govtech, Twitter, 7/18/2019 2:54:03 PM, 203494


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govtech_2019-07-17_11-59-26.xlsx
govtech_2019-07-17_11-59-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 18, 2019
Short Description:
govtech via NodeXL http://bit.ly/32BFZ8A
@govtechnews
@apoliticalco
@sectest9
@kirkdborne
@billmew
@cybersec_feeds
@amanvincent
@ldn_cdo
@cifuentesaura
@gis_bandit

Top hashtags:
#govtech
#ai
#cybersecurity
#bigdata
#stateandlocal
#digitaltransformation
#fintech
#tech

Description:
Description
The graph represents a network of 3,238 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 Wednesday, 17 July 2019 at 19:00 UTC.

The requested start date was Tuesday, 16 July 2019 at 00:01 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 12-day, 13-hour, 2-minute period from Wednesday, 03 July 2019 at 10:58 UTC to Tuesday, 16 July 2019 at 00:00 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 : 3238
Unique Edges : 3796
Edges With Duplicates : 3337
Total Edges : 7133
Number of Edge Types : 3
Mentions : 5432
Tweet : 1570
Replies to : 131
Self-Loops : 1570
Reciprocated Vertex Pair Ratio : 0.0341716785128486
Reciprocated Edge Ratio : 0.0660851176315094
Connected Components : 674
Single-Vertex Connected Components : 443
Maximum Vertices in a Connected Component : 1675
Maximum Edges in a Connected Component : 5303
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.140657
Graph Density : 0.000360924860653237
Modularity : 0.520822
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[73] https://www.teckedin.com/
[66] http://fintechnews.ch/govtech/smart-city-fintech-why/28661/
[53] https://dy.si/o4gz2i
[47] https://www.govtech.com/security/Cybersecurity-Leaders-Prepare-for-a-New-Decade-of-Threats.html
[32] https://www.govtech.com/public-safety/Police-Leaders-Debate-Merits-of-Using-Data-to-Predict-Crime.html
[28] https://www.govtech.com/computing/Public-Officials-Cant-Block-Twitter-Accounts-Contributed.html
[22] https://www.govtech.com/products/North-Carolina-Creates-Task-Force-on-Blockchain-Deployments.html
[22] https://jp.techcrunch.com/2019/07/05/graffer-kobe/
[19] https://www.govtech.com/security/Los-Angeles-County-Hospitals-Clinics-Suffer-Data-Breach.html
[19] https://www.govevents.com/Cloudera-July16-SM/

Top URLs in Tweet in G1:
[18] https://jp.techcrunch.com/2019/07/05/graffer-kobe/
[12] https://www.govtech.com/security/Cybersecurity-Leaders-Prepare-for-a-New-Decade-of-Threats.html
[11] a
[9] https://www.govtech.com/public-safety/Police-Leaders-Debate-Merits-of-Using-Data-to-Predict-Crime.html
[8] http://fintechnews.ch/govtech/smart-city-fintech-why/28661/
[6] to
[5] https://www.govtech.com/security/FDA-Warns-of-Insulin-Pump-Cybersecurity-Vulnerabilities.html
[5] https://www.govtech.com/fs/transportation/Scores-of-Cities-Counties-Commit-to-Electric-Fleet-Future.html
[5] https://www.govtech.com/education/Colorado-University-Launches-Online-Course-on-Cannabis.html
[5] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-DC-Launches-Innovation-Contest.html

Top URLs in Tweet in G2:
[15] https://www.govtech.com/products/North-Carolina-Creates-Task-Force-on-Blockchain-Deployments.html
[15] RoadBotics
[12] |
[11] https://www.govtech.com/biz/5-Ways-Gov-Tech-Companies-Work-to-Safeguard-User-Data.html
[10] https://www.govtech.com/security/Cybersecurity-Leaders-Prepare-for-a-New-Decade-of-Threats.html
[10] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Boston-Shares-Key-Performance-Data.html
[10] https://www.govtech.com/dc/articles/Digital-Counties-Survey-2019-Results.html
[9] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-DC-Launches-Innovation-Contest.html
[9] https://www.govtech.com/biz/Mastercard-Debuts-Card-to-Act-as-ID-Payment-for-Underserved.html
[8] https://www.govtech.com/policy/As-Privacy-Concerns-Grow-States-Create-Bold-Policies.html

