govtech, Twitter, 12/2/2019 12:15:36 PM, 217842


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govtech_2019-12-01_23-07-48.xlsx
govtech_2019-12-01_23-07-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
govtech via NodeXL http://bit.ly/35YnSdB
@govtechnews
@fmfrancoise
@jennycohn1
@sommetgovtech
@dk_analytics
@sectest9
@public_france
@emergencymgtmag
@google
@worldbank

Top hashtags:
#govtech
#security
#ai
#cybersecurity
#stateandlocal
#data
#civictech
#smartcities

Description:
Description
The graph represents a network of 3,812 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 December 2019 at 07:08 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 11-day, 21-hour, 17-minute period from Tuesday, 19 November 2019 at 16:19 UTC to Sunday, 01 December 2019 at 13:36 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 : 3812
Unique Edges : 4650
Edges With Duplicates : 3534
Total Edges : 8184
Number of Edge Types : 3
Mentions : 6817
Replies to : 100
Tweet : 1267
Self-Loops : 1267
Reciprocated Vertex Pair Ratio : 0.0395846852693056
Reciprocated Edge Ratio : 0.0761548064918851
Connected Components : 590
Single-Vertex Connected Components : 392
Maximum Vertices in a Connected Component : 2595
Maximum Edges in a Connected Component : 6593
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.226081
Graph Density : 0.000330820128291578
Modularity : 0.558193
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,812 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 December 2019 at 07:08 UTC.

The requested start date was Monday, 02 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 11-day, 21-hour, 17-minute period from Tuesday, 19 November 2019 at 16:19 UTC to Sunday, 01 December 2019 at 13:36 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:
[112] https://www.govtech.com/products/New-York-City-Creates-Chief-Algorithms-Officer-Position.html
[47] https://puutwallet.com/static/community
[35] https://www.teckedin.com/
[30] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/european-cybersecurity-what-happens-after-brexit.html
[24] https://pwc.blogs.com/publicsectormatters/2019/11/creating-a-fairer-future-for-the-uk-scaling-up-the-potential.html
[20] https://www.govtech.com/biz/Govlaunch-Building-a-Free-Innovation-Wiki-for-Government.html
[19] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-internet-looking-back-and-forward-50-years.html
[19] https://www.govtech.com/biz/Verizon-5G-First-Responder-Labs-Third-Cohort-Focused-on-AI.html
[18] https://www.govtech.com/public-safety/No-End-in-Sight-for-FirstNet-Interoperability-Debate.html
[17] https://www.govtech.com/analytics/Will-the-Census-Improve-Open-Data-Privacy-Protections.html

Top URLs in Tweet in G1:
[5] https://www.govtech.com/security/Cybersecurity-and-Democracy-Collide-Locking-Down-Elections.html
[1] https://www.govtech.com/news/Problem-With-Election-Equipment-Delays-Georgia-Counties-Vote.html
[1] https://twitter.com/jennycohn1/status/1174550762614976518
[1] https://twitter.com/equalandallied1/status/930198970558767104
[1] https://www.publicintegrity.org/2006/10/30/6644/new-media-communications
[1] https://thecommons4change.blogspot.com/2007/04/network-hosting-attorney-scandal-e.html
[1] https://www.govtech.com/security/Cybersecurity-and-Democracy-Collide-Locking-Down-Elections.html?AMP&__twitter_impression=true
[1] https://www.govtech.com/analytics/Will-the-Census-Improve-Open-Data-Privacy-Protections.html
[1] https://www.govtech.com/transportation/Reimagining-the-City-Means-Envisioning-Far-Fewer-Cars.html
[1] https://www.govtech.com/products/New-York-City-Creates-Chief-Algorithms-Officer-Position.html

Top URLs in Tweet in G2:
[32] https://www.teckedin.com/
[21] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/european-cybersecurity-what-happens-after-brexit.html
[12] https://www.govtech.com/analytics/Will-the-Census-Improve-Open-Data-Privacy-Protections.html
[10] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-internet-looking-back-and-forward-50-years.html
[8] https://www.govtech.com/security/Unauthorized-Download-Led-to-Louisiana-Ransomware-Infection.html
[8] https://www.govevents.com/DellEMC-RSA-Dec12-SM/
[8] https://events.govtech.com/Techwire-State-of-Technology-California-Industry-Forum-2019.html
[7] https://www.govtech.com/products/New-York-City-Creates-Chief-Algorithms-Officer-Position.html
[7] https://www.govevents.com/Carah-ATARC-ITMod2019-SM/
[7] https://www.govevents.com/1105-FCW-WMD-Dec11-SM/

