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From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2021
Short Description:
govtech via NodeXL https://bit.ly/3pzDrUx
@govtechnews
@codewithtwitchi
@enricomolinari
@carlos_santiso
@linuxmil
@govtechhub
@paula_piccard
@junjudapi
@artificialbra1n
@cybersec_feeds

Top hashtags:
#govtech
#fintech
#regtech
#insurtech
#finserv
#corpgov
#csr

Description:
Description
The graph represents a network of 2,571 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 Tuesday, 07 December 2021 at 00:22 UTC.

The requested start date was Monday, 06 December 2021 at 01:01 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, 23-hour, 26-minute period from Monday, 22 November 2021 at 01:08 UTC to Monday, 06 December 2021 at 00:35 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 : 2571
Unique Edges : 1942
Edges With Duplicates : 5998
Total Edges : 7940
Number of Edge Types : 5
Retweet : 2302
MentionsInRetweet : 3151
Replies to : 87
Mentions : 1222
Tweet : 1178
Self-Loops : 1245
Reciprocated Vertex Pair Ratio : 0.0485908649173955
Reciprocated Edge Ratio : 0.092678405931418
Connected Components : 517
Single-Vertex Connected Components : 314
Maximum Vertices in a Connected Component : 1186
Maximum Edges in a Connected Component : 5552
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.048083
Graph Density : 0.000489900067650704
Modularity : 0.387819
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,571 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 Tuesday, 07 December 2021 at 00:22 UTC.

The requested start date was Monday, 06 December 2021 at 01:01 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, 23-hour, 26-minute period from Monday, 22 November 2021 at 01:08 UTC to Monday, 06 December 2021 at 00:35 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:
[97] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[41] https://www.linkedin.com/events/investorbreakfastclubxviii-govt6813176804791078913/
[26] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_content=buffer3aa29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[25] https://www.bankingdive.com/news/banks-fintechs-navigate-markets-appetite-for-crypto-amid-pending-regulato/610427/?:%202021-11-24%20Banking%20Dive%20%5Bissue:38193%5D
[21] https://www.raconteur.net/digital/is-the-uk-ready-for-the-future-of-digital-id/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Is+the+UK+ready+for+the+future+of+digital+ID%3F&utm_campaign=Daily-newsletter-thu-nov25-6am
[20] https://www.govtech.com/security/did-the-cybersecurity-stakes-get-even-higher-in-2021
[19] https://cultureandtalentgovtechedu.medium.com/govtech-edu-telkom-indonesia-45c3b79d8df7
[17] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_content=bufferdf16f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[17] https://www.govtech.com/biz/avrio-analytics-releases-ar-training-tool-for-firefighters
[16] https://www.weforum.org/agenda/2021/11/5-ways-a-digital-identity-ecosystem-could-help-people-and-business/

Top URLs in Tweet in G1:
[71] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[37] https://www.linkedin.com/events/investorbreakfastclubxviii-govt6813176804791078913/
[22] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_content=buffer3aa29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[15] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_content=bufferdf16f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[10] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_sq=gwv2pdpuur
[10] https://www.govtech.com/analytics/how-local-government-can-avoid-tech-that-reinforces-inequities
[10] https://twitter.com/martinhoyes/status/1443306543999447041
[7] https://twitter.com/martinhoyes/status/1441280293436985352
[7] https://www.govtech.com/analytics/how-local-government-can-avoid-tech-that-reinforces-inequities?utm_content=buffer106fc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/dedicated-state-and-local-cyber-grants-are-finally-arriving

