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govtech_2022-05-22_17-30-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 23, 2022
Short Description:
govtech via NodeXL https://bit.ly/3aia6tZ
@govtechnews
@enricomolinari
@chidambara09
@carhelmets
@stratorob
@anurag4d
@codewithtwitchi
@psb_dc
@ozg_lounge
@hackingdom_io

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

Description:
Description
The graph represents a network of 2,969 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, 23 May 2022 at 00:37 UTC.

The requested start date was Monday, 23 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, 3-hour, 15-minute period from Monday, 09 May 2022 at 00:12 UTC to Sunday, 22 May 2022 at 03:28 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 : 2969
Unique Edges : 2449
Edges With Duplicates : 8456
Total Edges : 10905
Number of Edge Types : 5
Tweet : 1494
Retweet : 2995
MentionsInRetweet : 4544
Mentions : 1767
Replies to : 105
Self-Loops : 1540
Reciprocated Vertex Pair Ratio : 0.0503615702479339
Reciprocated Edge Ratio : 0.0958937791984264
Connected Components : 582
Single-Vertex Connected Components : 372
Maximum Vertices in a Connected Component : 1588
Maximum Edges in a Connected Component : 8416
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.76699
Graph Density : 0.000461530151184885
Modularity : 0.351383
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,969 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, 23 May 2022 at 00:37 UTC.

The requested start date was Monday, 23 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, 3-hour, 15-minute period from Monday, 09 May 2022 at 00:12 UTC to Sunday, 22 May 2022 at 03:28 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:
[60] https://medium.com/csg-govtech/defeating-kaslr-in-modern-operating-systems-f0d441c21b6c
[42] https://www.govtech.com/computing/facing-cyber-insurance-woes-local-governments-find-other-options
[37] https://www.forbes.com/sites/cognitiveworld/2022/04/23/the-innovative-ways-the-united-states-space-force-is-leveraging-data-and-ai/
[37] |
[36] https://www.bankingdive.com/news/pnc-ordered-to-pay-218m-to-usaa-in-patent-infringement-case/623820/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202022-05-16%20Banking%20Dive%20%5Bissue:41760%5D&utm_term=Banking%20Dive
[34] https://fintechmagazine.com/digital-payments/gocardless-appoints-former-mastercard-exec-as-president?utm_source=Newsletter
[31] https://www.msn.com/en-in/news/other/adoption-of-aiml-how-artificial-intelligence-is-scaling-up-the-education-industry/ar-AAX5t6L?ocid=BingNewsSearch
[30] https://www.pymnts.com/connectedeconomy/2022/banks-sidestep-ce100s-slide-investors-seek-defensive-names-in-healthcare/
[29] https://sifted.eu/articles/proptech-metaverse-war-for-talent/
[29] https://www.pymnts.com/partnerships/2022/fis-treasury-prime-launch-embedded-finance-tool/

Top URLs in Tweet in G1:
[33] https://www.bankingdive.com/news/pnc-ordered-to-pay-218m-to-usaa-in-patent-infringement-case/623820/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202022-05-16%20Banking%20Dive%20%5Bissue:41760%5D&utm_term=Banking%20Dive
[32] https://fintechmagazine.com/digital-payments/gocardless-appoints-former-mastercard-exec-as-president?utm_source=Newsletter
[31] https://www.msn.com/en-in/news/other/adoption-of-aiml-how-artificial-intelligence-is-scaling-up-the-education-industry/ar-AAX5t6L?ocid=BingNewsSearch
[28] https://www.pymnts.com/connectedeconomy/2022/banks-sidestep-ce100s-slide-investors-seek-defensive-names-in-healthcare/
[28] https://www.pymnts.com/partnerships/2022/fis-treasury-prime-launch-embedded-finance-tool/
[28] https://sifted.eu/articles/proptech-metaverse-war-for-talent/
[27] https://www.fintechfutures.com/2022/05/futureproof-your-financial-databases/
[24] https://www.pymnts.com/news/retail/2022/grocers-offer-in-store-app-features-to-boost-omnichannel-shopping/
[23] https://www.cnbc.com/2022/05/19/theres-more-crypto-destruction-to-come-blockchaincom-ceo.html?utm_medium=email&utm_source=lendit-fintech-global-may-20-2022-2909038&utm_campaign=LendIt+Fintech+Global+Daily&utm_content=fz1ltUAJwcprGaiYvh0hZWQbXl9Wj_wuiEHw4v5ZO-hRHiAU-f5_k_l5Eq0DJsRY
[23] https://www.fintechfutures.com/2022/05/i-am-sorry-you-feel-this-way/

