govtech, Twitter, 4/25/2022 1:02:04 AM, 275469


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govtech_2022-04-24_17-30-00.xlsx
govtech_2022-04-24_17-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 25, 2022
Short Description:
govtech via NodeXL https://bit.ly/3xQNACj
@govtechnews
@enricomolinari
@akwyz
@stratorob
@lilithwittmann
@qodenext
@education_24x7
@betamoroney
@govtechcampusde
@stem_ai

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

Description:
Description
The graph represents a network of 2,512 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, 25 April 2022 at 00:40 UTC.

The requested start date was Monday, 25 April 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, 1-hour, 17-minute period from Monday, 11 April 2022 at 01:05 UTC to Sunday, 24 April 2022 at 02:22 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 : 2512
Unique Edges : 2066
Edges With Duplicates : 7608
Total Edges : 9674
Number of Edge Types : 5
Retweet : 3047
MentionsInRetweet : 4107
Tweet : 1390
Mentions : 1057
Replies to : 73
Self-Loops : 1441
Reciprocated Vertex Pair Ratio : 0.0341962288271013
Reciprocated Edge Ratio : 0.0661310259579728
Connected Components : 580
Single-Vertex Connected Components : 393
Maximum Vertices in a Connected Component : 1324
Maximum Edges in a Connected Component : 7696
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.092987
Graph Density : 0.000513029295304482
Modularity : 0.330963
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,512 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, 25 April 2022 at 00:40 UTC.

The requested start date was Monday, 25 April 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, 1-hour, 17-minute period from Monday, 11 April 2022 at 01:05 UTC to Sunday, 24 April 2022 at 02:22 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:
[71] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[49] https://www.biometricupdate.com/202204/fujitsu-declares-success-in-trial-of-self-sovereign-id-for-students-with-university
[47] https://fcw.com/security/2022/04/state-department-announces-first-bureau-cyberspace-and-digital-policy/363998/
[42] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[41] https://www.biometricupdate.com/202204/implanted-digital-id-will-push-digital-payment-revenue-higher
[31] https://www.biometricupdate.com/202204/ukraine-and-estonia-show-government-digital-id-leadership
[31] https://www.biometricupdate.com/202204/gsa-finds-bias-in-facial-recognition-errors-plans-tests-but-no-deployment
[29] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[29] https://www.govtech.com/network/digital-inclusion-training-programs-increasing-nationwide
[29] https://www.biometricupdate.com/202204/know-your-algorithm-future-identity-report-highlights-importance-of-biometrics-fundamentals

Top URLs in Tweet in G1:
[43] https://fcw.com/security/2022/04/state-department-announces-first-bureau-cyberspace-and-digital-policy/363998/
[23] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[13] https://www.tahawultech.com/govtech/2022/nominate/?uid=515272315
[13] https://www.tahawultech.com/govtech/2022/
[9] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[6] https://www.govtech.com/network/digital-inclusion-training-programs-increasing-nationwide
[5] https://www.govtech.com/network/will-federal-broadband-funds-just-go-to-big-companies-again
[5] https://www.cyberagent.co.jp/news/detail/id=27542
[5] https://note.com/crowdventure/n/na8c6c4b9b08e
[4] https://www.govtech.com/computing/how-to-talk-about-digital-transformation-in-government?ref=quuu

Top URLs in Tweet in G2:
[23] https://www.govtech.com/network/digital-inclusion-training-programs-increasing-nationwide
[18] https://www.govtech.com/security/most-governments-were-hacked-in-the-past-year-reports-reveal
[9] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/whats-the-best-movie-about-hackers-book-review
[8] https://www.govtech.com/network/will-federal-broadband-funds-just-go-to-big-companies-again
[8] https://www.govtech.com/products/who-serves-on-the-new-national-ai-advisory-committee
[8] https://www.govtech.com/fs/states-diverge-on-av-regulation-how-much-is-too-much
[7] https://www.govtech.com/network/tennessee-reveals-statewide-broadband-map-for-public-review
[7] https://www.govtech.com/workforce/nascio-releases-first-study-on-diversity-in-state-it
[6] https://www.govtech.com/security/we-know-the-threats-so-why-arent-we-getting-better-at-cyber
[6] https://www.govtech.com/top-25

