higher-education-fairing-against-ransomware
[4] GovTech
[4] https://www.govtech.com/opinion/what-is-innovation-debt

Top URLs in Tweet in G3:
[3] https://www.govtech.com/fs/ride-hailing-is-becoming-more-electrified-despite-the-barriers
[3] https://www.govtech.com/education/higher-ed/case-study-finds-uf-nvidia-a-model-partnership-for-ai
[3] https://dy.si/BSYmH
[3] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/cyber-attacks-against-critical-infrastructure-quietly-increase
[2] https://www.govtech.com/network/is-google-fiber-coming-to-a-city-near-you-it-just-might-be?utm_campaign=Newsletter%20-%20GT%20-%20GovTech%20Today&utm_medium=email&_hsmi=221288149&_hsenc=p2ANqtz-8k2yNBL7942HabQ3lOTdFynh2Xd0dauZ5sP2pghwu0jAHrHwdcLEAWAMrc0t7SfK2ocnVvm4pQPD3RTe81Ejd1VhFh4A&utm_content=221288149&utm_source=hs_email
[2] https://www.govtech.com/fs/transit-is-seeing-more-cyber-threats-many-agencies-arent-ready
[2] http://www.govtech.com/local/SF-Launches-SFWiFi-in-32-Public-Spaces.html
[2] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/is-your-government-organization-cyber-resilient?&web_view=true
[2] https://dy.si/jpsqj
[2] https://www.govtech.com/security/how-are-k-12-and-higher-education-fairing-against-ransomware

Top URLs in Tweet in G4:
[14] https://plus.os.city/forocostarica
[6] https://www.youtube.com/watch?v=hNPFWYlhkJs&feature=youtu.be

[3] https://www.computerweekly.com/feature/Luxembourg-taps-into-innovation-for-better-government-tech
[2] http://govtechsummit.eu?utm_campaign=Summit%2022&utm_source=twitter&utm_medium=social&utm_content=Speaker%20Graphics
[2] https://forms.office.com/pages/responsepage.aspx?id=iOBInEReDUuToO6yxhJ8PaYi-zuDfzJDuX4OR5QkUJ1UNzVXWEhYN0pKMU1aMzE0MjY2VU1LWTdISy4u
[1] https://www.insidephilanthropy.com/home/2022/7/21/funders-set-out-to-advance-public-interest-technology-whats-the-state-of-the-field?utm_source=Funding+News+%26+Tips&utm_campaign=1a586f3a6b-newsletterdaily&utm_medium=email&utm_term=0_c776dbf0df-1a586f3a6b-95620444
[1] https://enap.gov.br/pt/acontece/noticias/governo-federal-investira-r-36-milhoes-em-inteligencia-artificial-aplicada-a-servicos-publicos-2
[1] 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://www.govtechlatam.org/retos
[1] https://listindiario.com/economia/2022/07/28/732045/bid-lab-y-universidad-ie-organizaron-un-piloto-en-santo-domingo-con-30-startup

Top URLs in Tweet in G5:
[8] Web
[8] Services
[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
[3] https://papers.govtech.com/IT-Infrastructure-in-Mid-sized-Cities-and-Counties-Moving-Toward-Resilience-and-Sustainability-141328.html?sc_channel=sm&sc_campaign=Public_Sector,Public_Sector_SLG&sc_publisher=TWITTER&sc_country=north_america&sc_geo=NAMER&sc_outcome=lead_gen&trkCampaign=mm-sustainability-report&sc_content=mm-sustainability-report&sc_category=Amazon
[3] (AWS)&trk=mm-sustainability-report
[2] 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
[2] (AWS)&trk=xtech-shifting-to-saas-webinar
[2] https://www.esri.com/about/newsroom/arcnews/how-to-create-a-gis-strategic-plan/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=75794976-cba8-494e-a112-a48da2b7ca67
[2] https://www.geospatialworld.net/prime/geospatial-mapping-central-us-govt-climate-action-top-white-house-aide/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=eb5592a2-5077-4729-867e-39210abb0fdf
[2] https://www.esri.com/arcgis-blog/products/ext-server-geoevent/real-time/whats-new-in-arcgis-geoevent-server-11-0/

Top URLs in Tweet in G6:
[14] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html
[1] https://www.pwc.com/gx/en/issues/the-leadership-agenda/demystifying-the-meta-verse.html?utm_content=buffer897b9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/gerald_bader/status/1558193514173050880
[1] https://www.biometricupdate.com/202208/russia-pushing-unified-biometric-system-to-enter-secure-facilities
[1] https://www.fleetowner.com/technology/article/21247568/still-waiting-on-blockchain-to-catch-up-hype-trucks