Top URLs in Tweet in G2:
[11] https://www.govtech.com/network/funding-for-broadband-brings-hope-for-connecting-americans
[10] -
[7] https://www.govtech.com/education/higher-ed/higher-ed-cybersecurity-insurance-are-you-in-good-hands
[5] https://www.govtech.com/fs/is-the-on-demand-model-foundational-to-the-future-of-transit
[4] https://www.govtech.com/network/low-income-broadband-program-sees-significant-provider-fraud
[4] https://www.govtech.com/biz/avrio-analytics-releases-ar-training-tool-for-firefighters
[4] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[4] https://www.govtech.com/transportation/public-transit-pivots-toward-equity-accessibility-in-2021
[4] https://www.govtech.com/fs/electric-scooters-return-to-downtown-miami-for-five-weeks?utm_campaign=Newsletter%20-%20GT%20-%20GovTech%20Today&utm_medium=email&_hsmi=189553909&_hsenc=p2ANqtz-940TcYK-B0w-i3eJ73jZZ4o6PghU5yImQpujzeZ8X7p5__56Aut0bIkWu-Frl8goE6g5c1LRnkAztxdZYNKbS6squKZIQ1LVqgVgKcwVWmjYub1PE&utm_content=189553909&utm_source=hs_email
[3] https://www.govtech.com/computing/michigan-bill-would-ban-agencies-from-using-messaging-apps

Top URLs in Tweet in G3:
[12] https://neurona-ba.com/el-ecosistema-govtech-en-argentina/
[8] http://www.monterrey.gob.mx/PremioSIGA/
[6] https://www.youtube.com/channel/UCLiwXJvoE_QxkAb7x1FU3xw
[3] https://neurona-ba.com/el-ecosistema-govtech-como-acelerador-de-la-transformacion-digital-de-las-ciudades/
[3] https://drive.google.com/file/d/1x4EdQDNuwnC_NSdbFVQn4g13bLXNo96L/view?usp=sharing
[3] https://scioteca.caf.com/handle/123456789/1484?parent=&social=twitter
[3] https://www.worldbank.org/en/programs/govtech/gtmi?cid=gov_tt_gov_en_ext
[2] https://olc.worldbank.org/content/govtech-fundamentals-and-key-concepts?cid=gov_tt_gov_en_ext
[2] https://www.worldbank.org/en/programs/govtech?cid=gov_tt_gov_en_ext
[2] https://www.linkedin.com/events/investorbreakfastclubxviii-govt6813176804791078913/

Top URLs in Tweet in G4:
[16] https://www.raconteur.net/digital/is-the-uk-ready-for-the-future-of-digital-id/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Is+the+UK+ready+for+the+future+of+digital+ID%3F&utm_campaign=Daily-newsletter-thu-nov25-6am
[15] https://www.bankingdive.com/news/banks-fintechs-navigate-markets-appetite-for-crypto-amid-pending-regulato/610427/?:%202021-11-24%20Banking%20Dive%20%5Bissue:38193%5D
[14] https://intelligence.weforum.org/topics/a1Gb0000000pTDREA2
[11] https://www.weforum.org/agenda/2021/11/5-ways-a-digital-identity-ecosystem-could-help-people-and-business/
[6] https://sifted.eu/articles/startup-founder-admit-failure/
[6] https://twinybots.ch/
[4] https://www.paymentsdive.com/news/fis-may-sell-unit-to-symphony-tech-for-2b-report/610604/?:%202021-11-29%20Payments%20Dive%20%5Bissue:38269%5D
[3] https://cities-today.com/telco-taps-romes-former-cdo-for-city-partnerships-role/
[3] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense?utm_content=buffer3aa29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.govtech.com/biz/avrio-analytics-releases-ar-training-tool-for-firefighters

Top URLs in Tweet in G5:
[1] https://www.govtech.com/elections/elko-county-nev-may-change-voting-tech-for-public-trust

Top URLs in Tweet in G6:
[1] https://medium.com/csg-govtech/proxy-agent-a-tool-for-mobile-penetration-testers-a9796e99f3ca
[1] https://supportannouncement.us.dlink.com/announcement/publication.aspx?name=SAP10246
[1] https://govtech-csg.github.io/security-advisories/2021/11/09/CVE-2021-42783_42784.html
[1] https://www.govtech.com/question-of-the-day/how-many-people-in-the-world-have-never-used-the-internet
[1] https://medium.com/snsp-govtech/the-inner-workings-of-a-smart-district-e03722b99f5c