Top URLs in Tweet in G3:
[47] https://www.biometricupdate.com/202204/fujitsu-declares-success-in-trial-of-self-sovereign-id-for-students-with-university
[42] https://www.insurancebusinessmag.com/au/news/natural-catastrophe/rebuilding-floodimpacted-nsw--new-organization-announced-402831.aspx#.Yl7nJXDxcwg.twitter
[40] https://www.biometricupdate.com/202204/implanted-digital-id-will-push-digital-payment-revenue-higher
[31] https://www.biometricupdate.com/202204/gsa-finds-bias-in-facial-recognition-errors-plans-tests-but-no-deployment
[30] https://www.biometricupdate.com/202204/ukraine-and-estonia-show-government-digital-id-leadership
[28] https://www.insurancebusinessmag.com/us/news/ma/what-hasnt-missed-a-beat-among-insurance-distributors-402928.aspx#.Yl7k7X6bNDk.twitter
[27] https://www.biometricupdate.com/202204/know-your-algorithm-future-identity-report-highlights-importance-of-biometrics-fundamentals
[27] https://www.biometricupdate.com/202204/new-guidance-on-live-facial-recognition-use-by-british-police-sparks-debate
[26] https://www.biometricupdate.com/202204/australia-considers-following-african-countries-in-biometric-sim-registration-to-curb-crime
[26] https://www.biometricupdate.com/202204/imprivata-acquires-securelink-with-pe-investment-to-address-enterprise-digital-identity-gaps

Top URLs in Tweet in G4:
[45] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html
[1] https://twitter.com/aixzellent/status/1516406231296090116
[1] https://twitter.com/iXmagazin/status/1516367528381259776
[1] https://twitter.com/philippbohn/status/1516641582082105347?s=21
[1] https://www.govtech.com/computing/supply-chain-in-crisis-how-can-it-shops-weather-the-storm
[1] https://www.sciencedirect.com/science/article/pii/S0740624X22000259
[1] https://apolitical.co/solution-articles/en/one-year-retrospective-with-govtech
[1] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html?wt_mc=rss.red.ho.ho.atom.beitrag.beitrag
[1] https://www.heise.de/meinung/Kommentar-GovTech-Campus-ist-fatales-Signal-fuer-Digitalisierung-der-Verwaltung-6740007.html?wt_mc=rss.red.ho.ho.rdf.beitrag.beitrag

Top URLs in Tweet in G5:
[10] https://www.eventbrite.es/e/latam-govtech-2022-tickets-317352027457
[2] https://tic.bogota.gov.co/noticias/ibo-y-aliados-realizar%C3%A1n-taller-govtech-sector-p%C3%BAblico-distrital
[1] https://latamgovtech.eventbrite.es
[1] https://tataed.typeform.com/GovTechArequipa
[1] https://twitter.com/GovLinkPeru/status/1517136021628112896
[1] https://twitter.com/GovLinkPeru/status/1517282059911372817
[1] https://www.govtechlab.es/es/custom/programas/view/9
[1] https://www.ecopass.cl/events/govtech-providencia---ibm/2044
[1] https://www.linkedin.com/feed/update/urn:li:share:6922695042352521216
[1] https://events.govtech.com/Los-Angeles-IT-Leadership-Forum.html