Top URLs in Tweet in G7:
[5] https://www.ukauthority.com/articles/leeds-to-automate-council-tax-processes/
[3] https://www.ukauthority.com/articles/london-urgent-care-plan-goes-live/?utm_content=217891942&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[3] https://advice-cloud.co.uk/insights/g-cloud-12-to-g-cloud-13/?utm_campaign=G-Cloud
[2] https://www.ukauthority.com/articles/nao-publishes-guide-to-improving-government-data/?utm_content=216740717&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[2] https://www.ukauthority.com/articles/dluhc-opens-digital-services-for-planning/?utm_content=216785050&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[2] https://www.ukauthority.com/articles/dstl-and-uksa-plan-closer-collaboration/?utm_content=217354166&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[2] https://www.ukauthority.com/articles/education-trusts-set-up-500-million-ict-procurement-framework/?utm_content=217509433&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[2] https://www.ukauthority.com/articles/ccs-agrees-mou-with-salesforce/
[2] http://bebirmingham.co.uk/?utm_content=217051161&utm_medium=social&utm_source=twitter&hss_channel=tw-21285934
[2] https://www.birmingham.gov.uk/?utm_content=216568895&utm_medium=social&utm_source=twitter&hss_channel=tw-21285934

Top URLs in Tweet in G8:
[2] https://www.govtech.com/public-safety/nypd-ordered-to-share-documents-related-to-facial-recognition

Top URLs in Tweet in G9:
[1] https://18f.gsa.gov/2022/08/11/senior-executives-pt3/
[1] https://18f.gsa.gov/2022/07/20/senior-executives-pt1/
[1] https://18f.gsa.gov/2022/08/02/senior-executives-pt2/
[1] https://twitter.com/hanaschank/status/1554100179493703680
[1] https://twitter.com/USDResponse/status/1549420703270637568
[1] https://twitter.com/bobirakova/status/1537826883907239941
[1] https://documentation-tools.theengineroom.org/
[1] https://www.youtube.com/watch?v=j1ZJO8maV7s&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://government.economictimes.indiatimes.com/digitech-conclave?utm_source=social&utm_medium=social&utm_campaign=digitech&ag=social
[1] https://twitter.com/EasyGov/status/1557207742389288966

Top Domains
Top Domains in Tweet in Entire Graph:
[839] govtech.com
[466] biometricupdate.com
[107] msn.com
[88] forbes.com
[87] co.uk
[82] vision33.com
[67] pwc.com
[66] paymentsdive.com
[63] twitter.com
[57] dy.si

Top Domains in Tweet in G1:
[463] biometricupdate.com
[105] msn.com
[92] govtech.com
[86] forbes.com
[76] co.uk
[68] vision33.com
[66] paymentsdive.com
[53] google.com
[51] fintechmagazine.com
[36] pwc.com

Top Domains in Tweet in G2:
[262] govtech.com
[21] dy.si
[13] youtube.com
[13] softwareaggov.com
[13] myftpupload.com
[11] jn66dataanalytics.com
[10] okt.to
[9] linkedin.com
[8] twitter.com
[8] prtimes.jp

Top Domains in Tweet in G3:
[264] govtech.com
[36] voicestorm.com
[6] dy.si
[3] cities-today.com
[3] trustvip.com
[3] myworkdayjobs.com
[3] rstreet.org
[2] datamynt.com
[1] centralsquare.com
[1] governing.com

Top Domains in Tweet in G4:
[17] twitter.com
[15] os.city
[11] govtechsummit.eu
[6] youtube.com
[3] itsrio.org
[3] computerweekly.com
[2] office.com
[2] caf.com
[1] govtechlab.es
[1] insidephilanthropy.com

Top Domains in Tweet in G5:
[42] govtech.com
[16] linkedin.com
[8] esri.com
[6] arcgis.com
[4] ow.ly
[3] twitter.com
[2] geospatialworld.net
[2] civstart.org
[1] naco.org
[1] splashthat.com

Top Domains in Tweet in G6:
[30] pwc.com
[1] startup.info
[1] govtech.com
[1] twitter.com
[1] biometricupdate.com
[1] fleetowner.com

Top Domains in Tweet in G7:
[18] ukauthority.com
[7] co.uk
[3] youtube.com
[2] jadu.net
[2] gov.uk
[2] nodexlgraphgallery.org
[1] theregister.com
[1] publictechnology.net
[1] govtech.com

