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From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2019
Short Description:
govtech via NodeXL http://bit.ly/2EOvOmu
@govtechnews
@public_team
@cybersec_feeds
@yourxss
@apoliticalco
@dk_analytics
@fmfrancoise
@malapersona10
@jennycohn1
@kirkdborne

Top hashtags:
#govtech
#cybersecurity
#stateandlocal
#security
#civictech
#ai
#fintech

Description:
Description
The graph represents a network of 3,290 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 December 2019 at 07:09 UTC.

The requested start date was Monday, 23 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 13-day, 9-hour, 49-minute period from Monday, 09 December 2019 at 01:50 UTC to Sunday, 22 December 2019 at 11:39 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 : 3290
Unique Edges : 3957
Edges With Duplicates : 3138
Total Edges : 7095
Number of Edge Types : 4
Mentions : 2255
MentionsInRetweet : 3249
Tweet : 1496
Replies to : 95
Self-Loops : 1496
Reciprocated Vertex Pair Ratio : 0.0460805084745763
Reciprocated Edge Ratio : 0.0881012658227848
Connected Components : 686
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 1793
Maximum Edges in a Connected Component : 5163
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.125093
Graph Density : 0.000365037367812576
Modularity : 0.532386
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 3,290 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 December 2019 at 07:09 UTC.

The requested start date was Monday, 23 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 13-day, 9-hour, 49-minute period from Monday, 09 December 2019 at 01:50 UTC to Sunday, 22 December 2019 at 11:39 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:
[119] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-top-20-security-predictions-for-2020.html
[44] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/when-will-blockchain-technology-be-a-game-changer.html
[28] https://www.govtech.com/security/Secretaries-of-State-Unite-to-Fight-Election-Misinformation.html
[27] https://twinybots.ch/
[25] https://prtimes.jp/main/html/rd/p/000000007.000037505.html
[24] https://www.govtech.com/civic/US-Census-Bureau-Rolls-Out-Innovation-Tools-for-2020-Count.html
[23] https://www.govtech.com/gov-experience/Californias-Alpha-Team-Takes-on-Real-Time-Gov-Redesign.html
[23] https://www.esri.com/arcgis-blog/products/ops-dashboard/decision-support/dashboards-in-arcgis/
[21] https://www.govtech.com/security/US-Secret-Service-Investigates-School-Data-Breach.html
[20] https://www.govtech.com/security/Arkansas-Creates-New-Cybersecurity-Education-Task-Force.html

Top URLs in Tweet in G1:
[21] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-top-20-security-predictions-for-2020.html
[19] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/when-will-blockchain-technology-be-a-game-changer.html
[14] https://jp.techcrunch.com/2019/12/20/graffer/
[11] http://press.perunews.com/es-buen-momento-para-invertir-en-govtech-gobernanza-digital-caf/
[10] https://www.govtech.com/civic/US-Census-Bureau-Rolls-Out-Innovation-Tools-for-2020-Count.html
[6] https://www.govtech.com/products/Is-Automation-the-Key-to-an-Effective-Government-Workforce.html
[6] https://www.govtech.com/transportation/Southern-California-Commuter-Rail-Ripe-for-Innovation.html
[6] https://www.govtech.com/opinion/Turning-Barbershops-into-Telehealth-Centers-Contributed.html
[5] https://twinybots.ch/
[5] https://www.govtech.com/em/safety/California-City-Gets-Comfort-Dog-to-soothe-911-Dispatchers.html