Top URLs in Tweet in G6:
[7] https://usbr.maps.arcgis.com/apps/dashboards/81aaec3e74024ce6b9a5e50caa20984e
[4] https://www.civstart.org/accelerator
[3] https://www.civstart.org/startup
[3] https://experience.arcgis.com/experience/e57626ff6077406a80f71f7f8c0b1955/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=aff7bddc-c546-4b3d-90b2-371e582b3c2e
[2] https://twitter.com/Zecca_Lehn/status/1517285971011661825
[2] https://data.detroitmi.gov/?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=9beb4b2f-a1c1-4990-9ad2-997e017b04cf
[2] https://www.esri.com/en-us/lg/product/planning-equity-arcgis-urban-webinar-2022
[2] https://gis-health-opendata-imoh.hub.arcgis.com/?locale=he
[1] https://twitter.com/i/spaces/1OyJADNwAgDGb
[1] https://www.govtech.com/education/higher-ed/university-of-redlands-remembers-holocaust-with-gis-storymaps?adumkts=social&utm_source=social&aduc=social&adum=external&adusf=twitter&sf_id=7015x000000aYlKAAU&aduca=mi_employee_advocacy_hootsuite_amplify_soc_ex&adut=8ca33534-2fac-4f04-99c9-d2104aaeb086

Top URLs in Tweet in G7:
[3] https://ssir.org/articles/entry/focusing_government_service_delivery_on_a_new_north_star
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=275246
[2] https://proudcity.com/digital-government-news-from-proudcity-april-2022/
[1] https://federalnewsnetwork.com/reporters-notebook-jason-miller/2022/04/treasury-joins-the-growing-ranks-of-agencies-with-it-working-capital-funds/
[1] https://www.govtech.com/civic/report-public-libraries-essential-to-closing-digital-divide
[1] https://www.biometricupdate.com/202204/businesses-feel-biometric-data-bonanza-slipping-through-their-fingers
[1] https://www.biometricupdate.com/202204/mantra-releases-new-handheld-biometric-point-of-sale-devices
[1] https://www.biometricupdate.com/202204/sia-urges-more-support-for-nist-biometrics-tests-passage-of-two-us-tech-competition-bills
[1] 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
[1] https://www.insurancebusinessmag.com/us/news/technology/what-are-the-priorities-for-duck-creek-cto-402926.aspx#.Yl7lGDf_efI.twitter

Top URLs in Tweet in G8:
[4] http://scioteca.caf.com/handle/123456789/1485?parent=&social=twitter
[3] https://www.policylab.tech/team
[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://olc.worldbank.org/content/govtech-fundamentals-and-key-concepts
[2] https://www.worldbank.org/en/programs/govtech
[2] https://www.worldbank.org/en/programs/govtech/partners
[2] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/099400004112257749/p1754970d6c6420f00ab5905f7004ba9c2f
[1] https://documents.worldbank.org/en/publication/documents-reports/documentdetail/790371617860066871/finding-fraud-govtech-and-fraud-detection-in-public-administration-summary-note
[1] https://www.worldbank.org/en/programs/govtech/gtmi?cid=gov_tt_gov_en_ext
[1] https://www.worldbank.org/en/programs/govtech/gtmi

Top URLs in Tweet in G9:
[3] https://www.govtech.com/education/higher-ed/arkansas-uses-ar-vr-technology-for-career-exploration
[2] https://www.govtech.com/education/k-12/new-york-schools-to-swap-diesel-buses-for-electric-by-2035
[2] https://www.govtech.com/education/k-12/indiana-state-robotics-competition-builds-passion-for-stem
[2] https://www.govtech.com/education/higher-ed/university-of-phoenix-launches-masters-degree-in-data-science
[2] https://www.govtech.com/education/k-12/dept-of-education-to-create-online-dashboard-of-equity-data
[1] https://www.govtech.com/education/k-12/clever-adds-identity-management-to-digital-learning-platform
[1] https://www.govtech.com/education/higher-ed/university-of-redlands-remembers-holocaust-with-gis-storymaps
[1] https://www.govtech.com/education/k-12/caola-strongmind-partner-for-online-classes-in-pennsylvania
[1] https://www.govtech.com/education/k-12/mass-officials-reflect-on-legislation-for-tech-in-schools
[1] https://www.govtech.com/education/k-12/clark-county-classrooms-to-have-panic-buttons-after-incident