Top URLs in Tweet in G3:
[19] https://www.govtech.com/products/New-York-City-Creates-Chief-Algorithms-Officer-Position.html
[9] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/european-cybersecurity-what-happens-after-brexit.html
[8] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-internet-looking-back-and-forward-50-years.html
[7] in
[6] to
[6] for
[6] https://pwc.blogs.com/publicsectormatters/2019/11/creating-a-fairer-future-for-the-uk-scaling-up-the-potential.html
[5] https://www.governing.com/news/headlines/Building-Data-Driven-Future-Digital-Cities-2019-Revealed.html
[4] https://www.govtech.com/fs/transportation/The-Argument-for-a-Single-Fare-System-in-a-Multimodal-World.html
[4] https://www.govtech.com/fs/transportation/Los-Angeles-County-Exploring-Congestion-Pricing-Pilot-Tests.html

Top URLs in Tweet in G4:
[10] https://www.govtechfrance.fr/
[7] https://futurescot.com/edinburgh-cyber-start-up-gets-global-recognition-at-paris-govtech-conference/
[7] https://techround.co.uk/startups/govtech-10-startups-transforming-the-public-sector/
[5] https://www.computerweekly.com/news/252474168/Collaboration-is-key-to-rapid-adoption-of-govtech-across-Europe
[4] https://www.horizonspublics.fr/numerique/les-acteurs-de-la-govtech-lassaut-du-marche-francais
[4] https://www.alliancy.fr/a-laffiche/bigdata/2019/11/15/govtech-les-etats-ont-ils-depasse-le-proof-of-concept
[4] https://www.latribune.fr/technos-medias/innovation-et-start-up/la-govtech-une-opportunite-sous-exploitee-pour-moderniser-les-services-publics-833213.html
[3] https://www.maddyness.com/2019/11/14/govtech-avenir-etat/
[3] https://diginomica.com/kohls-ceo-michelle-gass-hopes-amazon-ian-boost-black-fridaycyber-monday
[3] http://qoo.ly/3338cp

Top URLs in Tweet in G5:
[5] https://www.govtech.global/govtech-e-governance
[4] https://federalnewsnetwork.com/amtower-off-center/2019/11/basic-training-for-small-contractors-and-newbies/
[3] http://setasidealertnews.com/index.html
[2] https://federalnewsnetwork.com/reporters-notebook-jason-miller/2019/11/bid-protests-suspension-and-debarments-continue-to-drop-but-for-how-long/
[2] https://federalnewsnetwork.com/defense-main/2019/11/amazons-jedi-lawsuit-will-use-video-submissions-to-claim-political-bias/
[2] https://federalnewsnetwork.com/people/2019/11/shared-services-executive-to-depart-after-6-years-at-gsa/
[2] https://federalnewsnetwork.com/it-modernization/2019/11/gsa-promises-to-figure-out-why-transition-from-fedbizopps-struggled/
[2] https://federalnewsnetwork.com/federal-newscast/2019/11/contractors-will-need-to-start-keeping-track-of-fake-parts-they-come-across/
[2] https://www.channelnewsasia.com/news/singapore/singapore-wants-to-be-a-living-lab-for-global-ai-solutions-12109270
[1] https://federalnewsnetwork.com/cyber-chat/2019/11/why-is-a-cyber-supply-chain-important/

Top URLs in Tweet in G6:
[7] http://CA.gov
[5] https://twitter.com/IRLDeptPER/status/1200404123495084032
[5] https://medium.com/oscity/conclusiones-del-primer-encuentro-govtech-de-argentina-fb6af13b9f33
[3] https://twitter.com/CBCPolitics/status/1197237280013983748
[3] https://www.gov.ie/en/publication/c9a9c8-cruinniu-govtech-report/
[3] https://twitter.com/alxprince/status/1199309330346102785
[3] https://twitter.com/oscitylatam/status/1198732039010357248
[3] https://docs.google.com/forms/d/e/1FAIpQLSfsPmGDhsSGNgdaXrKLmIWisSHCVdmg1wWAXSOueqgMtrS9uw/viewform
[2] https://www.caf.com/en/knowledge/views/2019/09/how-govtech-can-reinvent-the-state/
[2] https://apolitical.co/solution_article/whats-the-difference-between-civic-tech-and-govtech/

