govtech, Twitter, 5/2/2022 10:44:26 AM, 275717


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govtech_2022-05-01_17-30-00.xlsx
govtech_2022-05-01_17-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 02, 2022
Short Description:
govtech via NodeXL https://bit.ly/3kuv9vl
@govtechnews
@enricomolinari
@qodenext
@akwyz
@education_24x7
@codewithtwitchi
@stratorob
@govlinkperu
@lilithwittmann
@publictechlab

Top hashtags:
#fintech
#govtech
#insurtech
#finserv
#marketing
#web3
#payments

Description:
Description
The graph represents a network of 2,746 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, 02 May 2022 at 00:38 UTC.

The requested start date was Monday, 02 May 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, 54-minute period from Monday, 18 April 2022 at 00:10 UTC to Sunday, 01 May 2022 at 03:05 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 : 2746
Unique Edges : 2283
Edges With Duplicates : 7083
Total Edges : 9366
Number of Edge Types : 5
Retweet : 2694
MentionsInRetweet : 3882
Tweet : 1436
Mentions : 1268
Replies to : 86
Self-Loops : 1483
Reciprocated Vertex Pair Ratio : 0.0327186198691255
Reciprocated Edge Ratio : 0.0633640552995392
Connected Components : 634
Single-Vertex Connected Components : 423
Maximum Vertices in a Connected Component : 1536
Maximum Edges in a Connected Component : 7485
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.647633
Graph Density : 0.000460613682826619
Modularity : 0.368626
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,746 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, 02 May 2022 at 00:38 UTC.

The requested start date was Monday, 02 May 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, 54-minute period from Monday, 18 April 2022 at 00:10 UTC to Sunday, 01 May 2022 at 03:05 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://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[62] https://www.eventbrite.es/e/latam-govtech-2022-tickets-317352027457
[47] https://fcw.com/security/2022/04/state-department-announces-first-bureau-cyberspace-and-digital-policy/363998/
[43] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[33] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[30] https://www.insurancebusinessmag.com/us/news/ma/what-hasnt-missed-a-beat-among-insurance-distributors-402928.aspx#.Yl7k7X6bNDk.twitter
[25] https://www.mckinsey.com/business-functions/operations/our-insights/the-mainstreaming-of-additive-manufacturing#download/%2F~%2Fmedia%2Fmckinsey%2Fbusiness%20functions%2Foperations%2Four%20insights%2Fthe%20mainstreaming%20of%20additive%20manufacturing%2Fthe-mainstreaming-of-additive-manufacturing-vf.pdf%3FshouldIndex%3Dfalse
[25] https://www.govtech.com/products/what-is-the-metaverse?utm_source=dlvr.it&utm_medium=twitter
[24] https://www.pymnts.com/connectedeconomy/2022/dismal-stock-performance-misses-mark-on-connected-economys-potential/
[23] https://www.insurancebusinessmag.com/us/news/breaking-news/a-unique-intersection-of-talent-and-experience--what-it-takes-to-thrive-in-insurance-402922.aspx#.Yl7loCAWuEI.twitter

Top URLs in Tweet in G1:
[43] https://fcw.com/security/2022/04/state-department-announces-first-bureau-cyberspace-and-digital-policy/363998/
[24] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[9] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[6] https://www.cyberagent.co.jp/news/detail/id=27542
[5] https://twinybots.ch/
[5] https://www.govtech.com/products/what-is-the-metaverse?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.govtech.com/civic/jefferson-county-colo-opens-first-ghost-library
[4] https://www.govtech.com/public-safety/tesla-faces-multiple-claims-of-racist-behavior-in-plants
[4] https://www.govtech.com/computing/how-to-talk-about-digital-transformation-in-government?ref=quuu
[4] https://note.com/crowdventure/n/na8c6c4b9b08e