Top URLs in Tweet in G7:
[12] https://www.govevents.com/GovExec-BOLD2021-SM/
[8] https://www.govevents.com/NexTech-NetworkEfficiency-SM
[6] https://advice-cloud.co.uk/insights/intro-to-gcloud/?utm_campaign=G-Cloud
[4] http://qoo.ly/3f8f3g
[4] https://www.govevents.com/PublicSector360-Dec7-TW/
[3] http://qoo.ly/3f3nyu
[3] http://qoo.ly/3f76nt
[3] http://qoo.ly/3f7297
[2] http://qoo.ly/3f3kec
[2] http://qoo.ly/3f3knt

Top URLs in Tweet in G8:
[3] https://gov.br/
[2] https://twitter.com/aviacaodobrasil/status/1462831067224850441
[1] https://www.gov.br/pt-br/temas/carteira-de-trabalho-digital
[1] https://twitter.com/dataprev/status/1463908031884931078
[1] https://twitter.com/tvbrasilgov/status/1463281211413991431
[1] https://twitter.com/DigitalGovBr/status/1466051418897403905
[1] https://twitter.com/RadioagenciaEBC/status/1465327185770725376
[1] https://twitter.com/DigitalGovBr/status/1466104944726003714

Top URLs in Tweet in G9:
[4] https://news.google.com/__i/rss/rd/articles/CBMibWh0dHBzOi8vd3d3LmdvdnRlY2guY29tL2Jsb2dzL2xvaHJtYW5uLW9uLWN5YmVyc2VjdXJpdHkvY3liZXJzZWN1cml0eS10ZWFtLWxlc3NvbnMtZnJvbS1mb290YmFsbC1nYW1lLWRlZmVhdHPSAXdodHRwczovL3d3dy5nb3Z0ZWNoLmNvbS9ibG9ncy9sb2hybWFubi1vbi1jeWJlcnNlY3VyaXR5L2N5YmVyc2VjdXJpdHktdGVhbS1sZXNzb25zLWZyb20tZm9vdGJhbGwtZ2FtZS1kZWZlYXRzP19hbXA9dHJ1ZQ?oc=5
[3] https://jobs.date-fns.org/jobs/KN86ocPJhPCRx5hZYczd
[3] https://jobs.date-fns.org/jobs/nzCNNIVEzWWNyhsEJ1VV
[3] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[3] https://www.bankingdive.com/news/banks-fintechs-navigate-markets-appetite-for-crypto-amid-pending-regulato/610427/?:%202021-11-24%20Banking%20Dive%20%5Bissue:38193%5D
[2] https://twitter.com/DecipherEvent/status/1464964819077976078
[1] https://jobs.date-fns.org/jobs/afhPocitWrBPJL5NwpF8
[1] https://www.govtech.com/sponsored/covid-19-and-the-case-for-digital-transformation-in-government
[1] https://twitter.com/Algorand/status/1465290691811155973
[1] https://www.raconteur.net/digital/is-the-uk-ready-for-the-future-of-digital-id/?utm_source=ActiveCampaign&utm_medium=email&utm_content=Is+the+UK+ready+for+the+future+of+digital+ID%3F&utm_campaign=Daily-newsletter-thu-nov25-6am

Top URLs in Tweet in G10:
[15] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[12] https://www.govtech.com/security/did-the-cybersecurity-stakes-get-even-higher-in-2021
[6] https://www.govtech.com/security/federal-cybersecurity-leaders-testify-on-state-of-ransomware
[5] https://www.4bridgeworks.com/what-are-the-prospects-for-wans-in-2021/
[5] https://www.govtech.com/security/how-common-are-ransomware-attacks-lawmakers-want-to-find-out
[4] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/data-breach-numbers-costs-and-impacts-all-rise-in-2021
[4] https://hukum.blog/ext/57/https://www.govtech.com/blogs/lohrmann-on-cybersecurity/will-artificial-intelligence-help-or-hurt-cyber-defense
[4] https://www.linkedin.com/slink?code=gacvCSUv
[4] https://blogs.lse.ac.uk/businessreview/2021/05/14/can-governments-use-technological-innovation-to-regain-the-trust-of-citizens/
[3] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/holiday-travel-surge-brings-back-vaccine-passports-or-not