Top URLs in Tweet in G7:
[11] https://www.govtech.com/biz/Verizon-5G-First-Responder-Labs-Third-Cohort-Focused-on-AI.html
[7] https://diginomica.com/arm-servers-attack-cloud-and-hpc-heres-why-enterprises-should-care
[5] https://diginomica.com/digital-impact-week-summit-why-digital-transformation-needs-be-social-transformation-well
[5] https://www.uipath.com/solutions/whitepapers/public-sector-automation-path-to-digital-government
[5] https://is.gd/QETQI5
[4] https://diginomica.com/turkey-time-dorkiest-tech-predictions-2020-so-far
[4] https://diginomica.com/digital-diy-how-lowes-underestimated-complexity-its-e-commerce-challenge
[4] https://diginomica.com/european-parliament-comes-under-fire-its-own-privacy-regulator-over-election-data-concerns
[4] https://www.governmentcomputing.com/central-government/comment/whatever-happened-to-digital-transformation
[3] https://www.publictechnology.net/articles/features/can-hull-become-world%E2%80%99s-smartest-city

Top URLs in Tweet in G8:
[5] https://prozorro.sale/
[3] http://wrld.bg/l2Gf30ovIKH
[3] http://wrld.bg/Luxq30pNDHv
[3] http://bit.ly/GovTechfieldguides
[2] http://wrld.bg/6PNd30pQ910
[2] https://medium.com/@opencontracting/governments-first-online-store-driven-by-open-data-574ba06a23ce
[1] https://blogs.worldbank.org/governance/rosie-robot-social-accountability-one-tweet-time?cid=ECR_TT_worldbank_EN_EXT
[1] http://wrld.bg/YuRs30ovkuj
[1] http://wrld.bg/ApdE30pbXjA
[1] http://wrld.bg/Znbu30pgHBi

Top URLs in Tweet in G9:
[8] https://dy.si/Vo3qSQ
[8] https://dy.si/DF1MWS
[2] https://dy.si/BAWcwD
[2] https://dy.si/bQ9EC
[2] https://fybr.com/
[2] https://engage.bah.com/Article/Redirect/eca9aee8-b3ed-4ba5-ba43-43456331a408?uc=30185&g=40aa28be-71db-416e-b62f-72619384a253&f=101988
[1] https://collaborationclouds.garnet8.co.uk/blogs/data-management-requires-radical-overhaul?d=t&i=3afd6e95-c3b0-45e7-9204-6ac78f2c3d50
[1] https://garnet8.co.uk/blogs/sustainable-agile-secure-collaborative-data-driven-processes-tasks?d=t&i=b56a5a88-d12a-4dbf-a81a-c7bbe228c5cb
[1] https://collaborationclouds.garnet8.co.uk/insight/facilitating-the-delivery-of-web-services?d=t&i=8442959c-5f3d-47e8-8479-0e225d64b3fe
[1] https://collaborationclouds.garnet8.co.uk/insight/build-line-of-business-web-application-faster?d=t&i=22262ad7-7f2e-4a1d-bd13-3fed6b772021

Top URLs in Tweet in G10:
[8] https://www.govtech.com/fs/transportation/Los-Angeles-County-Exploring-Congestion-Pricing-Pilot-Tests.html
[3] https://www.govtech.com/fs/automation/US-Military-Launches-AV-Smart-City-Project-at-Fort-Carson.html
[3] https://www.govtech.com/fs/Los-Angeles-County-Exploring-Congestion-Pricing-Pilot-Tests.html
[2] https://it.toolbox.com/guest-article/smart-cities-where-the-iot-and-ethics-converge
[2] https://www.govtech.com/smart-cities/Upgrades-Are-Making-Peculiar-Mo-into-a-Smart-Small-City.html?utm_content=buffer94671&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.govtech.com/fs/transportation/The-Argument-for-a-Single-Fare-System-in-a-Multimodal-World.html
[2] https://www.govtech.com/transportation/Reimagining-the-City-Means-Envisioning-Far-Fewer-Cars.html
[1] https://www.governing.com/news/headlines/Building-Data-Driven-Future-Digital-Cities-2019-Revealed.html
[1] https://techxplore.com/news/2019-11-transition-sustainable-cities.html
[1] https://www.wrvo.org/post/walsh-inclusion-was-key-strategy-syracuse-getting-microsoft-tech-hub