Top URLs in Tweet in G2:
[35] https://www.forbes.com/sites/cognitiveworld/2022/04/23/the-innovative-ways-the-united-states-space-force-is-leveraging-data-and-ai/
[19] https://www.govtech.com/computing/facing-cyber-insurance-woes-local-governments-find-other-options
[9] https://www.govtech.com/education/k-12/special-ed-leaders-tech-has-proven-beneficial-post-pandemic
[9] https://www.govtech.com/gov-experience/ux-for-all-states-push-for-broader-accessibility-online
[6] https://prtimes.jp/main/html/rd/p/000000005.000096169.html
[6] -
[5] https://www.govtech.com/fs/study-more-bike-lanes-needed-to-reduce-traffic-congestion
[5] https://www.govtech.com/education/higher-ed/lincoln-college-to-close-permanently-after-ransomware-attack
[5] https://events.govtech.com/Texas-Digital-Government-Summit.html
[4] https://prtimes.jp/main/html/rd/p/000000006.000096169.html

Top URLs in Tweet in G3:
[12] https://www.govtech.com/computing/facing-cyber-insurance-woes-local-governments-find-other-options
[10] https://www.govtech.com/network/what-states-should-know-as-federal-digital-equity-money-arrives
[9] https://www.govtech.com/workforce/white-house-announces-key-cybersecurity-appointments
[9] https://www.govtech.com/security/cisa-to-address-state-local-government-quantum-readiness
[9] https://www.govtech.com/workforce/how-can-we-get-more-women-in-tech-and-support-their-growth
[8] https://www.govtech.com/fs/georgia-connected-vehicle-pilot-to-cover-18-miles-of-interstate
[8] https://www.govtech.com/gov-experience/ux-for-all-states-push-for-broader-accessibility-online
[7] https://www.govtech.com/biz/here-are-the-top-5-it-partners-for-local-governments
[7] https://pheedloop.com/EVEWUAOFTOIJL/site/home/
[6] https://www.govtech.com/education/higher-ed/what-is-the-metaverses-future-in-k-12-and-higher-ed

Top URLs in Tweet in G4:
[3] https://www.govtech.com/fs/study-more-bike-lanes-needed-to-reduce-traffic-congestion