Top Domains
Top Domains in Tweet in Entire Graph:
[916] govtech.com
[164] twitter.com
[130] linkedin.com
[109] vision33.com
[81] qoo.ly
[45] voicestorm.com
[44] co.uk
[42] dy.si
[34] weforum.org
[26] worldbank.org

Top Domains in Tweet in G1:
[401] govtech.com
[109] vision33.com
[85] twitter.com
[45] voicestorm.com
[45] linkedin.com
[14] computronix.com
[9] sanctions.io
[8] weforum.org
[6] bankingdive.com
[5] google.com

Top Domains in Tweet in G2:
[214] govtech.com
[18] dy.si
[12] linkedin.com
[10] twitter.com
[9] federalnewsnetwork.com
[8] ampproject.org
[7] kofax.com
[7] co.uk
[7] worldbank.org
[6] readyforsocial.com

Top Domains in Tweet in G3:
[17] neurona-ba.com
[16] twitter.com
[10] worldbank.org
[8] gob.mx
[6] youtube.com
[5] caf.com
[4] google.com
[4] wrld.bg
[2] linkedin.com
[2] gob.ar

Top Domains in Tweet in G4:
[25] weforum.org
[17] raconteur.net
[16] govtech.com
[15] bankingdive.com
[11] paymentsdive.com
[7] sifted.eu
[6] twinybots.ch
[4] cities-today.com
[3] afdb.org
[2] fintechnews.ch

Top Domains in Tweet in G5:
[1] govtech.com

Top Domains in Tweet in G6:
[2] medium.com
[1] dlink.com
[1] github.io
[1] govtech.com

Top Domains in Tweet in G7:
[80] qoo.ly
[25] co.uk
[24] govevents.com
[6] ukauthority.com
[4] cutt.ly
[2] gcn.com
[2] deloitte.com
[2] computerweekly.com
[1] securityinfowatch.com
[1] govtech.com

Top Domains in Tweet in G8:
[7] twitter.com
[4] gov.br

Top Domains in Tweet in G9:
[7] date-fns.org
[5] govtech.com
[4] google.com
[4] twitter.com
[3] bankingdive.com
[1] raconteur.net
[1] spotify.com
[1] weforum.org

Top Domains in Tweet in G10:
[59] govtech.com
[44] linkedin.com
[5] 4bridgeworks.com
[5] ac.uk
[5] cloudpermit.com
[4] hukum.blog
[3] worldbank.org
[1] cbsnews.com
[1] sun-sentinel.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1122] govtech
[562] fintech
[490] regtech
[490] insurtech
[484] finserv
[442] corpgov
[433] csr
[432] futureofwork
[423] aml
[409] crypto



Top Hashtags in Tweet in G1:
[444] fintech
[426] insurtech
[421] finserv
[417] corpgov
[412] regtech
[408] csr
[405] futureofwork
[398] aml
[381] crypto
[299] datagovernance

Top Hashtags in Tweet in G2:
[92] govtech
[14] remotework
[11] cybersecurity
[11] blockchain
[10] remotejobs
[10] localgov
[10] govcon
[8] connectednation
[7] citizenlab
[7] customerexperience

Top Hashtags in Tweet in G3:
[122] govtech
[23] csr
[23] corpgov
[23] aml
[23] crypto
[23] finserv
[23] futureofwork
[22] wef
[22] datagovernance
[22] insurtech

Top Hashtags in Tweet in G4:
[55] govtech
[49] fintech
[41] regtech
[40] finserv
[35] insurtech
[23] proptech
[22] ai
[21] marketing
[21] banking
[21] artificialintelligence

Top Hashtags in Tweet in G5:
[2] mikepence
[2] govtech
[2] smartech
[2] mike_pence
[1] emails