Top Domains in Tweet in G8:
[2] govtech.com

Top Domains in Tweet in G9:
[3] gsa.gov
[3] twitter.com
[1] theengineroom.org
[1] youtube.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] indiatimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1129] govtech
[936] fintech
[888] insurtech
[611] ai
[460] finserv
[412] metaverse
[399] marketing
[374] finsevr
[371] cybersecurity
[355] blockchain



Top Hashtags in Tweet in G1:
[894] fintech
[876] insurtech
[570] ai
[431] govtech
[420] finserv
[377] metaverse
[370] finsevr
[360] marketing
[349] blockchain
[320] analytics

Top Hashtags in Tweet in G2:
[116] govtech
[22] saggov
[19] stateandlocal
[16] cybersecurity
[13] device
[11] technology
[11] tech
[10] opensource
[9] localgov
[7] civictech

Top Hashtags in Tweet in G3:
[37] cdwsocial
[24] govtech
[22] digitaldivide
[21] digitalequity
[18] k12
[17] it
[16] cybersecurity
[15] broadband
[14] government
[9] data

Top Hashtags in Tweet in G4:
[151] govtech
[37] forogovtechcr
[15] govtechawards
[11] costarica
[10] sectorpúblico
[9] govtechsummit
[9] libro
[6] startups
[6] brazil
[6] artificialintelligence

Top Hashtags in Tweet in G5:
[31] govtech
[21] gis
[20] arcgis
[20] fema
[20] nema
[19] esri
[19] iaem
[19] dhs
[18] disasters
[17] disasterzone

Top Hashtags in Tweet in G6:
[31] metaverse
[31] marketing
[30] proptech
[30] govtech
[30] finserv
[28] fintech
[10] ai
[9] algorithms
[3] insurtech
[1] startups

Top Hashtags in Tweet in G7:
[30] govtech
[8] localgov
[7] commonwealthgames
[6] localgovdigital
[5] publicservices
[5] localism
[4] techprocurement
[4] birmingham
[3] urgentcare
[3] ucp

Top Hashtags in Tweet in G8:
[1] rt

Top Hashtags in Tweet in G9:
[16] govtech
[14] civictech
[10] pit
[4] mustwatch
[2] publicinteresttech
[2] techpolicy
[1] agile
[1] tech
[1] bigtech
[1] publictech

Top Hashtags in Tweet in G10:
[17] govtech
[4] eventalert
[2] startup
[2] government
[2] etdigitech
[1] startups
[1] technology
[1] artificialintelligence

Top Words
Top Words in Tweet in Entire Graph:
[1129] #govtech
[1070] enricomolinari
[923] #fintech
[888] #insurtech
[611] #ai
[487] stratorob
[460] #finserv
[433] #marketing
[412] #metaverse
[392] government

Top Words in Tweet in G1:
[1023] enricomolinari
[881] #fintech
[876] #insurtech
[570] #ai
[479] stratorob
[431] #govtech
[420] #finserv
[394] #marketing
[377] #metaverse
[362] #finsevr

Top Words in Tweet in G2:
[118] ãƒ
[116] #govtech
[115] government
[81] more
[74] govtech
[72] technology
[55] cyber
[42] æ
[41] data
[40] learn

Top Words in Tweet in G3:
[170] govtechnews
[85] more
[54] data
[52] digital
[47] technology
[46] equity
[44] public
[41] cyber
[39] funding
[37] city

Top Words in Tweet in G4:
[151] #govtech
[72] govtech
[39] ecosistema
[37] sector
[37] #forogovtechcr
[29] cifuentesaura
[28] oscitylatam
[24] reinventar
[24] trust4americas
[23] semana

Top Words in Tweet in G5:
[31] #govtech
[21] #gis
[20] #arcgis
[20] #fema
[20] #nema
[19] aws_gov
[19] #esri
[19] #iaem
[19] #dhs
[18] #disasters

Top Words in Tweet in G6:
[32] enricomolinari
[31] #metaverse
[31] prepare
[31] #marketing
[30] #proptech
[30] #govtech
[30] #finserv
[29] step
[28] #fintech
[24] pwc

Top Words in Tweet in G7:
[30] #govtech
[15] jadu
[13] ukauthority
[11] council
[9] advicecloud
[8] #localgov
[7] #commonwealthgames
[6] plan
[6] govtech
[6] customer

Top Words in Tweet in G8:
[34] more
[32] yorkers
[32] deserve
[32] know
[32] political
[32] dissent
[32] policed
[32] city
[32] importantly
[32] records