Top URLs in Tweet in G3:
[52] https://dy.si/o4gz2i
[14] https://dy.si/VZYU9
[13] https://dy.si/51CCV
[13] https://code.gov/
[13] https://dy.si/XQpca
[12] https://engage.bah.com/Article/Redirect/94e7ebdf-0363-41bd-a4b1-a86c09ed51f2?uc=30185&g=7d579eec-afd5-4445-b2e2-fefc8b5b6fa4&f=67484
[11] https://www.nextgov.com/ideas/2019/07/how-behavioral-science-could-improve-federal-programs/158191/
[10] https://www.governmentciomedia.com/cxo-tech-forum-state-cyber-2019?utm_source=GovEvents&utm_medium=Social&utm_campaign=Promo
[10] https://dy.si/oSMXjj
[9] https://www.govevents.com/DellEMC-MagazineSpread-SM/

Top URLs in Tweet in G4:
[1] https://www.govtech.com/public-safety/Police-Leaders-Debate-Merits-of-Using-Data-to-Predict-Crime.html
[1] https://www.govtech.com/public-safety/Police-Leaders-Debate-Merits-of-Using-Data-to-Predict-Crime.html?AMP&__twitter_impression=true
[1] https://www.govtech.com/em/safety/Camp-Encourages-girls-to-Pursue-a-Career-in-Firefighting.html
[1] https://www.govtech.com/data/Just-How-Common-Are-Body-Cameras-in-Police-Departments.html

Top URLs in Tweet in G5:
[64] https://www.teckedin.com/
[16] https://www.govevents.com/Cloudera-July16-SM/
[16] https://www.govtech.com/library/papers/How-Cisco-Helps-Fulfill-Key-NIST-Cybersecurity-Framework-Controls-117142.html
[15] https://www.govtech.com/security/Cybersecurity-Leaders-Prepare-for-a-New-Decade-of-Threats.html
[12] https://www.teckedin.com/TechnologyLessonsLearned.html
[7] https://www.govtech.com/security/NGA-Names-States-Territories-for-Cybersecurity-Program.html
[5] https://www.msn.com/en-gb/finance/technology/us-government-is-working-on-mysterious-malware-detection-project/ar-AADw1jD
[5] https://www.govevents.com/DHTech-Cisco-July18-SM/
[4] https://www.nextgov.com/cybersecurity/2019/07/nsa-isnt-always-following-its-own-cybersecurity-policies-watchdog-says/158261/
[4] https://www.govtech.com/security/Audit-Oregon-DAS-Behind-on-Basic-Cybersecurity-Safeguards.html

Top URLs in Tweet in G6:
[17] https://apolitical.co/solution_article/what-is-govtech-the-400bn-market-shaking-up-public-sector-procurement/
[16] https://link.medium.com/ewC7Gu6J2X
[9] https://medium.com/@SmartLondon/thoughts-on-supporting-govtech-solutions-across-londons-public-sector-f096b2819af1
[7] https://diginomica.com/time-professionally-qualified-developers
[6] https://diginomica.com/what-can-enterprise-software-learn-genomic-research
[6] https://diginomica.com/why-would-coupa-take-corporate-payments-market-look-inside-coupa-pays-big-push
[6] https://diginomica.com/sap-successfactors-hana-migration-done-hyperscale-next
[6] http://snip.ly/ghdcoe
[5] https://diginomica.com/walmart-needs-make-some-e-commerce-adjustments-1-billion-loss-rumored
[5] https://diginomica.com/enterprise-hits-and-misses-gdpr-whack-mole-blockchained-hr-dodgy-retail

Top URLs in Tweet in G7:
[51] http://fintechnews.ch/govtech/smart-city-fintech-why/28661/
[6] https://pages.nist.gov/GCTC/uploads/blueprints/2019-Municipal-IoT-Blueprint-GCTC-WSC-FINAL-Jul-2019.pdf
[4] https://cities-today.com/moscow-to-house-5g-demo-centre/
[3] https://www.youtube.com/watch?v=BSlFWfDDHSc

[3] https://www.teckedin.com/
[2] https://cities-today.com/changing-the-way-cities-work/
[2] https://www.youtube.com/watch?v=t6h0wVqeBJI