Top Domains
Top Domains in Tweet in Entire Graph:
[1080] govtech.com
[188] diginomica.com
[184] qoo.ly
[103] twitter.com
[103] linkedin.com
[74] co.uk
[65] govevents.com
[64] ukauthority.com
[47] puutwallet.com
[42] dy.si

Top Domains in Tweet in G1:
[10] govtech.com
[2] twitter.com
[1] publicintegrity.org
[1] blogspot.com

Top Domains in Tweet in G2:
[351] govtech.com
[65] govevents.com
[40] voicestorm.com
[32] teckedin.com
[24] linkedin.com
[14] twitter.com
[9] computronix.com
[6] cityofmadison.com
[5] dy.si
[4] radian6.com

Top Domains in Tweet in G3:
[311] govtech.com
[48] linkedin.com
[23] bah.com
[13] twitter.com
[9] com.br
[7] dlvr.it
[6] dy.si
[6] computerweekly.com
[6] blogs.com
[5] governing.com

Top Domains in Tweet in G4:
[90] qoo.ly
[64] diginomica.com
[32] ukauthority.com
[19] co.uk
[10] govtechfrance.fr
[10] twitter.com
[7] futurescot.com
[7] computerweekly.com
[5] maddyness.com
[5] sifted.eu

Top Domains in Tweet in G5:
[15] federalnewsnetwork.com
[5] govtech.global
[3] setasidealertnews.com
[3] twitter.com
[2] bit.ly
[2] nextgov.com
[2] channelnewsasia.com
[1] govtech.com
[1] datactics.com
[1] com.au

Top Domains in Tweet in G6:
[25] twitter.com
[9] medium.com
[7] ca.gov
[4] gov.ie
[4] google.com
[3] apolitical.co
[2] caf.com
[2] becominghuman.ai
[1] youtube.com
[1] innpulsacolombia.com

Top Domains in Tweet in G7:
[123] diginomica.com
[94] qoo.ly
[38] publictechnology.net
[31] ukauthority.com
[16] governmentcomputing.com
[16] govtech.com
[11] co.uk
[5] uipath.com
[5] is.gd
[2] teckedin.com

Top Domains in Tweet in G8:
[12] wrld.bg
[5] prozorro.sale
[3] worldbank.org
[3] bit.ly
[2] medium.com

Top Domains in Tweet in G9:
[34] co.uk
[21] dy.si
[11] linkedin.com
[4] twitter.com
[4] bah.com
[3] govtech.com
[2] fybr.com
[2] forbes.com
[1] amazon.com
[1] boozallen.com

Top Domains in Tweet in G10:
[22] govtech.com
[2] forbes.com
[2] arcweb.com
[2] toolbox.com
[1] governing.com
[1] techxplore.com
[1] wrvo.org
[1] weforum.org
[1] citymetric.com
[1] businesschief.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1930] govtech
[188] security
[184] ai
[183] cybersecurity
[172] stateandlocal
[137] data
[135] civictech
[132] smartcities
[120] technology
[117] iot



Top Hashtags in Tweet in G1:
[1] gapol

Top Hashtags in Tweet in G2:
[383] govtech
[170] stateandlocal
[158] cybersecurity
[123] security
[44] infosec
[43] smartcities
[41] cdwsocial
[40] data
[34] publicsafety
[33] ransomware

Top Hashtags in Tweet in G3:
[100] govtech
[13] ai
[12] civictech
[11] technology
[10] government
[9] localgov
[9] futureofgov
[9] smartcities
[8] egov
[7] smartcity

Top Hashtags in Tweet in G4:
[342] govtech
[39] govtechsummit
[28] ukgovtech
[24] semaineip
[14] edtech
[14] govstart2019
[14] startups
[9] digital
[8] govstart
[8] data