Top Words in Tweet in G9:
[16] #govtech
[14] #civictech
[12] stargould
[10] make
[8] senior
[7] 18f
[6] executives
[6] product
[6] teams
[6] #pit

Top Words in Tweet in G10:
[18] govtech
[17] #govtech
[11] anurag4d
[11] startups
[11] government
[8] welfare
[7] harness
[7] power
[7] innovation
[7] ceo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[411] #insurtech,#fintech
[366] #fintech,#finsevr
[317] #fintech,#insurtech
[315] #insurtech,#finserv
[241] #finserv,#marketing
[240] #finsevr,#ai
[240] #ai,#edtech
[172] #analytics,#ai
[155] #edtech,#govtech
[119] enricomolinari,#metaverse

Top Word Pairs in Tweet in G1:
[407] #insurtech,#fintech
[362] #fintech,#finsevr
[314] #insurtech,#finserv
[312] #fintech,#insurtech
[240] #finserv,#marketing
[238] #finsevr,#ai
[238] #ai,#edtech
[170] #analytics,#ai
[152] #edtech,#govtech
[108] #python,#flutter

Top Word Pairs in Tweet in G2:
[79] ãƒ,ãƒ
[60] government,technology
[29] learn,more
[22] more,#saggov
[20] #saggov,#govtech
[19] digital,government
[18] government,summit
[16] edge,computing
[14] spotlight,latam
[14] latam,identity

Top Word Pairs in Tweet in G3:
[35] digital,equity
[21] govtechnews,#cdwsocial
[17] hear,#k12
[17] #k12,#it
[17] #it,teams
[17] teams,#digitaldivide
[17] #digitaldivide,impacting
[17] impacting,students
[17] students,funding
[17] funding,combat

Top Word Pairs in Tweet in G4:
[22] destacado,semana
[15] ecosistema,actores
[15] reinventar,sector
[13] libro,destacado
[13] semana,#govtech
[12] riga_latam,libro
[12] #govtech,iberoamã
[12] iberoamã,rica
[12] primera,comunidad
[12] foro,govtech

Top Word Pairs in Tweet in G5:
[16] #iaem,#nema
[14] #nema,#dhs
[14] #disasters,#disasterzone
[12] #gis,#esri
[12] #fema,#iaem
[10] #esri,#arcgis
[9] learn,rubicon
[9] rubicon,rekorsystems
[9] rekorsystems,sharpershape
[9] sharpershape,enable

Top Word Pairs in Tweet in G6:
[30] #marketing,#proptech
[29] step,prepare
[29] #proptech,#govtech
[29] #govtech,#finserv
[28] enricomolinari,#metaverse
[25] #finserv,#fintech
[23] prepare,pwc
[23] pwc,#marketing
[22] #metaverse,six
[22] six,step

Top Word Pairs in Tweet in G7:
[6] #localgovdigital,#govtech
[5] leeds,city
[5] city,council
[5] council,tax
[5] deliver,locally
[5] locally,configured
[5] configured,#publicservices
[5] #publicservices,confirm
[5] confirm,#localism
[5] #localism,agenda

Top Word Pairs in Tweet in G8:
[32] yorkers,deserve
[32] deserve,know
[32] know,political
[32] political,dissent
[32] dissent,policed
[32] policed,city
[32] city,more
[32] more,importantly
[32] importantly,records
[32] records,help

Top Word Pairs in Tweet in G9:
[8] #civictech,#govtech
[6] senior,executives
[6] bobirakova,meganphma
[5] deadlines,force
[5] force,senior
[5] executives,product
[5] product,teams
[5] teams,make
[5] make,uninformed
[5] uninformed,read

Top Word Pairs in Tweet in G10:
[7] harness,power
[7] power,#govtech
[7] #govtech,startups
[7] startups,innovation
[4] government,scale
[4] scale,technology
[4] technology,democratisation
[4] democratisation,govtech
[4] govtech,best
[4] best,govtech

Top Replied-To
Top Replied-To in Entire Graph:
@lumengov
@fabriziomena_
@agendacaf
@east_riding
@liliank28916263
@lulufriesdat
@anurag4d
@voltacharging
@googlefiber
@aws_edu

Top Replied-To in G1:
@paypal
@lulufriesdat
@liliank28916263

Top Replied-To in G3:
@voltacharging
@googlefiber
@usgao
@techgoeshome
@sterlingheights
@rocket_man_doug

Top Replied-To in G4:
@agendacaf
@fabriziomena_
@jorgemoraflores
@sebastian_tic
@enrique_za