Top Hashtags in Tweet in G6:
[1] cyberattacks
[1] ransomware
[1] smartnation
[1] sensor

Top Hashtags in Tweet in G7:
[148] govtech
[31] procurement
[16] government
[12] boldgov
[12] publicsector
[12] emergingtech
[8] wanoptimization
[8] networkvisibility
[7] cybersecurity
[7] cloud

Top Hashtags in Tweet in G8:
[9] govtech
[2] transformaçãodigital
[1] governodigital
[1] somosgovbr
[1] pix

Top Hashtags in Tweet in G9:
[9] react
[9] ruby
[9] decipher
[8] govtech
[6] rails
[6] fintech
[6] insurtech
[4] cybersecurity
[4] hacking
[4] artificialintelligence

Top Hashtags in Tweet in G10:
[22] dhs
[20] iaem
[20] nema
[20] disasters
[19] disasterzone
[18] emergencymanagement
[17] cybersecurity
[17] govtech
[17] cisa
[17] fema

Top Words
Top Words in Tweet in Entire Graph:
[1129] #govtech
[562] #fintech
[491] govtech
[490] #regtech
[490] #insurtech
[484] #finserv
[442] #corpgov
[433] #csr
[432] #futureofwork
[423] #aml

Top Words in Tweet in G1:
[444] #fintech
[426] #insurtech
[421] #finserv
[417] #corpgov
[412] #regtech
[408] #csr
[405] #futureofwork
[398] #aml
[381] #crypto
[374] martinhoyes

Top Words in Tweet in G2:
[93] govtech
[92] #govtech
[57] government
[37] more
[35] digital
[29] technology
[27] funding
[22] 2021
[21] state
[21] broadband

Top Words in Tweet in G3:
[122] #govtech
[52] govtech
[44] govtechhub
[35] nuestro
[30] digital
[29] libro
[28] ecosistema
[23] martinhoyes
[23] #csr
[23] #corpgov

Top Words in Tweet in G4:
[99] enricomolinari
[55] #govtech
[49] #fintech
[41] #regtech
[40] #finserv
[35] #insurtech
[24] digital
[23] #proptech
[22] #ai
[21] #marketing

Top Words in Tweet in G5:
[240] elko
[240] county
[130] jennycohn1
[120] nev
[120] change
[120] voting
[120] tech
[120] dominion
[120] public
[120] trust

Top Words in Tweet in G6:
[75] spaceraccoonsec
[71] facing
[71] difficulties
[71] setting
[71] burp_suite
[71] android
[71] device
[71] check
[71] proxy
[71] agent

Top Words in Tweet in G7:
[151] #govtech
[75] ukauthority
[41] billmew
[31] #procurement
[27] data
[25] digital
[23] nextgov
[18] national
[17] cloud
[16] #government

Top Words in Tweet in G8:
[54] digital
[44] governo
[43] digitalgovbr
[39] embarque
[39] seguro
[39] solução
[39] cidadão
[38] você
[38] viu
[38] facilitando

Top Words in Tweet in G9:
[19] govtech
[14] algorand
[11] team
[10] cityofmiami
[10] innovation
[9] citizenlab
[9] looking
[9] remote
[9] #react
[9] #ruby

Top Words in Tweet in G10:
[27] cybersecurity
[26] government
[25] intelligence
[22] #dhs
[21] artificial
[20] 2021
[20] #iaem
[20] #nema
[20] #disasters
[19] #disasterzone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] #aml,#crypto
[333] #csr,#corpgov
[322] #insurtech,#fintech
[301] #corpgov,#aml
[301] #crypto,#finserv
[301] #finserv,#wef
[301] #wef,#datagovernance
[296] #datagovernance,#futureofwork
[292] #futureofwork,#insurtech
[290] #fintech,#regtech

Top Word Pairs in Tweet in G1:
[378] #aml,#crypto
[308] #csr,#corpgov
[297] #insurtech,#fintech
[277] #corpgov,#aml
[277] #crypto,#finserv
[277] #finserv,#wef
[277] #wef,#datagovernance
[272] #datagovernance,#futureofwork
[269] #futureofwork,#insurtech
[267] #fintech,#regtech