Top Hashtags in Tweet in G5:
[58] govtech
[28] new
[28] report
[20] analytical
[18] govcon
[18] worldwide
[17] companies
[15] investors
[9] industry
[7] published

Top Hashtags in Tweet in G6:
[73] govtech
[17] cali
[10] opendata
[9] digitalisation
[7] gobiernoabierto
[6] gobabiertolac
[6] innovacion
[6] innovacionpublica
[4] govtechsummit
[4] civictech

Top Hashtags in Tweet in G7:
[337] govtech
[79] ukgovtech
[54] security
[25] ai
[21] cloud
[11] iotsecurity
[5] automation
[4] bigdata
[4] technews
[3] blockchain

Top Hashtags in Tweet in G8:
[50] data
[49] technology
[24] govtech
[14] corruption
[4] china
[3] investinpeople
[2] transparency
[1] civictech
[1] opengov
[1] opencontracting

Top Hashtags in Tweet in G9:
[96] govtech
[36] cio
[35] ai
[32] iiot
[31] iot
[29] it
[28] technologyprospecting
[25] data
[25] digitaltransformation
[25] corporateinvestment

Top Hashtags in Tweet in G10:
[52] smartcities
[49] iot
[47] iiot
[38] govtech
[33] planning
[30] aia
[30] cto
[29] apwa
[8] cybersecurity
[6] hyperconnectedcities

Top Words
Top Words in Tweet in Entire Graph:
[2788] Words in Sentiment List#1: Positive
[1312] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[97499] Non-categorized Words
[101599] Total Words
[1930] #govtech
[635] jennycohn1
[631] voting
[620] machines
[607] report

Top Words in Tweet in G1:
[632] jennycohn1
[616] voting
[616] machines
[540] senate
[540] report
[540] contains
[540] entirely
[540] redacted
[540] section
[539] assessing

Top Words in Tweet in G2:
[383] #govtech
[232] govtechnews
[170] #stateandlocal
[158] #cybersecurity
[123] #security
[109] data
[92] city
[91] more
[84] government
[73] today

Top Words in Tweet in G3:
[100] #govtech
[52] government
[48] govtech
[47] technology
[45] data
[44] more
[39] cybersecurity
[35] city
[31] public
[30] officer

Top Words in Tweet in G4:
[342] #govtech
[120] govtech
[96] ukauthority
[95] public
[73] france
[69] sommetgovtech
[62] diginomica
[61] public_team
[51] digital
[44] services

Top Words in Tweet in G5:
[58] #govtech
[49] dk_analytics
[31] aclima
[31] aidtechnology
[31] ambiencedata
[31] amcsgroup1
[31] auntbertha
[31] autogridsystems
[31] azavea
[31] blackberry

Top Words in Tweet in G6:
[73] #govtech
[42] govtech
[29] encuentro
[28] red
[21] américa
[21] latina
[20] oecdgov
[20] ocdeenespanol
[19] futuro
[18] gobierno

Top Words in Tweet in G7:
[337] #govtech
[121] diginomica
[82] news
[81] community
[79] #ukgovtech
[61] ukauthority
[54] #security
[52] govinfosecurity
[51] digital
[43] government

Top Words in Tweet in G8:
[74] governments
[53] around
[50] world
[50] #data
[49] today
[49] millions
[49] people
[49] continue
[49] suffer
[49] poverty

Top Words in Tweet in G9:
[96] #govtech
[36] #cio
[35] #ai
[32] #iiot
[31] #iot
[29] #it
[29] kirkdborne
[28] #technologyprospecting
[27] tc_ventures
[26] data

Top Words in Tweet in G10:
[52] #smartcities
[52] smart
[49] #iot
[47] #iiot
[42] cities
[38] #govtech
[33] #planning
[30] #aia
[30] #cto
[29] #apwa

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[618] voting,machines
[541] senate,report
[541] report,contains
[541] contains,entirely
[541] entirely,redacted
[541] redacted,section
[540] assessing,voting
[540] machines,senate
[540] section,russian
[540] russian,activity

Top Word Pairs in Tweet in G1:
[616] voting,machines
[540] senate,report
[540] report,contains
[540] contains,entirely
[540] entirely,redacted
[540] redacted,section
[539] assessing,voting
[539] machines,senate
[539] section,russian
[539] russian,activity