Top URLs in Tweet in G10:
[1] https://www.forbes.com/sites/forbesbusinesscouncil/2022/04/12/the-digital-transformation-of-government-during-covid-19/?sh=3baaecbf2dbe
[1] 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
[1] https://www.forbes.com/sites/forbesbusinesscouncil/2022/04/12/the-digital-transformation-of-government-during-covid-19/?sh=2fd054a92dbe
[1] https://www.biometricupdate.com/202204/know-your-algorithm-future-identity-report-highlights-importance-of-biometrics-fundamentals

Top Domains
Top Domains in Tweet in Entire Graph:
[899] govtech.com
[819] biometricupdate.com
[353] insurancebusinessmag.com
[181] fintechfutures.com
[138] pymnts.com
[111] voicestorm.com
[82] bankingdive.com
[80] vision33.com
[75] heise.de
[50] twitter.com

Top Domains in Tweet in G1:
[225] govtech.com
[43] fcw.com
[26] tahawultech.com
[25] heise.de
[15] youtube.com
[11] softwareaggov.com
[9] twitter.com
[9] dy.si
[8] linkedin.com
[7] note.com

Top Domains in Tweet in G2:
[401] govtech.com
[106] voicestorm.com
[10] computronix.com
[5] twitter.com
[3] einnews.com
[3] linkedin.com
[3] dy.si
[3] mckinsey.com
[2] biometricupdate.com
[2] forbes.com

Top Domains in Tweet in G3:
[786] biometricupdate.com
[350] insurancebusinessmag.com
[175] fintechfutures.com
[134] pymnts.com
[82] bankingdive.com
[80] vision33.com
[55] govtech.com
[39] mckinsey.com
[33] forbes.com
[24] spotify.com

Top Domains in Tweet in G4:
[47] heise.de
[3] twitter.com
[1] govtech.com
[1] sciencedirect.com
[1] apolitical.co

Top Domains in Tweet in G5:
[11] eventbrite.es
[3] twitter.com
[2] ecopass.cl
[2] gov.co
[1] typeform.com
[1] govtechlab.es
[1] linkedin.com
[1] govtech.com
[1] gotowebinar.com
[1] zoom.us

Top Domains in Tweet in G6:
[12] arcgis.com
[7] civstart.org
[6] esri.com
[3] twitter.com
[2] ow.ly
[2] detroitmi.gov
[1] govtech.com
[1] directionsmag.com
[1] marketplace.city

Top Domains in Tweet in G7:
[4] proudcity.com
[3] biometricupdate.com
[3] ssir.org
[2] govtech.com
[2] nodexlgraphgallery.org
[2] twitter.com
[2] ampproject.org
[1] federalnewsnetwork.com
[1] mckinsey.com
[1] insurancebusinessmag.com

Top Domains in Tweet in G8:
[18] worldbank.org
[5] caf.com
[3] policylab.tech
[1] bussola-tech.co
[1] twitter.com

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

Top Domains in Tweet in G10:
[2] forbes.com
[1] insurancebusinessmag.com
[1] biometricupdate.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1346] fintech
[1040] insurtech
[1017] govtech
[753] finserv
[592] cybersecurity
[507] web3
[455] marketing
[301] payments
[292] bnpl
[240] ai



Top Hashtags in Tweet in G1:
[160] govtech
[50] cybersecurity
[21] saggov
[14] tech
[13] govtechawards2022
[13] tahawultech
[12] govcon
[12] device
[11] technology
[11] localgov

Top Hashtags in Tweet in G2:
[108] cdwsocial
[58] govtech
[49] cybersecurity
[22] stem
[18] broadband
[18] k12tech
[18] education
[17] localgov
[16] technology
[16] supplychain

Top Hashtags in Tweet in G3:
[1311] fintech
[1019] insurtech
[739] finserv
[484] web3
[448] marketing
[441] cybersecurity
[338] govtech
[298] payments
[278] bnpl
[206] ai

Top Hashtags in Tweet in G4:
[27] kommentar
[4] digitalisierung
[2] it
[2] govtech
[2] verwaltung
[1] govtechcampus
[1] indusry50
[1] technology
[1] supplychains
[1] logistics