Top URLs in Tweet in G2:
[18] https://www.govtech.com/gov-experience/Californias-Alpha-Team-Takes-on-Real-Time-Gov-Redesign.html
[15] https://www.govtech.com/security/Secretaries-of-State-Unite-to-Fight-Election-Misinformation.html
[11] https://www.govtech.com/computing/NASCIO-Survey-Suggests-Increasing-Digital-Government-in-2020.html
[11] https://www.govtech.com/civic/US-Census-Bureau-Rolls-Out-Innovation-Tools-for-2020-Count.html
[8] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/when-will-blockchain-technology-be-a-game-changer.html
[8] https://www.govtech.com/health/Data-Key-to-Pennsylvanias-Drop-in-Opioid-Related-Fatalities.html
[8] https://www.govtech.com/fs/transportation/California-Considers-Sweeping-Electric-Truck-Regulation-.html
[8] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-NY-Proposes-Net-Neutrality-Guards.html
[6] https://www.govtech.com/fs/infrastructure/Three-Cities-to-Get-a-Handle-on-Curbside-Management.html
[6] https://www.govtech.com/network/Local-CIOs-Strategize-on-Broadband-Use-Contributed.html

Top URLs in Tweet in G3:
[61] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-top-20-security-predictions-for-2020.html
[20] https://www.govtech.com/security/US-Secret-Service-Investigates-School-Data-Breach.html
[17] https://www.govtech.com/security/Report-Local-Gov-Cyberattacks-Reach-Critical-Level.html?AMP&__twitter_impression=true
[16] https://twinybots.ch/
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218898
[9] https://www.govtech.com/policy/State-Lawmakers-Go-After-IoT-Security-Risks-Contributed.html?utm_content=bufferc2e83&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[9] https://www.ajc.com/news/crime--law/marietta-utility-customers-may-have-had-credit-card-data-compromised-city-warns/Fh99N2g4DpR1WnArDU2UqJ/
[9] https://www.govtech.com/security/Arkansas-Creates-New-Cybersecurity-Education-Task-Force.html
[7] https://www.govtech.com/em/emergency-blogs/disaster-zone/move-cybersecurity-up-higher-on-your-to-do-list.html
[7] https://www.govtech.com/security/Data-Breach-May-Have-Compromised-Police-Firefighter-Info.html?AMP&__twitter_impression=true

Top URLs in Tweet in G4:
[14] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[12] https://dy.si/wxgiE
[8] https://techtalks.codefor.nl
[8] https://www.govloop.com/resources/governments-customer-experience-playbook/
[7] https://www.govtech.com/biz/Govlaunch-Building-a-Free-Innovation-Wiki-for-Government.html
[6] https://diginomica.com/exciting-news-were-getting-personal-just-you
[6] https://diginomica.com/fall-event-highlight-how-la-nacions-data-journalism-changes-hearts-and-minds-argentina-and-beyond
[6] https://diginomica.com/oracle-exits-2019-flat-revenue-growth-and-eating-its-own-cloud-dog-food
[6] https://engage.bah.com/Article/Redirect/b67e3c7c-5b75-47d7-89ec-56bc40fd6a60?uc=18985&g=84ffd621-c411-483f-af10-7643457f0483&f=109163
[5] https://www.ukauthority.com/articles/five-things-for-public-sector-digital-in-2020/

Top URLs in Tweet in G5:
[6] http://press.perunews.com/?p=71413
[4] https://apolitical.co/solution_article/whats-the-difference-between-civic-tech-and-govtech/
[4] https://www.weforum.org/agenda/2019/12/heres-how-tech-can-help-crack-down-on-corruption/
[3] https://apolitical.co/solution_article/its-make-or-break-time-for-govtech-investments/
[3] https://apolitical.co/solution_article/whats-the-difference-between-civic-tech-and-govtech/?share=twitter
[1] https://www.dt50.org/finalists-2019
[1] https://www.citizenlab.co/blog/civic-engagement/whats-the-difference-radical-vs-incremental-change/?utm_source=twitter&utm_medium=smo&utm_campaign=blog_en
[1] https://mailchi.mp/citizenlab/citizenlab-newsletter-december2019-1510633
[1] https://www.citizenlab.co/blog/e-gouvernement/quelle-est-la-difference-entre-civic-tech-et-govtech/?lang=fr&utm_source=twitter&utm_medium=smo&utm_campaign=blog_fr
[1] https://apolitical.co/french-writing-competition/