Top Word Pairs in Tweet in G2:
[12] federal,funding
[12] high,speed
[11] speed,internet
[10] learn,more
[10] digital,transformation
[10] funding,broadband
[10] broadband,brings
[10] brings,hope
[10] hope,connecting
[10] connecting,americans

Top Word Pairs in Tweet in G3:
[23] #csr,#corpgov
[23] #aml,#crypto
[22] martinhoyes,#csr
[22] #corpgov,#aml
[22] #crypto,#finserv
[22] #finserv,#wef
[22] #wef,#datagovernance
[22] #datagovernance,#futureofwork
[22] #insurtech,#fintech
[21] #futureofwork,#insurtech

Top Word Pairs in Tweet in G4:
[27] #fintech,#finserv
[22] #finserv,#insurtech
[21] #insurtech,#proptech
[21] #proptech,#regtech
[17] enricomolinari,#govtech
[16] uk,ready
[16] ready,future
[16] future,digital
[16] digital,id
[16] #govtech,#regtech

Top Word Pairs in Tweet in G5:
[240] elko,county
[120] county,nev
[120] nev,change
[120] change,voting
[120] voting,tech
[120] tech,dominion
[120] dominion,public
[120] public,trust
[120] trust,guess
[120] guess,elko

Top Word Pairs in Tweet in G6:
[71] facing,difficulties
[71] difficulties,setting
[71] setting,burp_suite
[71] burp_suite,android
[71] android,device
[71] device,check
[71] check,proxy
[71] proxy,agent
[71] agent,tool
[71] tool,automate

Top Word Pairs in Tweet in G7:
[67] #govtech,ukauthority
[21] #procurement,#govtech
[12] govexec,nextgov
[11] #govtech,nextgov
[11] #govtech,teams
[9] #govtech,#emergingtech
[8] teams,know
[8] know,speed
[8] speed,delivery
[8] delivery,application

Top Word Pairs in Tweet in G8:
[40] governo,digital
[39] embarque,seguro
[39] solução,governo
[38] você,viu
[38] viu,embarque
[38] seguro,solução
[38] digital,facilitando
[38] facilitando,viagens
[38] viagens,cidadão
[38] cidadão,embarcamos

Top Word Pairs in Tweet in G9:
[9] citizenlab,looking
[9] govtech,remote
[9] remote,#react
[8] help,hurt
[8] hurt,cyber
[8] cyber,defense
[8] #decipher,algorand
[8] algorand,first
[7] tomorrow,#decipher
[7] first,person

Top Word Pairs in Tweet in G10:
[21] artificial,intelligence
[19] #iaem,#nema
[17] #disasters,#disasterzone
[13] intelligence,help
[13] government,technology
[12] help,hurt
[12] hurt,cyber
[12] cyber,defense
[12] cybersecurity,stakes
[12] stakes,higher

Top Replied-To
Top Replied-To in Entire Graph:
@equalandallied1
@zencityio
@john_faidutti
@insadly
@aluenterprise
@wef
@mrbill_resists
@nissanusa
@govparsonmo
@bucksexton

Top Replied-To in G1:
@zencityio
@wef
@cesiumjs
@aacountygovt
@aurorapoliceil
@markgalassi
@utsystem
@appalachianpowe
@mansd_nh
@tennesseetech

Top Replied-To in G3:
@fernandezdiego
@munidigital
@maimunahsharif

Top Replied-To in G4:
@smartcities_hua

Top Replied-To in G5:
@equalandallied1
@debttrut

Top Replied-To in G7:
@insadly
@riverbed

Top Replied-To in G8:
@serpro

Top Replied-To in G9:
@algorand
@sekajjamartin

Top Mentioned
Top Mentioned in Entire Graph:
@martinhoyes
@govtechnews
@jennycohn1
@enricomolinari
@excellencia_ltd
@ukauthority
@spaceraccoonsec
@burp_suite
@paula_piccard
@billmew