Top URLs in Tweet in G5:
[9] https://thefinanser.com/2022/05/we-need-same-day-financial-firms.html/
[2] https://fintechmagazine.com/digital-payments/gocardless-appoints-former-mastercard-exec-as-president?utm_source=Newsletter
[2] https://www.biometricupdate.com/202205/biorugged-confirms-mosip-compliance-for-biometrics-enrollment-with-its-face-camera-system
[2] https://www.cnbc.com/2022/05/10/upstart-shares-plummet-after-company-cuts-full-year-revenue-forecast.html?__source=sharebar|twitter&par=sharebar
[2] https://www.pymnts.com/africa/2022/private-labels-custom-packaging-key-redefine-poor-perception-made-in-africa-brands/
[2] https://www.pymnts.com/smbs/2022/restaurants-fitness-personal-services-are-recovering-from-pandemic-low-points/
[2] https://www.paymentsdive.com/news/mastercard-ceo-lands-hefty-raise/623461/?:%202022-05-11%20Payments%20Dive%20%5Bissue:41665%5D
[2] https://www.bankingdive.com/news/pnc-ordered-to-pay-218m-to-usaa-in-patent-infringement-case/623820/?utm_source=Sailthru&utm_medium=email&utm_campaign=Issue:%202022-05-16%20Banking%20Dive%20%5Bissue:41760%5D&utm_term=Banking%20Dive
[2] https://www.cnbc.com/2022/05/19/theres-more-crypto-destruction-to-come-blockchaincom-ceo.html?utm_medium=email&utm_source=lendit-fintech-global-may-20-2022-2909038&utm_campaign=LendIt+Fintech+Global+Daily&utm_content=fz1ltUAJwcprGaiYvh0hZWQbXl9Wj_wuiEHw4v5ZO-hRHiAU-f5_k_l5Eq0DJsRY
[2] https://www.govtech.com/education/higher-ed/what-is-the-metaverses-future-in-k-12-and-higher-ed?utm_content=bufferff1a5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[4] https://www.psfk.com/2022/03/seouls-local-government-builds-a-metaverse-counterpart.html
[4] https://govtechsummit.eu/
[3] https://www.wipo.int/edocs/pubdocs/en/wipo-pub-944-2022-en-world-intellectual-property-report-2022.pdf
[2] https://opengovasia.com/vietnam-digital-economy-touches-us-53-billion-in-2022-q1/
[2] https://www.digitalnewsasia.com/business/malaysian-government-build-resilience-through-govtech-partnerships
[2] https://www.govtech.com/products/what-is-the-metaverse
[2] https://asean.org/wp-content/uploads/2021/10/6.-Consolidated-Strategy-on-the-4IR-for-ASEAN.pdf
[2] https://timesofindia.indiatimes.com/articleshow/91160317.cms?utm_source=contentofinterest&utm_medium=text&utm_campaign=cppst
[2] https://twitter.com/PUBLIC_Germany/status/1525480373093912577
[2] https://www.govup.nrw/

Top URLs in Tweet in G7:
[11] https://www.govtechindiasummit.com/
[4] https://www.indiatoday.in/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[4] https://www.youtube.com/watch?v=b2v0a1tp2Yg&feature=youtu.be

[3] https://www.youtube.com/watch?v=b2v0a1tp2Yg

[2] https://theprint.in/economy/citizens-centric-public-services-have-to-be-made-universally-accessible-amitabh-kant/962955/?amp
[1] https://twitter.com/anurag4d/status/1526795807831121921
[1] https://twitter.com/anurag4d/status/1523863847328616452
[1] https://twitter.com/jaijit/status/1524659668089335808
[1] https://www.indiatoday.in/amp/opinion-columns/story/unicorns-govtech-civictech-india-1948398-2022-05-12
[1] https://twitter.com/easygov/status/1521821668792242178

Top URLs in Tweet in G8:
[15] https://www.jn66dataanalytics.com/news
[7] https://www.raconteur.net/public-sector/digital-transformation-levelling-up-agenda/?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[7] https://www.ukauthority.com/articles/lincoln-council-launches-online-tool-to-report-housing-repairs/
[4] https://advice-cloud.co.uk/insights/wspd-technology-procurement-sustainability/?utm_campaign=public
[4] sector
[4] -
[4] social
[4] https://www.ukauthority.com/articles/hmrc-agrees-it-strategy-and-architecture-deal-with-cgi/
[3] https://www.ukauthority.com/articles/mod-to-create-team-for-cyber-virtual-learning-environment/?utm_content=208752264&utm_medium=social&utm_source=twitter&hss_channel=tw-1338645654
[3] https://advice-cloud.co.uk/insights/listing-on-g-cloud-start/?utm_campaign=G-Cloud

Top URLs in Tweet in G9:
[57] https://medium.com/csg-govtech/defeating-kaslr-in-modern-operating-systems-f0d441c21b6c