Top URLs in Tweet in G6:
[16] http://www.govtech.com/security/FBI-Notified-Illinois-GOP-of-Potential-Email-Hack-in-June.html
[3] http://www.mcclatchydc.com/news/politics-government/article24508330.html
[3] https://books.google.com/books?id=xd3EuIGHWpAC&pg=PA48&lpg=PA48&dq=when+was+GovTech+Solutions+created&source=bl&ots=dn9FmqNnnH&sig=Nyxb3kjyIJOpy3vTvge1KAxYkQI&hl=en&sa=X&ved=0ahUKEwjzv8vYjcrWAhXRb1AKHcqzBkc4ChDoAQgsMAI#v=snippet&q=New
[3] media
[3] www.georgewbush.com&f=false
[2] 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://www.govtech.com/biz/Wichita-Kansas-Deploys-IoT-Sensors-to-Prevent-Copper-Theft.html
[1] https://www.govtech.com/fs/transportation/Baltimore-and-Lyft-Partner-to-Bridge-Urban-Food-Deserts.html

Top URLs in Tweet in G7:
[5] https://www.govtech.com/em/safety/Atlantic-Beach-Fla-to-Adopt-Sea-Level-Rise-Vulnerability-Plans.html
[5] https://www.govtech.com/em/preparedness/Ohio-Offering-Homeowners-Rebates-for-Installed-Tornado-Shelters.html
[4] https://www.govtech.com/em/safety/-683-Million-Overhaul-of-Marin-Radio-System-Clears-Reviews-Phase.html
[4] https://www.govtech.com/em/preparedness/What-Would-a-Devastating-Earthquake-in-California-Look-Like.html
[4] https://www.govtech.com/em/disaster/Conserving-the-Floodplains-Could-Save-Billions-of-Dollars-Researchers-say.html
[3] https://www.govtech.com/em/safety/Technical-High-School-First-Responder-Program-Unveils-Its-Own-EOC.html
[3] https://www.govtech.com/em/emergency-blogs/disaster-zone/the-huawei-battle-continues.html
[3] https://www.govtech.com/em/emergency-blogs/disaster-zone/socialunrest-is-the-fastest-growing-globalrisk.html
[3] https://www.govtech.com/em/safety/Employees-Worked-as-Virginia-Beach-SWAT-Trained-at-Mass-Shooting-Site.html
[3] https://www.govtech.com/em/preparedness/Federal-Budget-Deal-Boosts-Wildfire-Funds-Gun-Safety-Research.html

Top URLs in Tweet in G8:
[14] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/the-top-20-security-predictions-for-2020.html
[3] https://swisscognitive.ch/2019/12/14/ai-dreams-to-reality-write-up/
[2] https://www.govtech.com/biz/Wichita-Kansas-Deploys-IoT-Sensors-to-Prevent-Copper-Theft.html
[2] https://swisscognitive.ch/2019/12/02/herring-not-herring-deep-learning-accelerates-detection-and-classification-of-underwater-species/
[2] https://www.govtech.com/products/US-House-Passes-New-Bill-to-Help-Combat-Deepfakes.html
[1] https://www.govtech.com/network/Ohio-Residents-Have-No-Say-Over-5G-Cell-Tower-Placement.html
[1] https://dy.si/wxgiE
[1] https://www.govtech.com/smart-cities/AI-in-the-Smart-City-Experts-Talk-Risks-and-Rewards.html
[1] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/when-will-blockchain-technology-be-a-game-changer.html
[1] https://www.govtech.com/products/How-Can-We-Make-Sure-that-Algorithms-Are-Fair.html