Top Mentioned in G1:
@martinhoyes
@govtechnews
@excellencia_ltd
@paula_piccard
@dwvaccelerator
@iainljbrown
@enricomolinari
@vision33_egov
@globaliqx
@lynnmar21358423

Top Mentioned in G2:
@motorists
@motoristnews

Top Mentioned in G3:
@govtechhub
@martinhoyes
@redmatriz
@lucasjolias
@agendacaf
@reciarg
@wbg_gov
@alxprince
@dgsociety
@oscitylatam

Top Mentioned in G4:
@enricomolinari
@wef
@paymentsdive
@wef_intel
@cities_today
@siftedeu
@raconteur
@smartcities_hua
@kuriharan
@linkemspa

Top Mentioned in G5:
@jennycohn1
@equalandallied1
@debttrut
@lovetogive2

Top Mentioned in G6:
@spaceraccoonsec
@burp_suite
@govtechsg
@govtechnews
@sonicwall

Top Mentioned in G7:
@ukauthority
@billmew
@nextgov
@govexec
@advicecloud
@riverbed
@antgrasso
@fcwnow
@insadly

Top Mentioned in G8:
@digitalgovbr
@dataprev
@minfraestrutura
@serpro
@bndes
@fernando_mit
@mineconomia
@oficial_anac
@aviacaodobrasil
@infraero

Top Mentioned in G9:
@algorand
@cityofmiami
@mikewise07
@myjavascriptjob
@sarasti
@iyalodeajiroba
@nlovetinah
@onikabackup1
@fiifipep
@tricblue

Top Mentioned in G10:
@chuckdbrooks
@cybersecdn
@cloudpermit
@eric_holdeman
@worldbankafrica
@bridgeworksltd
@bfpennington
@houston__ai
@corix_jc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@robinsnewswire
@chidambara09
@xaelbot
@robre62
@codedailybot
@javascriptd
@evankirstel
@cybersecurityn8

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@ipythonistabot
@artificialbra1n
@morolswediu

Top Tweeters in G2:
@robinsnewswire
@cryptocryptone3
@m157q_news_rss
@projeto7c0
@ncsventures
@scorpiondesign7
@kiyoshileo
@gate_15_analyst
@katiedyd2
@srs20170526

Top Tweeters in G3:
@elzeide
@ricardocipago
@codewithtwitchi
@starcolombo
@mapc
@marianatrobosky
@alexrugem
@alxprince
@sdgsbot
@dgomezco

Top Tweeters in G4:
@robre62
@evankirstel
@discovertech3
@fintechna
@womencodersbot
@100daysof2020
@fluttbot
@trippbraden
@mashable
@caring_mobile

Top Tweeters in G5:
@tadrow
@sexygirl798
@lovetogive2
@carriesweet2017
@bbkenn92
@burnettcynthia
@persistentpengn
@mrtachilles
@camoxendale
@howyofwi

Top Tweeters in G6:
@linuxmil
@iotcybersec24
@campuscodi
@douglasmun
@rot13e
@davidvalles007
@0x_saudi
@davidxterror
@0x6d616e69
@ngnicky

Top Tweeters in G7:
@akwyz
@rwang0
@parvez1
@nick_barnes
@ianmcalvert
@dez_blanchfield
@holgermu
@drjdrooghaag
@fabriziobustama
@billmew

Top Tweeters in G8:
@myriandauer
@dudu_santana05
@leandro2404
@lou_novak
@mariasocorrobr4
@patylobato5
@donisetesilvei1
@dulobs1
@paulinhoapol
@josegarcian

Top Tweeters in G9:
@coder_487
@azuerbot
@thecuriousluke
@fullnam35087976
@banky__moon
@datasciencebot_
@rahul05ranjan
@goaidev
@tamaramccleary
@ronald_vanloon

Top Tweeters in G10:
@dev_discourse
@botcybersec
@shehzadyounis
@greentechdon
@eagerbeavertech
@cybersecdn
@technojeder
@robert4787
@securitytube
@corix_jc


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