Top URLs in Tweet in G10:
[4] https://www.govtech.com/education/k-12/edtech-advocacy-day-modernizing-e-rate-a-policy-priority
[3] https://www.govtech.com/education/higher-ed/what-is-the-metaverses-future-in-k-12-and-higher-ed
[3] https://www.govtech.com/education/k-12/what-makes-a-smart-classroom
[2] https://www.govtech.com/education/higher-ed/oregon-colleges-urge-collaboration-for-future-of-higher-ed
[2] https://www.govtech.com/education/higher-ed/ngt-academy-training-for-cybersecurity-network-engineering
[2] https://www.govtech.com/education/higher-ed/arctic-wolf-assesses-key-cybersecurity-gaps-in-higher-ed
[2] https://www.govtech.com/education/k-12/pennsylvania-district-to-have-5-remote-learning-days-per-year
[2] https://www.govtech.com/education/higher-ed/lincoln-college-to-close-permanently-after-ransomware-attack
[2] https://www.govtech.com/education/higher-ed/san-diego-state-plans-stem-center-for-lithium-clean-energy
[1] https://www.govtech.com/education/k-12/nyc-education-dept-to-launch-its-own-online-gradebook

Top Domains
Top Domains in Tweet in Entire Graph:
[852] govtech.com
[370] pymnts.com
[145] dy.si
[94] paymentsdive.com
[87] fintechfutures.com
[85] biometricupdate.com
[82] vision33.com
[79] twitter.com
[60] medium.com
[57] forbes.com

Top Domains in Tweet in G1:
[350] pymnts.com
[86] paymentsdive.com
[83] fintechfutures.com
[81] biometricupdate.com
[45] govtech.com
[44] bankingdive.com
[44] fintechmagazine.com
[42] msn.com
[41] cnbc.com
[31] lendacademy.com

Top Domains in Tweet in G2:
[213] govtech.com
[57] dy.si
[35] forbes.com
[16] softwareaggov.com
[15] computronix.com
[13] linkedin.com
[13] prtimes.jp
[12] twitter.com
[8] com.au
[7] continuityprofessionalspulse.com

Top Domains in Tweet in G3:
[303] govtech.com
[45] voicestorm.com
[7] pheedloop.com
[6] granicus.com
[5] dy.si
[4] businesswire.com
[3] twitter.com
[3] linkedin.com
[3] ampproject.org
[3] splashthat.com

Top Domains in Tweet in G4:
[3] govtech.com

Top Domains in Tweet in G5:
[15] pymnts.com
[9] thefinanser.com
[8] govtech.com
[8] voicestorm.com
[6] paymentsdive.com
[4] biometricupdate.com
[4] cnbc.com
[3] twitter.com
[3] fintechfutures.com
[3] bankingdive.com

Top Domains in Tweet in G6:
[9] twitter.com
[5] govtechsummit.eu
[4] psfk.com
[3] govtech.com
[3] wipo.int
[2] opengovasia.com
[2] digitalnewsasia.com
[2] asean.org
[2] indiatimes.com
[2] gov.sg

Top Domains in Tweet in G7:
[11] govtechindiasummit.com
[7] youtube.com
[6] twitter.com
[5] indiatoday.in
[2] theprint.in
[1] agami.in

Top Domains in Tweet in G8:
[25] govtech.com
[23] ukauthority.com
[15] jn66dataanalytics.com
[13] co.uk
[7] raconteur.net
[3] publictechnology.net
[2] nextgov.com
[2] hukum.blog
[1] paymentsdive.com
[1] twinybots.ch

Top Domains in Tweet in G9:
[57] medium.com

Top Domains in Tweet in G10:
[60] govtech.com
[1] okt.to

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1362] fintech
[1256] govtech
[1090] insurtech
[853] finserv
[755] marketing
[474] payments
[429] web3
[341] metaverse
[339] blockchain
[312] ai



Top Hashtags in Tweet in G1:
[1207] fintech
[1012] insurtech
[767] finserv
[674] marketing
[458] payments
[415] web3
[327] blockchain
[284] neobanks
[278] metaverse
[265] govtech

Top Hashtags in Tweet in G2:
[214] govtech
[70] publicsector
[51] whereeverythingconnects
[40] ai
[36] automation
[25] cybersecurity
[24] stateandlocal
[23] localgov
[21] saggov
[19] civictech