Top URLs in Tweet in G2:
[42] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[29] https://www.insurancebusinessmag.com/us/news/ma/what-hasnt-missed-a-beat-among-insurance-distributors-402928.aspx#.Yl7k7X6bNDk.twitter
[25] https://www.mckinsey.com/business-functions/operations/our-insights/the-mainstreaming-of-additive-manufacturing#download/%2F~%2Fmedia%2Fmckinsey%2Fbusiness%20functions%2Foperations%2Four%20insights%2Fthe%20mainstreaming%20of%20additive%20manufacturing%2Fthe-mainstreaming-of-additive-manufacturing-vf.pdf%3FshouldIndex%3Dfalse
[24] https://www.pymnts.com/connectedeconomy/2022/dismal-stock-performance-misses-mark-on-connected-economys-potential/
[23] https://www.biometricupdate.com/202204/gsa-finds-bias-in-facial-recognition-errors-plans-tests-but-no-deployment
[23] https://www.insurancebusinessmag.com/us/news/breaking-news/a-unique-intersection-of-talent-and-experience--what-it-takes-to-thrive-in-insurance-402922.aspx#.Yl7loCAWuEI.twitter
[22] https://www.insurancebusinessmag.com/us/business-news/natolinked-center-to-hold-live-cyber-drills-402907.aspx#.Yl7mdFo9Zdg.twitter
[21] https://www.insurancebusinessmag.com/us/news/breaking-news/over-906-million-in-auto-insurance-refunds-returned-to-michigan-drivers-402737.aspx?utm_source=GA&e=ZW5yaWNvQGVucmljb21vbGluYXJpLmNvbQ&utm_medium=20220418&utm_campaign=IBAW-Newsletter-20220418&utm_content=8C212B6E-419C-46B8-978E-42168E9B1154&tu=8C212B6E-419C-46B8-978E-42168E9B1154
[20] https://www.biometricupdate.com/202204/implanted-digital-id-will-push-digital-payment-revenue-higher
[19] https://www.biometricupdate.com/202204/new-guidance-on-live-facial-recognition-use-by-british-police-sparks-debate

Top URLs in Tweet in G3:
[21] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[12] https://www.govtech.com/security/does-your-city-need-a-local-privacy-commission-probably
[11] https://www.govtech.com/products/what-is-the-metaverse?utm_source=dlvr.it&utm_medium=twitter
[10] https://www.govtech.com/civic/whats-new-in-digital-equity-millions-continue-flowing-for-broadband
[9] https://www.govtech.com/fs/states-diverge-on-av-regulation-how-much-is-too-much
[8] https://www.govtech.com/products/what-is-the-metaverse
[8] https://www.govtech.com/network/tennessee-reveals-statewide-broadband-map-for-public-review
[7] https://www.govtech.com/network/will-partnerships-bring-digital-equity-to-rural-america
[7] https://www.govtech.com/fs/interactive-map-shows-every-ev-charging-station-in-u-s
[7] https://www.govtech.com/products/who-serves-on-the-new-national-ai-advisory-committee

Top URLs in Tweet in G4:
[46] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[3] https://de.public.io/skalierung
[2] https://eicker.news/
[1] https://app.beapplied.com/apply/rridixksza
[1] https://app.beapplied.com/apply/xihnyfff3v
[1] https://app.beapplied.com/apply/oimdzyijl7
[1] https://twitter.com/PUBLIC_Germany/status/1515978827503185921
[1] https://twitter.com/philippbohn/status/1516641582082105347?s=21
[1] https://www.public.io/work-with-us
[1] https://www.smartcountry.berlin/de/besuchen/tickets/?utm_source=LinkedIn&utm_medium=Social&utm_campaign=Post&utm_content=Ticketshop_opening

Top URLs in Tweet in G5:
[6] https://gov.br/
[2] https://www.globalgovernmentforum.com/help-others-as-you-climb-the-ladder-as-your-path-will-surely-cross-again-five-minutes-with-the-development-bank-of-latin-americas-carlos-santiso/
[2] https://bernardmarr.com/the-10-biggest-technology-trends-that-will-transform-the-next-decade/
[2] https://tic.bogota.gov.co/noticias/ibo-y-aliados-realizar%C3%A1n-taller-govtech-sector-p%C3%BAblico-distrital
[1] https://www.caf.com/es/actualidad/noticias/2022/04/caf-lanza-diplomado-dirigido-a-lideres-y-lideresas-de-america-latina-y-el-caribe/?source=twitter
[1] https://www.elespectador.com/opinion/columnistas/columnista-invitado-ee/la-clave-esta-en-las-regiones/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfjGjTdBYbMJ9Tx35DKiv5yZH2RUWlQ00EeCXQRK0yTZVm5wQ/viewform
[1] https://twitter.com/gcacosta/status/1518747182869872640
[1] https://www.onyxgs.com/software-development
[1] https://statescoop.com/virginia-bob-osmond-cio-youngkin/