Top Hashtags in Tweet in G5:
[13] govtech
[12] latamgovtech2022
[11] movilidad
[9] peru
[7] economíainterconectada
[5] economiadigital
[3] blockchain
[3] movilidadsostenible
[2] criptomonedas
[2] cryptos

Top Hashtags in Tweet in G6:
[30] govtech
[20] arcgis
[19] gis
[15] esri
[10] dashboard
[9] vc_impact
[8] urisa
[7] localgov
[7] arcgisdashboards
[7] water

Top Hashtags in Tweet in G7:
[14] govtech
[8] civictech
[7] projectmanagement
[6] oss
[6] highered
[6] opensource
[3] fintech
[3] web3
[3] localgov
[2] insurtech

Top Hashtags in Tweet in G8:
[50] govtech
[10] govtechapproach
[7] ai
[6] paíscaf
[5] nigeria
[4] argentina
[4] datoclave
[3] brazil
[2] digitaltransformation
[2] sabíasque

Top Hashtags in Tweet in G9:
[3] omgrobots
[1] arkansasosd
[1] transfrvr
[1] arleg
[1] govtech
[1] arcomm
[1] arkansascc
[1] vreducation
[1] arkansascte
[1] rapidreact

Top Hashtags in Tweet in G10:
[17] digitaltransformation
[17] government
[17] covid19
[1] govtech
[1] automatic
[1] forensic
[1] biometric
[1] datasharing
[1] privacy
[1] europe

Top Words
Top Words in Tweet in Entire Graph:
[1755] enricomolinari
[1346] #fintech
[1028] #insurtech
[1017] #govtech
[753] #finserv
[626] digital
[592] #cybersecurity
[507] #web3
[455] #marketing
[359] govtech

Top Words in Tweet in G1:
[160] #govtech
[130] digital
[100] govtech
[87] policy
[79] government
[75] more
[59] security
[57] first
[50] #cybersecurity
[49] national

Top Words in Tweet in G2:
[279] govtechnews
[111] digital
[108] #cdwsocial
[76] more
[75] state
[62] government
[60] federal
[58] #govtech
[54] programs
[52] public

Top Words in Tweet in G3:
[1698] enricomolinari
[1311] #fintech
[1007] #insurtech
[739] #finserv
[484] #web3
[448] #marketing
[441] #cybersecurity
[338] #govtech
[298] #payments
[278] #bnpl

Top Words in Tweet in G4:
[145] fatales
[145] signal
[135] lilithwittmann
[114] heise
[113] govtechcampusde
[110] warum
[109] dazu
[108] habe
[108] nochmal
[108] bisschenwas

Top Words in Tweet in G5:
[37] 28
[26] encuentro
[25] ciudades
[22] abril
[21] 29
[20] internacional
[20] movilidad
[17] govtech
[15] govlinkperu
[15] economía

Top Words in Tweet in G6:
[30] #govtech
[20] #arcgis
[19] #gis
[18] zecca_lehn
[18] civstart
[15] #esri
[11] govtech
[11] roundtable
[11] panelists
[11] sturbovsky

Top Words in Tweet in G7:
[21] techtalentproj
[21] jj_anastasoff
[20] ssireview
[15] article
[14] #govtech
[14] published
[14] today
[14] executive
[14] director
[14] details

Top Words in Tweet in G8:
[50] #govtech
[42] wbg_gov
[22] government
[19] key
[18] initiatives
[16] govtech
[16] urbano
[15] learn
[15] countries
[15] more

Top Words in Tweet in G9:
[15] students
[11] technology
[10] program
[10] state
[10] virtual
[8] centerdigitaled
[7] online
[7] teachers
[7] education
[7] competition

Top Words in Tweet in G10:
[18] drhaav
[17] #digitaltransformation
[17] #government
[17] during
[17] #covid19
[17] forbesbizcncl
[17] ianljones98
[17] shi4tech
[17] lyakovet
[16] betamoroney