Top Hashtags in Tweet in G3:
[74] govtech
[45] cdwsocial
[24] broadband
[18] metaverse
[18] digitaldivide
[16] accessibility
[15] cybersecurity
[13] tech
[13] k12
[13] smartcities

Top Hashtags in Tweet in G5:
[130] fintech
[94] govtech
[75] finserv
[71] marketing
[66] insurtech
[42] cybersecurity
[32] metaverse
[30] legaltech
[29] healthtech
[23] ai

Top Hashtags in Tweet in G6:
[52] govtech
[12] govtechsummit
[10] smartcities
[10] innovation
[9] govupnrw
[8] verwaltung
[8] startup
[8] digitaltrade
[8] metaverse
[8] govcon

Top Hashtags in Tweet in G7:
[57] govtech
[29] govtechindiasummit
[16] startup
[10] india
[10] unicorns
[9] startups
[9] speaker
[8] leaders
[6] future
[6] government

Top Hashtags in Tweet in G8:
[41] govtech
[13] cybersecurity
[8] techprocurement
[7] digitaltransformation
[7] techsuppliers
[6] gcloud
[5] defence
[5] gcloud13
[5] localgov
[5] zerotrust

Top Hashtags in Tweet in G10:
[4] higher
[1] education
[1] edtech
[1] literacy
[1] scienceofreading
[1] schooldistricts
[1] tech

Top Words
Top Words in Tweet in Entire Graph:
[1362] #fintech
[1307] enricomolinari
[1255] #govtech
[1090] #insurtech
[853] #finserv
[755] #marketing
[688] govtech
[519] government
[474] #payments
[436] more

Top Words in Tweet in G1:
[1207] #fintech
[1168] enricomolinari
[1012] #insurtech
[767] #finserv
[674] #marketing
[458] #payments
[415] #web3
[327] #blockchain
[294] stratorob
[284] #neobanks

Top Words in Tweet in G2:
[214] #govtech
[103] government
[91] learn
[79] digital
[70] #publicsector
[70] more
[68] future
[67] govtech
[64] tech
[61] technology

Top Words in Tweet in G3:
[199] govtechnews
[85] digital
[78] government
[74] #govtech
[66] more
[57] federal
[48] public
[48] technology
[45] #cdwsocial
[44] broadband

Top Words in Tweet in G4:
[230] trips
[116] bike
[115] research
[115] carnegie
[115] mellon
[115] university
[115] shows
[115] replacing
[115] short
[115] car

Top Words in Tweet in G5:
[130] #fintech
[119] enricomolinari
[94] #govtech
[75] #finserv
[71] #marketing
[66] #insurtech
[42] #cybersecurity
[34] douglittlejr
[32] #metaverse
[30] #legaltech

Top Words in Tweet in G6:
[52] #govtech
[37] die
[15] govtech
[15] world
[15] sommetgovtech
[14] government
[13] event
[12] 2022
[12] #govtechsummit
[12] person

Top Words in Tweet in G7:
[188] govtech
[128] easygov
[109] india
[62] anurag4d
[57] #govtech
[53] summit
[51] abhish18
[49] 2022
[48] startups
[47] amitabhk87

Top Words in Tweet in G8:
[41] #govtech
[33] government
[23] technology
[22] cyber
[21] services
[17] govtech
[14] transforming
[13] #cybersecurity
[13] ukauthority
[13] more

Top Words in Tweet in G9:
[57] defeating
[57] kaslr
[57] modern
[57] operating
[57] systems
[56] reverseame

Top Words in Tweet in G10:
[16] students
[14] technology
[13] centerdigitaled
[13] ed
[13] tech
[11] education
[10] need
[10] plans
[10] years
[9] 100

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[842] #fintech,#insurtech
[738] #insurtech,#finserv
[666] #finserv,#marketing
[349] #marketing,#web3
[271] #web3,#neobanks
[247] #neobanks,#payments
[185] #payments,#100daysofcode
[168] #marketing,#payments
[128] carnegie,mellon
[122] digital,government