Top URLs in Tweet in G6:
[61] https://www.eventbrite.es/e/latam-govtech-2022-tickets-317352027457
[1] https://tataed.typeform.com/GovTechArequipa
[1] http://latamgovtech.eventbrite.es
[1] https://latamgovtech.eventbrite.es
[1] https://www.facebook.com/govlink.pe/videos/1343143929496562/
[1] https://twitter.com/GovLinkPeru/status/1517136021628112896
[1] https://twitter.com/GovLinkPeru/status/1517282059911372817
[1] https://www.facebook.com/watch/?v=1343143929496562&extid=CL-UNK-UNK-UNK-AN_GK0T-GK1C&ref=sharing
[1] https://govlink.pe/
[1] https://www.facebook.com/303789458595838/videos/1343143929496562

Top URLs in Tweet in G7:
[3] https://www.govtech.com/education/higher-ed/rutgers-offers-micro-courses-to-upskill-tech-professionals
[3] https://govtech.com/education/k-12/stem-fuse-offers-free-curriculum-to-high-school-teachers?fbclid=IwAR1oL9mmtDAeCvUbEhvyoJsuvMe498tNbOukw7MS3D_sTRZCLepZkpMq4Tg
[2] https://www.govtech.com/education/k-12/indiana-state-robotics-competition-builds-passion-for-stem
[2] https://www.govtech.com/education/k-12/asus-infiniscope-2-0-helps-teachers-customize-lessons
[2] https://www.govtech.com/education/higher-ed/unc-greensboro-program-gives-students-free-internet-at-home
[2] https://www.govtech.com/education/higher-ed/university-of-phoenix-launches-masters-degree-in-data-science
[2] https://www.govtech.com/education/higher-ed/university-of-michigan-coursera-teach-in-extended-reality
[2] https://www.govtech.com/education/higher-ed/universities-adopt-igrad-for-student-financial-planning
[2] https://www.govtech.com/education/k-12/dept-of-education-to-create-online-dashboard-of-equity-data
[2] https://www.govtech.com/education/higher-ed/arkansas-uses-ar-vr-technology-for-career-exploration

Top URLs in Tweet in G8:
[15] https://webinars.govtech.com/Fighting-Fraud-in-Government-Services-with-Digital-Identity-141012.html?appCore=https://cms.erepublic.com/common/forms/ajax_form/141012
[5] https://www.zdnet.com/article/top-10-security-stories-of-2000/
[1] https://twitter.com/douglittlejr/status/1165276506060480512
[1] https://twitter.com/douglittlejr/status/1519503197366374400
[1] https://www.insurancebusinessmag.com/us/news/breaking-news/honeycomb-expands-to-wisconsin-402748.aspx?utm_source=GA&e=ZW5yaWNvQGVucmljb21vbGluYXJpLmNvbQ&utm_medium=20220418&utm_campaign=IBAW-Newsletter-20220418&utm_content=8C212B6E-419C-46B8-978E-42168E9B1154&tu=8C212B6E-419C-46B8-978E-42168E9B1154
[1] https://ideas.ted.com/many-of-us-thought-wed-be-riding-in-ai-driven-cars-by-now-what-happened/
[1] https://garnet8.co.uk/blogs/Public-Sector-Data-Strategy?d=t&i=d4aad165-3c82-4965-979f-15f70a1c6bab
[1] https://garnet8.co.uk/blogs/Public-Sector-Data-Strategy?d=t&i=2ef97a84-a852-4e88-a06a-708e5752ab14
[1] https://collaborationclouds.garnet8.co.uk/insight/integrated-data-access-management-software?d=t&i=52201dbd-97be-404c-91cf-c94867efa51b
[1] https://garnet8.co.uk/blogs/Public-Sector-Data-Strategy?d=t&i=4baa0577-98de-4fa4-b88a-014fee316521

Top URLs in Tweet in G9:
[2] https://www.govtech.com/em/safety/mesa-seeks-to-expand-911-mental-health-dispatching
[1] https://www.govtech.com/security/states-counties-switch-up-cyber-defenses-as-threats-build
[1] https://www.govtech.com/em/preparedness/cities-push-to-fight-sea-level-rise-in-san-diego-county