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[963] #fintech,#insurtech
[749] #insurtech,#finserv
[450] #finserv,#marketing
[246] #marketing,#payments
[231] #web3,#bnpl
[201] #cybersecurity,#web3
[189] #bnpl,#fintech
[165] fatales,signal
[137] #web3,#fintech
[122] digital,id

Top Word Pairs in Tweet in G1:
[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
[43] national,security

Top Word Pairs in Tweet in G2:
[63] govtechnews,#cdwsocial
[31] digital,inclusion
[30] top,25
[30] training,programs
[27] doers,dreamers
[26] 25,doers
[23] dreamers,drivers
[22] solar,panels
[22] school,bus
[20] best,practices

Top Word Pairs in Tweet in G3:
[943] #fintech,#insurtech
[736] #insurtech,#finserv
[444] #finserv,#marketing
[244] #marketing,#payments
[217] #web3,#bnpl
[192] #cybersecurity,#web3
[180] #bnpl,#fintech
[135] #web3,#fintech
[119] digital,id
[102] #payments,#100daysofcode

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

Top Word Pairs in Tweet in G5:
[20] 28,29
[20] 29,abril
[20] encuentro,internacional
[20] internacional,ciudades
[17] ciudades,movilidad
[15] movilidad,economía
[15] jueves,28
[15] 28,octubre
[14] economía,digital
[11] abril,encuentro

Top Word Pairs in Tweet in G6:
[9] #vc_impact,govtech
[9] govtech,roundtable
[9] roundtable,posi2ive
[9] posi2ive,host
[9] host,zecca_lehn
[9] zecca_lehn,panelists
[9] panelists,sturbovsky
[9] sturbovsky,abhinemani
[9] abhinemani,camilopez
[8] zecca_lehn,#vc_impact

Top Word Pairs in Tweet in G7:
[14] article,ssireview
[14] ssireview,published
[14] published,today
[14] today,executive
[14] executive,director
[14] director,jj_anastasoff
[14] jj_anastasoff,details
[14] details,great
[14] great,gov
[13] techtalentproj,article

Top Word Pairs in Tweet in G8:
[11] key,concepts
[11] government,systems
[10] demand,modernization
[10] modernization,integration
[10] integration,core
[10] core,government
[10] systems,entry
[10] entry,point
[10] point,strengthening
[10] strengthening,#govtechapproach

Top Word Pairs in Tweet in G9:
[4] ed,tech
[3] workforce,training
[3] screen,time
[3] federal,legislation
[3] legislation,passed
[3] passed,house
[3] alleviate,brain
[3] brain,drain
[3] drain,reforming
[3] state,competition

Top Word Pairs in Tweet in G10:
[17] #digitaltransformation,#government
[17] #government,during
[17] during,#covid19
[17] #covid19,drhaav
[17] drhaav,forbesbizcncl
[17] forbesbizcncl,ianljones98
[17] ianljones98,shi4tech
[17] shi4tech,lyakovet
[16] betamoroney,#digitaltransformation
[12] govtech,day

Top Replied-To
Top Replied-To in Entire Graph:
@lilithwittmann
@enricomolinari
@leadingcities
@tekiosmag
@govtechnews
@andersonu
@ivytechcc
@oitcolorado
@imdasg
@homosoccerectus

Top Replied-To in G2:
@govtechnews
@ivytechcc
@oitcolorado
@netinclusion

Top Replied-To in G3:
@enricomolinari
@staceyabrams
@skayeth

Top Replied-To in G4:
@lilithwittmann
@_cgraf_

Top Replied-To in G5:
@_nommon

Top Replied-To in G6:
@mattzieger

Top Replied-To in G9:
@usouthflorida
@uopx
@andersonu

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@govtechnews
@lilithwittmann
@govtechcampusde
@biometricupdate
@bankingdive
@stratorob
@mckinsey
@metaversexu
@wbg_gov