Top Word Pairs in Tweet in G1:
[804] #fintech,#insurtech
[706] #insurtech,#finserv
[625] #finserv,#marketing
[337] #marketing,#web3
[262] #web3,#neobanks
[239] #neobanks,#payments
[181] #payments,#100daysofcode
[162] #marketing,#payments
[102] #flutter,#python
[96] #payments,#flutter

Top Word Pairs in Tweet in G2:
[51] ale,blog
[51] blog,shares
[51] shares,insight
[51] insight,idc
[51] idc,researcher
[51] researcher,director
[51] director,massimiliano
[51] massimiliano,claps
[51] claps,learn
[51] learn,impact

Top Word Pairs in Tweet in G3:
[40] digital,equity
[38] govtechnews,#cdwsocial
[23] state,local
[21] local,governments
[19] high,speed
[18] digital,government
[16] internet,service
[16] unprecedented,federal
[16] federal,investment
[16] investment,digital

Top Word Pairs in Tweet in G4:
[115] research,carnegie
[115] carnegie,mellon
[115] mellon,university
[115] university,shows
[115] shows,replacing
[115] replacing,short
[115] short,car
[115] car,trips
[115] trips,bike
[115] bike,scooter

Top Word Pairs in Tweet in G5:
[43] #fintech,#finserv
[33] #finserv,#marketing
[28] #fintech,#insurtech
[27] enricomolinari,#govtech
[27] #finserv,#insurtech
[27] #insurtech,#marketing
[26] indian,banks
[26] finshots,enricomolinari
[26] #govtech,#fintech
[25] largest,indian

Top Word Pairs in Tweet in G6:
[7] willst,die
[7] die,zukunft
[7] zukunft,digitalen
[7] digitalen,#verwaltung
[7] #verwaltung,mitgestalten
[7] mitgestalten,arbeitest
[7] arbeitest,#startup
[7] #startup,nimm
[7] nimm,teil
[7] teil,reverse

Top Word Pairs in Tweet in G7:
[56] govtech,india
[46] india,summit
[32] govtech,startups
[31] social,protection
[29] summit,19th
[29] 19th,2022
[24] such,amitabhk87
[23] amitabhk87,rajeevchawlaias
[20] leaders,such
[19] easygov,govtech

Top Word Pairs in Tweet in G8:
[15] government,technology
[14] transforming,government
[14] government,services
[11] services,artificial
[11] artificial,intelligence
[9] intelligence,government
[7] #digitaltransformation,drive
[7] drive,government's
[7] government's,levelling
[7] levelling,agenda

Top Word Pairs in Tweet in G9:
[57] defeating,kaslr
[57] kaslr,modern
[57] modern,operating
[57] operating,systems
[56] reverseame,defeating

Top Word Pairs in Tweet in G10:
[9] ed,tech
[7] over,next
[6] maine,bowdoincollege
[6] bowdoincollege,plans
[6] plans,invest
[6] invest,100
[6] 100,million
[6] million,infrastructure
[6] infrastructure,over
[6] next,15

Top Replied-To
Top Replied-To in Entire Graph:
@anurag4d
@serpro
@dk_analytics
@elonmusk
@jaijit
@lincolncouncil
@anamaquiroz
@skaidrap
@govtechnews
@zephyr_ebikes

Top Replied-To in G3:
@govtechnews
@nebraska_ocio
@gsacarnahan
@ryanko
@appleyar

Top Replied-To in G5:
@annieapprox

Top Replied-To in G6:
@nikolausf
@lilithwittmann
@1_m0

Top Replied-To in G7:
@anurag4d
@jaijit
@amitegov
@indianexpress
@rajananandan
@tanmay_sethi

Top Replied-To in G8:
@lincolncouncil

Top Replied-To in G10:
@sdsu
@tgrierhisd

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@stratorob
@govtechnews
@carhelmets
@easygov
@paymentsdive
@anurag4d
@reverseame
@sineaddesmond
@matlasmiller