Top URLs in Tweet in G10:
[6] https://www.govtech.com/policy/conn-senate-passes-sweeping-data-privacy-legislation
[4] https://www.govtech.com/computing/how-to-talk-about-digital-transformation-in-government?ref=quuu
[3] https://www.govtech.com/public-safety/ice-gets-sued-for-privacy-concerns-over-immigrant-tracking
[2] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/099400004112257749/p1754970d6c6420f00ab5905f7004ba9c2f
[2] https://thedocs.worldbank.org/en/doc/c7837e4efad1f6d6a1d97d20f2e1fb15-0350062022/service-upgrade-the-govtech-approach-to-citizen-centered-services
[2] https://www.worldbank.org/en/events/2022/04/14/govtech-case-studies-mobile-solutions-for-citizen-centric-services-and-efficient-government-systems-in-nigeria-and-brazi#1
[2] https://www.worldbank.org/en/news/infographic/2022/03/15/govtech-case-studies-solutions-that-work?qterm_test=GovTech+Case+Studies%3A+Solutions+that+Work#
[1] https://thedocs.worldbank.org/en/doc/65175e7d6401c2f8f8b3e582dea933fe-0350062022/lesotho-the-national-identification-system
[1] https://openknowledge.worldbank.org/handle/10986/35317
[1] https://thedocs.worldbank.org/en/doc/8040a5f725a0c122642bf29d3db8097c-0350062022/brazil-the-sol-ution-for-smart-community-procurement

Top Domains
Top Domains in Tweet in Entire Graph:
[908] govtech.com
[391] biometricupdate.com
[362] insurancebusinessmag.com
[116] pymnts.com
[85] vision33.com
[76] heise.de
[74] voicestorm.com
[74] twitter.com
[72] dy.si
[64] eventbrite.es

Top Domains in Tweet in G1:
[228] govtech.com
[43] fcw.com
[42] dy.si
[26] heise.de
[15] twitter.com
[14] vision33.com
[13] infl.tv
[8] einnews.com
[8] co.jp
[6] splashthat.com

Top Domains in Tweet in G2:
[384] biometricupdate.com
[352] insurancebusinessmag.com
[116] pymnts.com
[71] vision33.com
[49] mckinsey.com
[48] paymentsdive.com
[34] forbes.com
[26] govtech.com
[25] accenture.com
[24] spotify.com

Top Domains in Tweet in G3:
[392] govtech.com
[62] voicestorm.com
[14] dy.si
[8] computronix.com
[6] insurancebusinessmag.com
[5] sciencedirect.com
[5] splashthat.com
[4] twitter.com
[4] smh.re
[3] einnews.com

Top Domains in Tweet in G4:
[48] heise.de
[4] twitter.com
[4] public.io
[3] beapplied.com
[2] eicker.news
[1] smartcountry.berlin
[1] cosinex.de
[1] youtube.com
[1] sciencedirect.com
[1] apolitical.co

Top Domains in Tweet in G5:
[12] twitter.com
[6] gov.br
[3] onyxgs.com
[2] globalgovernmentforum.com
[2] bernardmarr.com
[2] meritalk.com
[2] gov.co
[2] govtech.com
[1] caf.com
[1] elespectador.com

Top Domains in Tweet in G6:
[63] eventbrite.es
[3] facebook.com
[2] twitter.com
[1] typeform.com
[1] govlink.pe
[1] beincrypto.com

Top Domains in Tweet in G7:
[55] govtech.com
[2] twitter.com
[2] nodexlgraphgallery.org

Top Domains in Tweet in G8:
[15] govtech.com
[7] co.uk
[5] zdnet.com
[2] twitter.com
[1] insurancebusinessmag.com
[1] ted.com

Top Domains in Tweet in G9:
[4] govtech.com

Top Domains in Tweet in G10:
[14] worldbank.org
[14] govtech.com
[1] zoom.us
[1] diginomica.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1300] fintech
[1026] govtech
[939] insurtech
[764] finserv
[582] marketing
[377] web3
[355] payments
[264] cybersecurity
[253] ai
[209] metaverse



Top Hashtags in Tweet in G1:
[138] govtech
[50] cybersecurity
[31] govtechlive
[22] technology
[19] government
[16] digitaltransformation
[14] highered
[13] workforcedevelopment
[13] canvasfam
[12] cloud