[2] https://www.techuk.org/insights/opinions/item/15693-meet-the-public-sector-tech-innovator
[2] https://www.techuk.org/events/briefing/item/15352-demystifying-local-gov-growing-the-local-govtech-market
[2] https://www.fastcompany.com/90360528/the-code-that-powers-our-lives-has-a-hidden-environmental-toll?utm_campaign=Compass&utm_medium=email&utm_source=Revue

Top URLs in Tweet in G8:
[12] https://medium.com/oscity/os-city-una-apuesta-por-el-govtech-en-am%C3%A9rica-latina-9ea6b93b8cb8
[9] https://www.caf.com/es/actualidad/noticias/2019/07/las-govtech-y-el-futuro-del-gobierno/?parent=2191&social=twitter
[7] https://www.lumitblockchain.com/?lang=es
[6] https://www.caf.com/es/actualidad/noticias/2019/07/las-govtech-y-el-futuro-del-gobierno/?parent=36340&social=twitter
[4] https://www.govtechlab.lt/
[1] https://www.lemonde.fr/economie/article/2018/09/23/l-etat-passe-en-mode-start-up_5359074_3234.html
[1] https://www2.deloitte.com/insights/us/en/industry/public-sector/government-trends/2020/ai-augmented-government.html?id=us:2sm:3tw:4di5209:5awa:6di:070819:wdeggers:gt20:author&pkid=1006416
[1] https://www.lrt.lt/en/news-in-english/19/1075404/startups-to-venture-into-lithuania-s-public-sector
[1] https://twitter.com/AgendaCAF/status/1149085918181175296
[1] http://agendapublica.elpais.com/como-acelerar-la-transformacion-digital-del-sector-publico/

Top URLs in Tweet in G9:
[7] https://pages.nist.gov/GCTC/uploads/blueprints/2019-Municipal-IoT-Blueprint-GCTC-WSC-FINAL-Jul-2019.pdf
[3] https://www.islt.com.br/
[3] https://www.govtech.com/security/Cybersecurity-Leaders-Prepare-for-a-New-Decade-of-Threats.html
[2] https://www.arcweb.com/blog/smart-city-project-best-practices-arc-annual-forum
[2] https://www.axios.com/china-is-pulling-ahead-of-north-america-on-smart-cities-323f39f8-f67b-4d85-b09f-2fdc2710cea4.html
[2] http://feedproxy.google.com/~r/TheBusinessOfGovernmentRadioHour/~3/1um6TQ7sESE/
[2] https://www.govtech.com/smart-cities/5-Strategies-for-Rethinking-Smart-City-ROI-Contributed.html
[2] https://www.govtech.com/smart-cities/Network-Brings-Together-Universities-Cities-for-Innovation.html
[1] https://dy.si/Mq4r2j
[1] https://www.forbes.com/sites/charlestowersclark/2019/06/25/logistics-and-infrastructure-in-smart-cities-part-two-of-two/#37e43fe922bc

Top URLs in Tweet in G10:
[7] https://www.esri.com/arcgis-blog/products/arcgis-hub/constituent-engagement/launch-a-website-in-five-steps/
[6] https://assets.esri.com/content/dam/esrisites/en-us/media/brochures/arcgis-enterprise-functionality-matrix.pdf
[6] https://community.esri.com/community/implementing-arcgis/blog/2019/06/12/2019-esri-international-user-conference-suggested-events-activities-for-gis-managers
[4] https://www.esri.com/arcgis-blog/products/announcements/announcements/arcgis-enterprise-at-the-2019-esri-user-conference/?adumkts=product&adupro=ArcGIS_Enterprise&aduc=social&adum=external&aduSF=twitter&utm_Source=social&aduca=ArcGIS_Enterprise_Promotions&adut=uc2019enterprisepaths&sf_id=701f2000000muhQAAQ&adbsc=social2785951&adbid=1140993253572923392&adbpl=tw&adbpr=80676821
[2] https://www.youtube.com/watch?v=Ma2AQtr7wXQ&feature=youtu.be