Top URLs in Tweet in G9:
[5] https://govinsider.asia/data/women-in-govtech-special-report-2019/
[4] https://govinsider.asia/data/liisa-past-chief-national-cyber-risk-officer-national-security-and-defence-coordination-unit-government-office-estonia-women-in-govtech-special-report-2019/
[4] https://govinsider.asia/data/tamsin-greulich-smith-chief-smart-health-leadership-centre-singapore-women-in-govtech-special-report-2019/
[3] https://govinsider.asia/data/dato-maimunah-sharif-executive-director-un-habitat-women-in-govtech-special-report-2019/
[2] https://govinsider.asia/data/jane-thomason-ceo-fintech-worldwide-australia-women-in-govtech-special-report-2019/
[2] https://govinsider.asia/data/jeanette-kwek-deputy-director-strategic-futures-ministry-of-defence-singapore-women-in-govtech-special-report-2019/
[2] https://govinsider.asia/data/liana-tang-deputy-head-and-deputy-director-centre-for-strategic-futures-at-strategy-group-prime-ministers-office-singapore-women-in-govtech-special-report-2019/
[1] https://www.dailymail.co.uk/news/article-7769839/Thalidomide-survivor-slams-benefits-hes-repeatedly-asked-prove-work.html
[1] https://twitter.com/shashj/status/1206891604281298944
[1] https://govinsider.asia/data/mia-mikic-director-of-trade-investment-and-innovation-division-un-escap-women-in-govtech-special-report-2019/

Top URLs in Tweet in G10:
[23] https://www.esri.com/arcgis-blog/products/ops-dashboard/decision-support/dashboards-in-arcgis/
[5] https://www.esri.com/arcgis-blog/products/arcgis-pro/transportation/common-patterns-for-bim-and-gis-integration/
[4] https://www.esri.com/arcgis-blog/products/urban/announcements/whats-new-in-urban-december-2019/
[2] https://www.esri.com/arcgis-blog/products/arcgis-hub/constituent-engagement/whats-new-in-arcgis-hub-december-2019/
[2] https://www.esri.com/arcgis-blog/products/arcgis-online/announcements/whats-new-sharing-items-december-2019/
[2] https://www.youtube.com/watch?v=FZPkExROoF4&feature=youtu.be

[1] https://www.govtech.com/civic/High-Schoolers-Use-Geographic-Data-Mapping-to-Tackle-Litter.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1507] govtech.com
[142] qoo.ly
[137] linkedin.com
[129] diginomica.com
[110] twitter.com
[73] govevents.com
[64] dy.si
[51] co.uk
[44] ukauthority.com
[44] voicestorm.com

Top Domains in Tweet in G1:
[376] govtech.com
[40] linkedin.com
[33] dy.si
[19] techcrunch.com
[16] com.br
[14] bah.com
[13] twitter.com
[12] perunews.com
[8] dlvr.it
[5] twinybots.ch

Top Domains in Tweet in G2:
[440] govtech.com
[8] bit.ly
[5] twitter.com
[5] linkedin.com
[3] zdnet.com
[3] theguardian.com
[3] voicestorm.com
[3] sacbee.com
[2] usaspending.gov
[2] techwire.net

Top Domains in Tweet in G3:
[236] govtech.com
[31] voicestorm.com
[28] linkedin.com
[26] twitter.com
[20] nodexlgraphgallery.org
[16] twinybots.ch
[9] ajc.com
[6] yourxss.pro
[6] govinsider.asia
[5] faveeo.com

Top Domains in Tweet in G4:
[142] qoo.ly
[128] diginomica.com
[43] ukauthority.com
[35] codefor.nl
[34] publictechnology.net
[32] linkedin.com
[28] govtech.com
[25] dy.si
[22] governmentcomputing.com
[14] bah.com

Top Domains in Tweet in G5:
[11] apolitical.co
[8] twitter.com
[7] perunews.com
[5] weforum.org
[2] citizenlab.co
[2] caf.com
[2] medium.com
[1] dt50.org
[1] mailchi.mp
[1] public.io

Top Domains in Tweet in G6:
[24] govtech.com
[3] mcclatchydc.com
[3] google.com
[2] twitter.com
[1] bit.ly