Top Hashtags in Tweet in G2:
[1225] fintech
[911] insurtech
[739] finserv
[562] marketing
[360] web3
[345] payments
[279] govtech
[215] ai
[187] metaverse
[178] iot

Top Hashtags in Tweet in G3:
[64] cdwsocial
[64] govtech
[22] cybersecurity
[15] digitallearning
[15] seniors
[14] broadband
[14] stateandlocal
[12] vr
[12] localgov
[11] it

Top Hashtags in Tweet in G4:
[31] govtech
[27] kommentar
[6] digitalisierung
[4] govstart
[4] verwaltung
[3] berlin
[3] sccon22
[3] startups
[3] govtechcampus
[2] a11y

Top Hashtags in Tweet in G5:
[66] govtech
[15] govcon
[12] fedit
[5] marchadosprefeitos
[5] data
[5] dataanalytics
[4] democracy
[4] cloud
[4] infosec
[3] cybersecuritynews

Top Hashtags in Tweet in G6:
[25] latamgovtech2022
[22] flacma
[16] movilidad
[14] peru
[13] blockchain
[13] economíainterconectada
[12] govtech
[10] fintech
[8] latamgovtech
[8] movilidadsostenible

Top Hashtags in Tweet in G7:
[7] oss
[7] highered
[7] opensource
[4] govtech
[3] edtech
[3] omgrobots
[2] highereducation
[2] inclusiveeducation
[2] stemedu
[2] computerscience

Top Hashtags in Tweet in G8:
[44] cybersecurity
[34] govtech
[34] infosec
[31] fintech
[28] gdpr
[27] legaltech
[27] healthtech
[17] bugbounty
[16] ciso
[15] cloud

Top Hashtags in Tweet in G10:
[27] govtech
[13] digital
[11] data
[10] tech
[10] privacy
[5] ai
[5] nigeria
[3] lesotho
[3] nid
[3] accessibility

Top Words
Top Words in Tweet in Entire Graph:
[1419] enricomolinari
[1305] #fintech
[1026] #govtech
[931] #insurtech
[769] #finserv
[622] digital
[587] #marketing
[423] govtech
[382] #web3
[355] #payments

Top Words in Tweet in G1:
[154] digital
[138] #govtech
[103] government
[96] govtech
[89] policy
[69] security
[62] zscaler
[58] first
[55] technology
[54] more

Top Words in Tweet in G2:
[1385] enricomolinari
[1230] #fintech
[903] #insurtech
[744] #finserv
[567] #marketing
[365] #web3
[345] #payments
[279] #govtech
[220] #ai
[187] #metaverse

Top Words in Tweet in G3:
[204] govtechnews
[91] digital
[64] #cdwsocial
[64] #govtech
[63] more
[63] state
[61] government
[52] broadband
[49] city
[47] data

Top Words in Tweet in G4:
[150] fatales
[150] signal
[137] lilithwittmann
[119] govtechcampusde
[115] heise
[111] dazu
[111] warum
[109] habe
[109] nochmal
[109] bisschenwas

Top Words in Tweet in G5:
[66] #govtech
[34] fondo
[29] ciudad
[26] em
[25] córdoba
[25] inteligente
[25] digital
[21] govtech
[19] pública
[19] martinllaryora

Top Words in Tweet in G6:
[124] ciudades
[121] encuentro
[111] movilidad
[98] digital
[93] economía
[85] 28
[80] abril
[73] internacional
[67] flacma_
[62] govlinkperu

Top Words in Tweet in G7:
[24] technology
[17] students
[12] platform
[12] stem
[12] create
[11] training
[11] data
[10] state
[10] more
[9] federal

Top Words in Tweet in G8:
[44] #cybersecurity
[34] #govtech
[34] #infosec
[31] #fintech
[28] #gdpr
[28] douglittlejr
[28] digital
[27] #legaltech
[27] #healthtech
[24] learn

Top Words in Tweet in G9:
[3] apcointl
[2] usmayors
[2] mesa
[2] ariz
[2] seeks
[2] expand
[2] 911
[2] mental
[2] health
[2] dispatching

Top Words in Tweet in G10:
[27] #govtech
[21] wbg_gov
[18] government
[16] publication
[14] key
[13] service
[13] #digital
[11] #data
[11] privacy
[11] read