[2] https://www.arcgis.com/apps/opsdashboard/index.html#/f0ac328d88c74d07aa2ee385abe2a41b
[1] https://twitter.com/esrislgov/status/1146141988208537600
[1] https://lnkd.in/eyiyH7g
[1] https://lnkd.in/ezqd9tA
[1] https://lnkd.in/e-NmVw4

Top Domains
Top Domains in Tweet in Entire Graph:
[1306] govtech.com
[259] dy.si
[213] qoo.ly
[158] diginomica.com
[125] twitter.com
[92] lnkd.in
[90] co.uk
[89] teckedin.com
[67] fintechnews.ch
[63] govevents.com

Top Domains in Tweet in G1:
[357] govtech.com
[40] lnkd.in
[25] dy.si
[19] techcrunch.com
[14] twitter.com
[8] fintechnews.ch
[7] com.br
[6] gov.uk
[5] govtechleaders.com
[4] nextgov.com

Top Domains in Tweet in G2:
[375] govtech.com
[12] roadbotics.com
[9] forbes.com
[9] computronix.com
[8] twitter.com
[7] lnkd.in
[4] elgl.org
[4] accela.com
[3] citygrader.com
[3] medium.com

Top Domains in Tweet in G3:
[206] dy.si
[48] twitter.com
[42] govtech.com
[39] bah.com
[31] govevents.com
[13] code.gov
[12] nextgov.com
[10] governmentciomedia.com
[9] govloop.com
[7] teckedin.com

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

Top Domains in Tweet in G5:
[76] teckedin.com
[70] govtech.com
[31] govevents.com
[15] carahsoft.com
[5] msn.com
[5] nextgov.com
[4] twitter.com
[4] axios.com
[3] fintechnews.ch
[3] dy.si

Top Domains in Tweet in G6:
[210] qoo.ly
[158] diginomica.com
[36] publictechnology.net
[36] co.uk
[31] medium.com
[23] governmentcomputing.com
[22] apolitical.co
[14] ukauthority.com
[10] com.br
[7] twitter.com

Top Domains in Tweet in G7:
[51] fintechnews.ch
[36] co.uk
[8] cities-today.com
[6] nist.gov
[5] youtube.com
[4] techuk.org
[3] teckedin.com
[2] twitter.com
[2] fastcompany.com
[2] lnkd.in

Top Domains in Tweet in G8:
[15] caf.com
[12] medium.com
[7] lumitblockchain.com
[4] govtechlab.lt
[3] twitter.com
[1] lemonde.fr
[1] deloitte.com
[1] lrt.lt
[1] elpais.com
[1] jeuneafrique.com

Top Domains in Tweet in G9:
[9] dy.si
[7] govtech.com
[7] nist.gov
[3] com.br
[2] forbes.com
[2] arcweb.com
[2] axios.com
[2] google.com
[2] nano-magazine.com
[2] phys.org

Top Domains in Tweet in G10:
[23] esri.com
[13] lnkd.in
[2] youtube.com
[2] arcgis.com
[1] twitter.com
[1] bah.com
[1] ukauthority.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2146] govtech
[379] ai
[244] cybersecurity
[209] bigdata
[199] stateandlocal
[175] digitaltransformation
[174] fintech
[150] tech
[148] cloud
[147] security



Top Hashtags in Tweet in G1:
[101] govtech
[18] cybersecurity
[11] government
[9] fintech
[8] security
[8] civictech
[8] technology
[7] data
[7] privacy
[7] software

Top Hashtags in Tweet in G2:
[268] govtech
[172] stateandlocal
[47] security
[40] civictech
[33] cannabis
[24] publicsafety
[24] data
[22] localgov
[17] cybersecurity
[17] blockchain

Top Hashtags in Tweet in G3:
[228] govtech
[218] ai
[195] bigdata
[139] machinelearning
[93] datascience
[82] digitaltransformation
[67] rpa
[42] civictech
[39] nlproc
[39] cx

Top Hashtags in Tweet in G4:
[2] publicsafety
[2] bodycameras
[2] lawenforcement
[1] fireservice
[1] firefighting
[1] recruiting
[1] firefiighter
[1] leadership
[1] technology
[1] police

Top Hashtags in Tweet in G5:
[174] govtech
[170] cybersecurity
[68] legaltech
[64] ciso
[63] technews
[63] fintech
[60] healthtech
[57] bugbounty
[56] cloud
[54] gdpr