Top Word Pairs in Tweet in G2:
[143] #govtech,#stateandlocal
[32] login,required
[32] required,access
[32] register,today
[29] access,news
[29] news,links
[29] links,over
[29] over,2400
[27] latest,#technews
[26] #security,#govtech

Top Word Pairs in Tweet in G3:
[29] government,technology
[15] chief,algorithms
[15] creates,chief
[14] algorithms,officer
[14] officer,position
[13] york,city
[13] city,creates
[12] 50,years
[12] civic,tech
[10] collaboration,key

Top Word Pairs in Tweet in G4:
[92] #govtech,ukauthority
[61] #govtech,diginomica
[28] govtechcloud,#ukgovtech
[28] #ukgovtech,community
[28] community,news
[24] dreamforce,2019
[24] public,sector
[23] govtech,france
[19] services,publics
[19] start,ups

Top Word Pairs in Tweet in G5:
[31] aclima,aidtechnology
[31] aidtechnology,ambiencedata
[31] ambiencedata,amcsgroup1
[31] amcsgroup1,auntbertha
[31] auntbertha,autogridsystems
[31] autogridsystems,azavea
[31] azavea,blackberry
[31] blackberry,getblyncsy
[20] #analytical,#report
[20] dk_analytics,aclima

Top Word Pairs in Tweet in G6:
[21] américa,latina
[18] gobierno,abierto
[17] abierto,innovador
[14] #cali,segundo
[14] segundo,día
[14] día,trabajo
[14] trabajo,red
[14] red,ocdeenespanol
[14] ocdeenespanol,gobierno
[14] innovador,américa

Top Word Pairs in Tweet in G7:
[102] #govtech,diginomica
[79] #ukgovtech,community
[79] community,news
[61] #govtech,ukauthority
[52] #govtech,#security
[35] #govtech,govcomputing
[35] diginomica,diginomica_gov
[34] dreamforce,2019
[33] #govtech,publictech
[19] digital,transformation

Top Word Pairs in Tweet in G8:
[50] around,world
[49] millions,people
[49] people,around
[49] world,continue
[49] continue,suffer
[49] suffer,poverty
[49] poverty,#data
[49] #data,#technology
[49] #technology,enable
[49] enable,governments

Top Word Pairs in Tweet in G9:
[21] #iot,#iiot
[19] #iiot,#govtech
[12] #govtech,#statelocalit
[12] #bigdata,#datascience
[11] #cio,#cto
[9] #govtech,#smes
[9] #smes,#digitaltransformation
[9] boozallen,#bigdata
[8] time,value
[8] #it,#cio

Top Word Pairs in Tweet in G10:
[40] #iot,#iiot
[27] #aia,#apwa
[27] smart,cities
[25] #smartcities,#iot
[24] #iiot,#govtech
[21] congestion,pricing
[15] smart,city
[14] #govtech,#aia
[13] #apwa,#planning
[10] #planning,#cto

Top Replied-To
Top Replied-To in Entire Graph:
@dk_analytics
@aclima
@birdride
@codeforbtv
@jmilei
@sommetgovtech
@actinolite
@us_cybercom
@talentsoft
@equalandallied1

Top Replied-To in G1:
@equalandallied1

Top Replied-To in G2:
@codeforbtv
@bettemidler
@i4dzn
@marcorubio
@cityofsandiego
@la_comotion
@ncpublicsafety
@cityofpeculiar
@ladepthealth
@davidjohngrady

Top Replied-To in G4:
@birdride
@talentsoft
@pyduan
@axellelemaire
@mbgirard
@rolandberger
@sommetgovtech
@pix_officiel
@rombeaucher
@echiva

Top Replied-To in G5:
@dk_analytics
@aclima
@bryanglick
@codeforamerica
@sarasti

Top Replied-To in G6:
@jmilei
@podonovan
@psanabria
@lucasjolias

Top Replied-To in G7:
@fabriziobustama
@mycoloradogov

Top Replied-To in G9:
@actinolite

Top Mentioned
Top Mentioned in Entire Graph:
@jennycohn1
@govtechnews
@diginomica
@ukauthority
@sommetgovtech
@public_team
@billmew
@douglittlejr
@worldbank