Top Mentioned in G1:
@enricomolinari
@stratorob
@paymentsdive
@sineaddesmond
@matlasmiller
@jblefevre60
@bankingdive
@rogerhamilton
@thedigitalecos
@newsedgetech

Top Mentioned in G2:
@gogovapps
@pubintechnet
@wahcak
@portalcryptoid
@avolvesoftware
@symphony3think
@techmarketview

Top Mentioned in G3:
@govtechnews
@zackquaintance
@codeforamerica
@gadeptoftrans
@kia
@therayhighway
@nascio
@misaontario
@umich
@dustinhaisler

Top Mentioned in G4:
@carhelmets
@tmabucks

Top Mentioned in G5:
@enricomolinari
@douglittlejr
@finshots
@_wunderproject
@govtechnews
@chris_skinner
@pierr
@jeroenbart
@whiteheartvic
@heinzvhoenen

Top Mentioned in G6:
@sommetgovtech
@wirtschaftnrw
@a_pinkwart
@enricomolinari
@govtechcampusde
@onyxgovernment
@d_nrw
@psfk
@fujitsupolicyde
@lgewessler

Top Mentioned in G7:
@easygov
@anurag4d
@abhish18
@amitabhk87
@jaijit
@rajananandan
@rajeevchawlaias
@amodkumar
@rajana
@nidhibhasin7

Top Mentioned in G8:
@ukauthority
@billmew
@raconteur
@ntouk
@advicecloud
@ia
@madetech
@akwyz
@chuckdbrooks
@enricomolinari

Top Mentioned in G9:
@reverseame

Top Mentioned in G10:
@centerdigitaled
@govtechnews
@bowdoincollege
@paykamian_gt
@souashland
@oregontech
@roguecc
@mdrc_news
@awnetworks
@bluum_edtech

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@robinsnewswire
@xaelbot
@codedailybot
@crweworld
@lado_mx
@javascriptd
@cybersecurityn8
@jfsebastian146

Top Tweeters in G1:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@cybersecurityn8
@jfsebastian146
@annemariayritys
@sudeepkhatri
@codernotesbot

Top Tweeters in G2:
@robinsnewswire
@crweworld
@lado_mx
@prtimes_news
@economictimes
@m157q_news_rss
@ocr_bot
@cecalli_helper
@rehownet2
@prtimes_stup

Top Tweeters in G3:
@bot_innovation
@botfemale
@vrretweeter
@ilovebooks786
@segmentis
@iramey
@smartecocity
@stem_nastics
@b0tsci
@linuxmil

Top Tweeters in G4:
@syawal
@muddybike
@gaelicwizard
@precariousmind
@wylie_h_dallas
@oratoba
@cuyonoticias
@ninanjira
@iragsdale
@platchman

Top Tweeters in G5:
@biofares
@c_coolidge
@nicochan33
@openmarketingtv
@rldi_lamy
@drferdowsi
@sec_cyber
@adeyemoadekunl2
@gdpr25thmay18
@psb_dc

Top Tweeters in G6:
@calcaware
@euwatchers
@toiindianews
@handelsblatt
@honkhase
@bundestag_tweet
@psfk
@washingtonian
@dell
@joergprante

Top Tweeters in G7:
@indiatoday
@indianexpress
@indiatodayflash
@ucloudify
@ajaykushwaha_
@mygovindia
@debjani_ghosh_
@pmoindia
@nikhilkumarks
@product_nation

Top Tweeters in G8:
@suriyasubraman
@akwyz
@blkhwk0ps
@gdprai
@nick_barnes
@ianmcalvert
@uk_daniel_card
@ipfconline1
@grjenkin
@technojeder

Top Tweeters in G9:
@jax_masters
@perfopt0
@truneski
@davidvalles007
@w00fer
@maldevel
@andregironda
@mrbenchung
@qumqats
@ricardojrdez

Top Tweeters in G10:
@iamdrwill
@valentin0rie2
@mailtribune
@mdrc_news
@ljosephgarcia
@iste
@bowdoincollege
@sdsu
@east_hawks
@tgrierhisd