Top Replied-To in G6:
@gerald_bader

Top Replied-To in G7:
@billmew

Top Replied-To in G10:
@anurag4d

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@stratorob
@biometricupdate
@govtechnews
@visualcap
@paymentsdive
@raconteur
@bcg
@douglittlejr
@strat_ai

Top Mentioned in G1:
@enricomolinari
@stratorob
@biometricupdate
@visualcap
@paymentsdive
@raconteur
@bcg
@douglittlejr
@strat_ai
@finchcapital

Top Mentioned in G2:
@wahcak
@motoristnews
@imagingorg
@mythics
@smcosta6
@lsdiva69
@gogovapps

Top Mentioned in G3:
@govtechnews
@govtech
@metro21cmu
@tdsskip
@payitgov
@james3neal
@usgao
@nascio
@techgoeshome

Top Mentioned in G4:
@cifuentesaura
@oscitylatam
@trust4americas
@sommetgovtech
@carlos_santiso
@luispapagni
@sebastian_tic
@agendacaf
@jorgemoraflores
@riga_latam

Top Mentioned in G5:
@aws_gov
@rubicon
@rekorsystems
@sharpershape
@spatialace
@erepublic
@awscloud
@civstart
@esri
@esrislgov

Top Mentioned in G6:
@enricomolinari
@pwc
@p
@miad
@hessiejones
@alaricaloor
@drjdrooghaag
@psb_dc
@enilev
@s

Top Mentioned in G7:
@ukauthority
@advicecloud
@jadu
@bhamcitycouncil
@govtechuknews
@markthompson1
@nodexl
@smr_foundation
@ntouk
@iainpattersonuk

Top Mentioned in G8:
@stopspyingny
@foxcahn
@nydailynews
@rparascandola
@govtechnews
@eff

Top Mentioned in G9:
@stargould
@18f
@bobirakova
@meganphma
@renee_m_shelby
@newamericapit
@hanaschank
@joybonaguro
@tjwalha
@usdresponse

Top Mentioned in G10:
@anurag4d
@msh_meity
@rajeev_goi
@easygov
@jeetkvijay
@amitegov
@ashwinivaishnaw
@pmoindia
@snjyjn
@muditmathur79

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@detikcom
@chidambara09
@robinsnewswire
@gambiste1
@xaelbot
@codedailybot
@cybersecurityn8
@atsocialmediauk
@sudeepkhatri

Top Tweeters in G1:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@sudeepkhatri
@fabriciosx
@rvp
@dataaugmented
@rahul05ranjan

Top Tweeters in G2:
@robinsnewswire
@atsocialmediauk
@prtimes_news
@netsecu
@pavelnosok
@bsindia
@rdelinfo
@socialnewsxyz
@prtimes_stup
@pvynckier

Top Tweeters in G3:
@all435reps
@tassajarard
@boovay7
@smartecocity
@gate_15_analyst
@linuxmil
@turgut_guliyev
@thesiliconhill
@newblackman
@google

Top Tweeters in G4:
@alcaldiademed
@dominiccampbell
@mmarymckenna
@un
@nayibbukele
@maggiecaroline1
@gobdigitalco
@rcolvile
@comunidadmadrid
@nachoalamillo

Top Tweeters in G5:
@pickooo
@ians_india
@enricofrasca3
@headpointer
@lovelydaytech
@smm_news_feed
@fcovillalba
@the_newsmen
@jeff_a_friedman
@awscloud

Top Tweeters in G6:
@nicochan33
@drjdrooghaag
@markderiz
@fabriziobustama
@psb_dc
@pierrecappelli
@mvollmer1
@avrohomg
@kalydeoo
@ym78200

Top Tweeters in G7:
@scieducation1
@dez_blanchfield
@billmew
@theregister
@salesforce
@bhamcitycouncil
@thepublicpurse
@leedscc_news
@publictech
@dt

Top Tweeters in G8:
@doctorow
@nydailynews
@cynthiamn5
@12milegeo
@rauliki
@nick_hentoff
@sundaydriver79
@nabeelprime
@aviendha69
@coalhoof

Top Tweeters in G9:
@leckerc
@craselrau
@usgsa
@mozilla
@engnroom
@pilpg
@datasociety
@digital_gov
@stargould
@casteranicolasc

Top Tweeters in G10:
@economictimes
@ucloudify
@r_shankar_gowda
@rajeev_goi
@therohitbansal
@piyushgoyal
@pmoindia
@goi_meity
@arpiit
@samirsaran


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