Top Hashtags in Tweet in G6:
[619] govtech
[82] ukgovtech
[63] security
[25] tech
[22] cloud
[13] brasil
[12] governodigital
[12] brasildigital
[12] transformacaodigital
[11] dos4

Top Hashtags in Tweet in G7:
[116] govtech
[66] smartcity
[53] fintech
[33] innovation
[31] smes
[27] government
[27] data
[23] business
[22] cloud
[19] digitaltransformation

Top Hashtags in Tweet in G8:
[45] govtech
[16] colombia
[13] mitagds
[8] lithuania
[8] eip
[8] pnd
[8] transformacióndigital
[7] blockchain
[6] artificialintelligence
[6] government

Top Hashtags in Tweet in G9:
[70] govtech
[53] smartcities
[49] iot
[32] iiot
[24] planning
[20] cio
[17] aia
[16] ai
[9] 5g
[9] cdwsocial

Top Hashtags in Tweet in G10:
[43] gis
[39] govtech
[32] arcgis
[32] esri
[15] cio
[15] cto
[14] statelocalit
[13] esriuc
[13] tech
[12] mapping

Top Words
Top Words in Tweet in Entire Graph:
[3241] Words in Sentiment List#1: Positive
[1683] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[95187] Non-categorized Words
[100111] Total Words
[2145] #govtech
[523] government
[415] new
[412] data
[379] #ai

Top Words in Tweet in G1:
[101] #govtech
[94] government
[78] technology
[53] s
[51] data
[51] new
[35] govtech
[34] more
[34] county
[28] leaders

Top Words in Tweet in G2:
[267] #govtech
[226] govtechnews
[172] #stateandlocal
[82] s
[74] new
[63] more
[62] government
[59] tech
[58] data
[47] #security

Top Words in Tweet in G3:
[307] kirkdborne
[228] #govtech
[218] #ai
[195] #bigdata
[138] #machinelearning
[105] data
[99] help
[93] #datascience
[86] federal
[82] #digitaltransformation

Top Words in Tweet in G4:
[167] police
[165] predictive
[165] policing
[165] 'we
[165] '
[164] three
[164] years
[164] find
[164] effective
[164] palo

Top Words in Tweet in G5:
[174] #govtech
[170] #cybersecurity
[118] douglittlejr
[68] #legaltech
[67] up
[64] crowd
[64] sourced
[64] #ciso
[64] more
[63] #technews

Top Words in Tweet in G6:
[619] #govtech
[156] diginomica
[152] ukauthority
[94] community
[92] news
[82] #ukgovtech
[77] govcomputing
[76] digital
[72] public
[70] billmew

Top Words in Tweet in G7:
[116] #govtech
[75] city
[65] #smartcity
[60] fintech
[59] smart
[58] important
[57] ingredient
[57] ambition
[53] #fintech
[52] fintechch

Top Words in Tweet in G8:
[45] #govtech
[36] agendacaf
[35] sector
[29] oscitylatam
[26] pãºblico
[26] govtech
[25] lucasjolias
[19] e
[19] impulsar
[18] público

Top Words in Tweet in G9:
[70] smart
[70] #govtech
[55] cities
[53] #smartcities
[49] #iot
[35] smartcityc
[32] #iiot
[24] #planning
[20] #cio
[17] #aia

Top Words in Tweet in G10:
[43] #gis
[39] #govtech
[32] #arcgis
[32] #esri
[29] gis_bandit
[18] esri
[18] esriuc
[15] #cio
[15] #cto
[14] new

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[173] palo,alto
[169] predictive,policing
[169] alto,police
[169] police,spokeswoman
[168] three,years
[166] policing,three
[166] years,'we
[166] 'we,find
[166] find,effective
[166] effective,'

Top Word Pairs in Tweet in G1:
[48] government,technology
[25] 神戸市とグラファーがgovtechで連携,介護保健サービス事業者向け手続きガイドを共同開発
[12] check,out
[12] techcrunch,japan
[11] north,carolina
[11] 介護保健サービス事業者向け手続きガイドを共同開発,techcrunch
[10] new,decade
[10] u,s
[10] police,leaders
[10] virtual,robots