Top Mentioned in G1:
@misaontario
@prensainnova
@gogovapps

Top Mentioned in G2:
@govtechnews
@federalnewsnet
@netinclusion
@witgeorgia
@govcso
@peggyschaffer
@fbi
@nascio
@communitynets
@jedpressfate

Top Mentioned in G3:
@enricomolinari
@biometricupdate
@bankingdive
@stratorob
@metaversexu
@mckinsey
@holoniq
@grepnetics
@sineaddesmond

Top Mentioned in G4:
@lilithwittmann
@govtechcampusde
@honkhase
@ixmagazin
@atos_de
@bkastl
@kryptomania84
@lighty67
@pbroytman
@d_riebe

Top Mentioned in G5:
@govlinkperu
@josepimpo
@flacma_
@ibm
@smartcitytng
@abpe_asociacion
@u_geobe
@publictechlab
@felipks
@consejeriatic

Top Mentioned in G6:
@civstart
@sturbovsky
@gis_bandit
@zecca_lehn
@posi2ive
@abhinemani
@camilopez
@usbr
@spatialace

Top Mentioned in G7:
@techtalentproj
@jj_anastasoff
@ssireview
@asu
@apereo
@enricomolinari
@govtechnews
@civicmakers
@mikeellsworth
@getproudcity

Top Mentioned in G8:
@wbg_gov
@agendacaf
@govtechhub
@pitpolicy
@mike_o_mora
@jp_economics
@lkimaid
@pintomar43
@laloglez
@ecarlosivan

Top Mentioned in G9:
@centerdigitaled
@firstinrobotics
@rosehulman
@firstweets
@uofredlands
@umdglobalcampus
@uncg
@themoderncampus
@upcea
@usedgov

Top Mentioned in G10:
@drhaav
@forbesbizcncl
@ianljones98
@shi4tech
@lyakovet
@betamoroney
@fminoticias
@maluvillalba
@enricomolinari
@evasmartai

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@yoshiki7111
@robinsnewswire
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@wadakashiho

Top Tweeters in G1:
@yoshiki7111
@robinsnewswire
@iptops_com_news
@netsecu
@m157q_news_rss
@norteenlinea
@pr24_pl
@anith
@eagerbeavertech
@iamdrwill

Top Tweeters in G2:
@rrnunez
@stlhd100
@botfemale
@prison_health
@washedreese
@segmentis
@miamiherald
@smartecocity
@tomasrabago1
@fedelowe

Top Tweeters in G3:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@pollsstar
@codernotesbot
@fabriciosx

Top Tweeters in G4:
@schmidtlepp
@akwyz
@korallenherz
@cyrus_mcdugan
@liese_mueller
@martingaedt
@die_primel
@countup
@andreas__nagel
@backtopaco

Top Tweeters in G5:
@mincomercioco
@indirakempis
@innpulsacol
@comunidadmadrid
@pnudcolombia
@ibm
@u_geobe
@agustin_baeza
@altisinvest
@forogpp

Top Tweeters in G6:
@publichealthmap
@waterbot_h2o
@stefihane
@lovelydaytech
@cityofcalgary
@michiganmapper
@abhinemani
@zecca_lehn
@esri
@gis_bandit

Top Tweeters in G7:
@opensource_orgs
@pythonroboto
@codeforpdx
@23courtug
@scibot6
@mikeellsworth
@ryanko
@rklau
@asu
@techsoup

Top Tweeters in G8:
@marianatrobosky
@lesegothinane
@sutherla
@agendacaf
@redmatriz
@quarter_masters
@taskorder
@gigapp
@yrjuan
@edenzetina

Top Tweeters in G9:
@drcaberry
@umich
@drcarlottaberry
@uopx
@wpi
@umdglobalcampus
@nyuniversity
@blkinengineerng
@firstweets
@uncg

Top Tweeters in G10:
@nicochan33
@shi4tech
@enriquen
@urnadecristal
@ministerio_tic
@fabriziobustama
@nevillegaunt
@avrohomg
@betamoroney
@frronconi


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