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[851] #fintech,#insurtech
[679] #insurtech,#finserv
[497] #finserv,#marketing
[244] #marketing,#web3
[166] fatales,signal
[143] #web3,#neobanks
[141] #marketing,#payments
[132] #neobanks,#payments
[127] #payments,#100daysofcode
[109] habe,nochmal

Top Word Pairs in Tweet in G1:
[46] government,technology
[43] announced,formation
[43] formation,first
[43] first,bureau
[43] bureau,cyberspace
[43] cyberspace,digital
[43] digital,policy
[43] policy,office
[43] office,dedicated
[43] dedicated,national

Top Word Pairs in Tweet in G2:
[825] #fintech,#insurtech
[656] #insurtech,#finserv
[479] #finserv,#marketing
[231] #marketing,#web3
[141] #marketing,#payments
[136] #web3,#neobanks
[126] #neobanks,#payments
[124] #payments,#100daysofcode
[92] #ai,#govtech
[78] #marketing,#fintech

Top Word Pairs in Tweet in G3:
[49] govtechnews,#cdwsocial
[25] digital,equity
[18] digital,world
[16] gain,skills
[16] skills,both
[16] both,digital
[16] past,year
[16] state,local
[15] here's,prime
[15] prime,example

Top Word Pairs in Tweet in G4:
[150] fatales,signal
[109] habe,nochmal
[109] nochmal,heise
[109] heise,bisschenwas
[109] bisschenwas,dazu
[109] dazu,geschrieben
[109] geschrieben,warum
[109] warum,govtechcampusde
[109] govtechcampusde,fatales
[108] lilithwittmann,habe

Top Word Pairs in Tweet in G5:
[25] fondo,córdoba
[25] córdoba,ciudad
[25] ciudad,inteligente
[18] consejo,consultivo
[17] tuve,gusto
[17] gusto,presidir
[17] presidir,primera
[17] primera,reunión
[17] reunión,consejo
[17] consultivo,fondo

Top Word Pairs in Tweet in G6:
[97] ciudades,movilidad
[92] movilidad,economía
[90] economía,digital
[73] encuentro,internacional
[73] internacional,ciudades
[53] lt,encuentro
[51] 29,abril
[48] encuentro,ciudades
[42] digital,gt
[36] 28,29

Top Word Pairs in Tweet in G7:
[9] platform,allows
[9] allows,educators
[9] educators,create
[8] designed,foundation
[8] create,lessons
[7] #oss,#highered
[7] #highered,designed
[7] foundation,#opensource
[7] #opensource,technology
[7] technology,asu

Top Word Pairs in Tweet in G8:
[18] distributed,digital
[15] digital,identity
[15] register,learn
[15] learn,approach
[15] approach,mfa
[15] mfa,eliminates
[15] eliminates,one
[15] one,time
[15] time,codes
[15] codes,overcome

Top Word Pairs in Tweet in G9:
[2] mesa,ariz
[2] ariz,seeks
[2] seeks,expand
[2] expand,911
[2] 911,mental
[2] mental,health
[2] health,dispatching
[2] dispatching,911aburns
[2] 911aburns,apcointl
[2] apcointl,nct9_1_1

Top Word Pairs in Tweet in G10:
[10] wbg_gov,publication
[10] #tech,#digital
[10] #digital,#data
[10] #data,#privacy
[8] tech,savvy
[8] savvy,report
[8] report,focuses
[8] three,key
[8] key,analog
[8] analog,complements

Top Replied-To
Top Replied-To in Entire Graph:
@lilithwittmann
@enricomolinari
@coleens_is
@govtechcampusde
@cityofhighpoint
@aluenterprise
@leadingcities
@usabornmale
@triplejrf
@usouthflorida

Top Replied-To in G2:
@enricomolinari
@elonmusk
@skayeth

Top Replied-To in G4:
@lilithwittmann
@govtechcampusde
@johannesweiss
@_cgraf_

Top Replied-To in G5:
@_nommon
@guidominguez
@cisagov

Top Replied-To in G7:
@uopx
@usouthflorida
@rutgersu

Top Replied-To in G8:
@coleens_is
@craigrozniecki
@tvnewshq

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@govtechnews
@lilithwittmann
@govtechcampusde
@stratorob
@flacma_
@biometricupdate
@govlinkperu
@mckinsey
@douglittlejr