Top Domains in Tweet in G7:
[87] govtech.com
[2] blogspot.com
[1] ktva.com
[1] forbes.com
[1] com.br
[1] mckinsey.com
[1] governing.com
[1] foxnews.com
[1] dy.si

Top Domains in Tweet in G8:
[22] govtech.com
[5] swisscognitive.ch
[1] dy.si
[1] govloop.com
[1] wsj.com
[1] nextgov.com
[1] bah.com

Top Domains in Tweet in G9:
[28] govinsider.asia
[3] twitter.com
[1] co.uk
[1] bit.ly
[1] medium.com
[1] connectspeakersbureau.com

Top Domains in Tweet in G10:
[36] esri.com
[2] youtube.com
[1] govtech.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1868] govtech
[392] cybersecurity
[245] stateandlocal
[212] security
[162] civictech
[151] ai
[127] fintech
[122] healthtech
[119] bugbounty
[115] data



Top Hashtags in Tweet in G1:
[71] govtech
[18] blockchain
[15] cybersecurity
[12] tech
[11] caf
[11] innovation
[10] ai
[7] security
[6] iot
[5] connectednation

Top Hashtags in Tweet in G2:
[289] govtech
[218] stateandlocal
[51] security
[36] publicsafety
[31] govtech100
[26] broadband
[26] civictech
[17] network
[17] policy
[17] transportation

Top Hashtags in Tweet in G3:
[326] cybersecurity
[288] govtech
[119] bugbounty
[111] legaltech
[108] healthtech
[108] fintech
[101] gdpr
[75] security
[61] databreach
[58] ciso

Top Hashtags in Tweet in G4:
[551] govtech
[106] ukgovtech
[58] civictech
[56] security
[50] cloud
[43] ai
[32] digitaltransformation
[31] statelocalit
[31] gis
[30] bigdata

Top Hashtags in Tweet in G5:
[117] govtech
[28] civictech
[25] corruption
[9] startups
[8] govtechjedi
[7] opengov
[6] digitaltech
[6] digitalgov
[6] egov
[6] caf

Top Hashtags in Tweet in G6:
[10] govtech
[9] mikepence
[9] smartech
[3] mike_pence
[1] gapol
[1] emails
[1] network
[1] stateandlocal
[1] 5g

Top Hashtags in Tweet in G7:
[17] preparedness
[7] govtech
[4] earthquake
[3] california
[2] resilience
[2] education
[2] climatechange
[2] cybersecurity
[2] gis
[2] forbes

Top Hashtags in Tweet in G8:
[47] ai
[35] govtech
[34] dl
[28] coo
[27] ml
[14] security
[12] technology
[10] digitaltransformation
[10] tech
[9] iot

Top Hashtags in Tweet in G9:
[8] govtech
[3] ngl
[3] govinsider
[2] mujeres
[2] smes
[1] publicsector
[1] tecnología
[1] civictech
[1] ai
[1] inovation

Top Hashtags in Tweet in G10:
[30] arcgis
[29] cio
[28] dataviz
[28] gio
[25] cto
[24] opsdashboard
[24] dashboards
[13] gis
[9] 3d
[9] govtech

Top Words
Top Words in Tweet in Entire Graph:
[2704] Words in Sentiment List#1: Positive
[1691] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[87584] Non-categorized Words
[91979] Total Words
[1869] #govtech
[467] govtechnews
[399] 2020
[392] #cybersecurity
[355] data

Top Words in Tweet in G1:
[71] #govtech
[70] government
[64] technology
[57] govtech
[51] 2020
[36] more
[33] tech
[31] data
[31] city
[30] top

Top Words in Tweet in G2:
[289] #govtech
[261] govtechnews
[218] #stateandlocal
[84] government
[76] 2020
[70] more
[64] state
[57] data
[56] tech
[51] #security

Top Words in Tweet in G3:
[326] #cybersecurity
[288] #govtech
[145] govtechnews
[143] douglittlejr
[133] security
[121] 2020
[119] #bugbounty
[116] top
[111] #legaltech
[108] #healthtech