Top Word Pairs in Tweet in G2:
[123] #govtech,#stateandlocal
[33] north,carolina
[31] #security,#govtech
[26] digital,counties
[20] #stateandlocal,#govtech
[18] #civictech,#govtech
[18] tech,companies
[18] counties,survey
[16] act,id
[16] id,payment

Top Word Pairs in Tweet in G3:
[96] #bigdata,#machinelearning
[79] ht,kirkdborne
[53] #ai,help
[52] #rpa,#ai
[52] help,speed
[52] speed,review
[52] review,medicare
[52] medicare,claims
[52] claims,#bigdata
[50] #machinelearning,#datascience

Top Word Pairs in Tweet in G4:
[165] predictive,policing
[164] policing,three
[164] three,years
[164] years,'we
[164] 'we,find
[164] find,effective
[164] effective,'
[164] ',palo
[164] palo,alto
[164] alto,police

Top Word Pairs in Tweet in G5:
[64] crowd,sourced
[63] sourced,#technews
[61] sign,up
[58] login,sign
[40] offers,crowd
[40] #technews,#tech
[40] without,requiring
[40] requiring,login
[37] #govtech,#edtech
[33] #cio,#ciso

Top Word Pairs in Tweet in G6:
[142] #govtech,ukauthority
[138] #govtech,diginomica
[82] #ukgovtech,community
[82] community,news
[74] #govtech,govcomputing
[61] #govtech,#security
[38] public,sector
[33] #govtech,publictech
[31] diginomica,diginomica_gov
[19] public,services

Top Word Pairs in Tweet in G7:
[59] smart,city
[57] fintech,important
[57] important,ingredient
[57] ingredient,smart
[57] city,ambition
[49] fintechch,fintech
[47] #fintech,#govtech
[46] ambition,#fintech
[46] #govtech,#smartcity
[43] #smartcity,#inno

Top Word Pairs in Tweet in G8:
[17] necesitan,nuevas
[17] nuevas,alianzas
[17] privadas,incubar
[17] incubar,e
[17] e,impulsar
[16] agendacaf,necesitan
[13] alianzas,pãºblico
[13] pãºblico,privadas
[13] impulsar,innovaciã
[13] innovaciã,n

Top Word Pairs in Tweet in G9:
[48] smart,cities
[21] #smartcities,#iot
[14] #iot,#iiot
[14] #iiot,#govtech
[11] cities,#smartcities
[9] #iot,#govtech
[9] #govtech,#aia
[7] artificial,intelligence
[7] #aia,#govtech
[7] #govtech,#iiot

Top Word Pairs in Tweet in G10:
[14] #cio,#cto
[14] #govtech,#statelocalit
[10] #arcgisenterprise,#arcgisadmin
[10] #govtech,#esriuc
[10] #esri,#arcgis
[9] #govtech,#esri
[9] #gis,#mapping
[9] #tech,#govtech
[9] #mapping,#maps
[9] #gis,#esri

Top Replied-To
Top Replied-To in Entire Graph:
@liz_wheeler
@senatemajldr
@aoc
@senwarren
@judicialwatch
@i4dzn
@woozleweasels
@equalandallied1
@puutwallet
@ford

Top Replied-To in G1:
@mantispr

Top Replied-To in G2:
@ford
@accelasoftware
@ltgovdanforest
@marketplacecity
@govraimondo
@cityofloveland
@inrix
@iflyultracam
@cityoferiepa
@govtechnews

Top Replied-To in G3:
@boozallen

Top Replied-To in G5:
@senatemajldr
@judicialwatch
@senwarren
@i4dzn
@woozleweasels
@aynrandpaulryan
@techristic
@theresajhall
@realclearnews
@hc_finance

Top Replied-To in G6:
@public_team
@nsagov
@tech_analyst_uk
@luminarylabs

Top Replied-To in G8:
@oscitylatam

Top Replied-To in G9:
@transitxcorp

Top Replied-To in G10:
@gispublicsafety
@janchristian_01
@spatialace
@taishariccara
@gis_advocate
@arcgisonline

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@kirkdborne
@d__marciniak
@diginomica
@ukauthority
@douglittlejr
@govcomputing
@billmew
@tryteckedin
@puutwallet