Top Mentioned in G1:
@prensainnova
@govlaunch

Top Mentioned in G2:
@enricomolinari
@stratorob
@biometricupdate
@mckinsey
@paymentsdive
@pymnts
@iambriangraham
@mvollmer1
@gbgplc
@douglittlejr

Top Mentioned in G3:
@govtechnews
@tdsskip
@julia_edinger
@oraclecloud
@umich
@govtechnoelle
@jpattisongordon
@enricomolinari
@prepared_hq
@hypervisible

Top Mentioned in G4:
@lilithwittmann
@govtechcampusde
@ixmagazin
@atos_de
@public_germany
@kryptomania84
@bkastl
@youragilizer
@cio_bund
@hbraun

Top Mentioned in G5:
@martinllaryora
@municba
@agendacaf
@onyxgovernment
@lemos_ronaldo
@publictechlab
@gcacosta
@consejeriatic
@fernando_mit
@portalcnm

Top Mentioned in G6:
@flacma_
@govlinkperu
@u_geobe
@josepimpo
@achmchile
@fenamm
@abpe_asociacion
@smartcitytng
@pizu
@indirakempis

Top Mentioned in G7:
@asu
@centerdigitaled
@firstinrobotics
@apereo
@uncg
@rutgersu
@carnegiemellon
@govtechnews
@rosehulman
@firstweets

Top Mentioned in G8:
@douglittlejr
@1kosmosblockid
@enricomolinari
@msnbc
@albericolep
@shahrukhiqbal24
@_happycactus_
@nkantawizdom
@cybercharlton
@gerhardknecht

Top Mentioned in G9:
@usmayors
@911aburns
@apcointl
@nct9_1_1
@narcregions
@natlgovsassoc
@csgovts
@nacotweets
@csac_counties
@icma

Top Mentioned in G10:
@wbg_gov
@kuriharan
@mggpudechile
@inapuchile
@redmatriz
@billmew
@cne_chile
@vcs_lynda
@stephan_meyer
@diginomica

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@yoshiki7111
@chidambara09
@robinsnewswire
@xaelbot
@codedailybot
@crweworld
@cybersecurityn8
@elespectador
@jfsebastian146

Top Tweeters in G1:
@yoshiki7111
@robinsnewswire
@crweworld
@iptops_com_news
@jimmyroybloom
@netsecu
@smujal
@suriyasubraman
@eagerbeavertech
@realnerdjunkie

Top Tweeters in G2:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@cybersecurityn8
@jfsebastian146
@pollsstar
@jilliemary
@codernotesbot
@fabriciosx

Top Tweeters in G3:
@thehill
@rrnunez
@botfemale
@prison_health
@vrretweeter
@mrc_slc
@smartecocity
@fedelowe
@lukeisaacson2
@jayeshmthakur

Top Tweeters in G4:
@schmidtlepp
@akwyz
@korallenherz
@cyrus_mcdugan
@liese_mueller
@martingaedt
@die_primel
@andreas__nagel
@leyrer
@echeloni2p

Top Tweeters in G5:
@elespectador
@folha
@katycornejo
@yahoo
@tvbrasilgov
@statedept
@comunidadmadrid
@santiagopinzong
@govbr
@navarrojar

Top Tweeters in G6:
@isopixel
@cynsol
@indirakempis
@congresoperu
@pizu
@fedemunicipios
@ricardoruka
@uclg_org
@achmchile
@monicataher

Top Tweeters in G7:
@opensource_orgs
@drcaberry
@scibot6
@cmdatascoop
@asu
@drchuck
@drcarlottaberry
@rutgersu
@umassamherst
@uopx

Top Tweeters in G8:
@rvp
@foxnews
@cnn
@msnbc
@gdpr25thmay18
@google
@nbcsports
@beefyspace
@craigrozniecki
@bizsales247

Top Tweeters in G9:
@globalcmrpt
@nationalcouncil
@icma
@csac_counties
@nacotweets
@mentalhealtham
@natlgovsassoc
@apapsychiatric
@preventionweb
@apa

Top Tweeters in G10:
@kuriharan
@ebay1975
@digitaltransf11
@billmew
@yixuantu1
@lpcprof
@anncavoukian
@unjobs_events
@gustavovaldivie
@redmatriz


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