Top Mentioned in G1:
@jennycohn1
@equalandallied1
@andrew_westrope
@lovetogive2
@segreenhalgh

Top Mentioned in G2:
@govtechnews
@douglittlejr
@dustinhaisler
@tryteckedin
@xynexis
@nascio
@bamitav
@govcso
@cityofmadisonit
@risksense

Top Mentioned in G3:
@thecloudnetwork
@hybrid_circle
@nincoroby
@34northdrones
@logicalisus

Top Mentioned in G4:
@ukauthority
@sommetgovtech
@diginomica
@public_team
@public_france
@axellelemaire
@mew_era
@billmew
@govtechcloud
@danielkorski

Top Mentioned in G5:
@dk_analytics
@aidtechnology
@ambiencedata
@amcsgroup1
@auntbertha
@autogridsystems
@azavea
@blackberry
@getblyncsy
@aclima

Top Mentioned in G6:
@oecdgov
@ocdeenespanol
@veeduriabogota
@agendacaf
@stransparencia
@brazillab
@oscitylatam
@a_riverap
@lucasjolias
@enrique_za

Top Mentioned in G7:
@diginomica
@ukauthority
@govinfosecurity
@publictech
@govcomputing
@diginomica_gov
@billmew
@techuk
@govtech
@verizon

Top Mentioned in G8:
@worldbank
@wbg_gov
@wbg_ict
@opencontracting
@yaso
@cuducos
@wb_asiapacific
@quintagroup

Top Mentioned in G9:
@kirkdborne
@tc_ventures
@boozallen
@garnet8ltd
@spatialace
@smartcityc
@karenwygis
@vishalpanchal85
@medallia

Top Mentioned in G10:
@smartcityc
@marlon_boarnet
@la_comotion
@tdsskip
@itdpus
@donaldshoup
@itdp_hq
@govtechnews
@metrolosangeles
@via_transit

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@oldlady12345
@arkangelscrap
@sectest9
@pandoraskids
@robre62
@geoffrey_payne
@gamergeeknews
@startupsbot
@evankirstel

Top Tweeters in G1:
@cindy_52s
@netminnow
@kenkircher1
@lovetogive2
@b140tweet
@purplegarter1
@publicoutcrysy
@loulachat
@penndragonart
@tadrow

Top Tweeters in G2:
@sectest9
@gamergeeknews
@rvp
@santchiweb
@cybersec_feeds
@watchdogsniffer
@zftwarning
@mig30m6
@digitaldecoded1
@tmmmarshall

Top Tweeters in G3:
@aldoceccarelli
@schestowitz
@thecloudnetwork
@carlesdijous
@drsonamsharma
@llsousa_
@johntheutahn
@saeedbaygi
@crm_cws_cloud
@suriyasubraman

Top Tweeters in G4:
@costeslioneler
@1kilroywashere
@rldi_lamy
@lesguer_lionel
@bcabanetwork
@sspxs
@scalarhumanity
@latribune
@joelgombin
@jedichaz

Top Tweeters in G5:
@channelnewsasia
@jennykim
@ridlrmum
@karenhunter
@meganesque
@warwickmansell
@cmegroup
@rgsiii
@amazon
@blackberry

Top Tweeters in G6:
@alcaldiadecali
@jmilei
@santisiri
@alxprince
@innpulsacol
@donrudi
@laurapaonessa
@jaypako
@vicecolombia
@doxarquia

Top Tweeters in G7:
@chidambara09
@myloc_tracker
@smoothsale
@debraruh
@vesperuk
@longitude0
@silentseawolf
@hanslak
@wef
@rtehrani

Top Tweeters in G8:
@eloycam2012
@entwistletx
@mjcoffeeholick
@egomezislas
@sheilamaestroz
@onelag
@suncemore1
@michael_oyakojo
@zoranhorus
@martinegayon

Top Tweeters in G9:
@arkangelscrap
@caring_mobile
@thecuriousluke
@kirkdborne
@datadrivencare
@fullnam35087976
@erudruida
@iottogether
@sboots
@scoshield

Top Tweeters in G10:
@gecko39
@metro
@_kennyuong_
@wiomax_md
@tdf__ademe
@carterrubin
@smartgrowthusa
@grutli
@kingcountywa
@chrisfabianpbb