Top Mentioned in G1:
@flbrit
@miottawa
@watambo
@govshop

Top Mentioned in G2:
@govtechnews
@accelasoftware
@daviddinenberg
@kind_financial
@roadboticsna
@citypossible
@elgl50
@ltgovdanforest
@cityofboston
@kwyatt23

Top Mentioned in G3:
@kirkdborne
@theadamgabriel
@usnistgov
@douglittlejr
@dellemcfederal
@rlingle
@boozallen
@fcwnow
@deptvetaffairs
@hhsgov

Top Mentioned in G4:
@d__marciniak
@vu_criminologie
@asdipmahr

Top Mentioned in G5:
@douglittlejr
@tryteckedin
@nasa
@realdonaldtrump
@cloudera
@usgao
@secretservice
@whitehouse
@senatemajldr
@gavriels1

Top Mentioned in G6:
@diginomica
@ukauthority
@govcomputing
@billmew
@govinfosecurity
@mew_era
@publictech
@diginomica_gov
@apoliticalco
@ldn_cdo

Top Mentioned in G7:
@fintechch
@cities_today
@techuk
@garnet8ltd
@techconnect360
@matthieulscl
@strategythings
@moscowgov
@smartcitymoscow
@ldn_cdo

Top Mentioned in G8:
@agendacaf
@oscitylatam
@lucasjolias
@connectamericas
@el_bid
@chuycepeda
@carlos_santiso
@cifuentesaura
@un_inticolombia
@maurotov

Top Mentioned in G9:
@smartcityc
@statetech
@thinkers360
@ctowersc
@techconnect360
@itsriodejaneiro
@bensonmchan
@rubiconglobal
@ltuniv
@niklasnrdstrm

Top Mentioned in G10:
@gis_bandit
@esriuc
@esri
@esrislgov
@spatialace
@arcgisxprise
@esripartners
@arcgishub
@esrifederalgovt
@arcuser

Top Tweeters
Top Tweeters in Entire Graph:
@officialjtylee
@sectest9
@robre62
@pandoraskids
@nosqldigest
@evankirstel
@gamergeeknews
@billm9
@aldoceccarelli
@phillip92321

Top Tweeters in G1:
@pandoraskids
@aldoceccarelli
@schestowitz
@csa_dvillamizar
@agenparl
@sollen2525
@ryomatome_tokua
@jetup1
@naganonews
@daggamagazine

Top Tweeters in G2:
@officialjtylee
@miss_placed_
@forbes
@medicalquack
@linuxmil
@forbestech
@dcarsoncpa_mfc
@jimcramer
@secnewsbytes
@scientwest

Top Tweeters in G3:
@evankirstel
@gamergeeknews
@chidambara09
@rvp
@calcaware
@infopronetwork
@santchiweb
@nicochan33
@machinelearn_d
@designthinkbot

Top Tweeters in G4:
@nutellaberliner
@walrathis
@18usc241
@praxsozi
@annalist
@flueke
@okkipepernoot
@dr_r_d
@paulhillsdon
@policeinspforum

Top Tweeters in G5:
@sectest9
@fintechna
@foxnews
@adekleine
@cybertaters
@karsinxxx
@cbsnews
@lululemew
@lidarmonkey
@woozleweasels

Top Tweeters in G6:
@nosqldigest
@akwyz
@zdnet
@martingaedt
@wrix2
@drferdowsi
@ianmcalvert
@webackboris
@siliconglen
@wolfgin

Top Tweeters in G7:
@robre62
@timesofindia
@caring_mobile
@spirosmargaris
@2morrowknight
@wil_bielert
@google
@topstartupsusa
@datadrivencare
@edjaworska

Top Tweeters in G8:
@alxprince
@a_publica
@orlandaguirre
@dnp_colombia
@laurapaonessa
@maurotov
@titititon
@oscared_fg
@el_bid
@marianagiachino

Top Tweeters in G9:
@smartecocity
@mindcommerce
@iot_technojeder
@wiomax_va
@fankych
@wiomax_md
@kajembren
@niklasnrdstrm
@dcmsolusi
@garfjamdown

Top Tweeters in G10:
@cleardiff
@bcgovnews
@geomaticsfeed
@lowsulfurbunker
@steve_snow_
@esri
@gilbertsosi
@dtarolli
@arcuser
@nrcan


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