Top Words in Tweet in G4:
[552] #govtech
[128] diginomica
[124] news
[122] ukauthority
[114] community
[106] #ukgovtech
[79] data
[64] digital
[58] #civictech
[57] cloud

Top Words in Tweet in G5:
[117] #govtech
[31] govtech
[30] carlos_santiso
[28] #civictech
[25] #corruption
[21] help
[20] tech
[20] governments
[19] between
[18] apoliticalco

Top Words in Tweet in G6:
[70] jennycohn1
[52] russian
[43] voting
[42] machines
[39] report
[38] assessing
[38] senate
[38] contains
[38] entirely
[38] redacted

Top Words in Tweet in G7:
[34] emergencymgtmag
[26] eric_holdeman
[17] #preparedness
[15] fema
[13] beach
[13] sea
[12] think
[11] funds4disaster
[11] rise
[10] level

Top Words in Tweet in G8:
[47] #ai
[35] #govtech
[34] #dl
[28] #coo
[27] #ml
[20] dreams
[20] reality
[20] write
[20] companies
[20] governments

Top Words in Tweet in G9:
[32] women
[30] govinsider
[23] report
[22] 2019
[21] govtech
[16] included
[16] 55
[13] special
[10] asia
[10] pacific

Top Words in Tweet in G10:
[32] gis_bandit
[29] #cio
[28] #dataviz
[28] #gio
[25] #cto
[24] #opsdashboard
[24] examples
[23] blog
[23] '#dashboards
[23] #arcgis'

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[197] #govtech,#stateandlocal
[154] predictions,2020
[151] top,20
[127] security,predictions
[124] 20,security
[113] #govtech,ukauthority
[106] #ukgovtech,community
[106] community,news
[97] #civictech,#govtech
[92] #govtech,diginomica

Top Word Pairs in Tweet in G1:
[28] government,technology
[23] top,20
[23] predictions,2020
[20] 20,security
[20] security,predictions
[20] govtechのグラファーが神戸オフィスを新設,総額約4
[19] 総額約4,5億円の資金調達も
[18] technology,game
[18] game,changer
[15] blockchain,technology

Top Word Pairs in Tweet in G2:
[183] #govtech,#stateandlocal
[33] #security,#govtech
[31] learn,more
[27] meet,#govtech100
[18] #publicsafety,#govtech
[16] one,those
[16] those,votes
[14] alpha,team
[13] beyond,beltway
[13] 2020,#govtech

Top Word Pairs in Tweet in G3:
[84] top,20
[84] predictions,2020
[79] security,predictions
[78] 20,security
[74] #legaltech,#healthtech
[70] #cybersecurity,#fintech
[67] #gdpr,#govtech
[65] #fintech,#legaltech
[63] #healthtech,#bugbounty
[44] #govtech,#dataprotection

Top Word Pairs in Tweet in G4:
[113] #govtech,ukauthority
[106] #ukgovtech,community
[106] community,news
[92] #govtech,diginomica
[51] #civictech,#govtech
[50] #govtech,govcomputing
[47] #govtech,#security
[37] #govtech,#cloud
[36] #cloud,diginomica
[34] diginomica,diginomica_gov

Top Word Pairs in Tweet in G5:
[23] #civictech,#govtech
[16] tech,help
[16] help,governments
[16] governments,fight
[16] carlos_santiso,#govtech
[15] fight,#corruption
[13] difference,between
[11] between,#civictech
[10] #govtech,against
[10] against,#corruption

Top Word Pairs in Tweet in G6:
[42] voting,machines
[38] assessing,voting
[38] machines,senate
[38] senate,report
[38] report,contains
[38] contains,entirely
[38] entirely,redacted
[38] redacted,section
[38] section,russian
[38] russian,activity

Top Word Pairs in Tweet in G7:
[10] sea,level
[10] level,rise
[8] atlantic,beach
[8] rise,vulnerability
[6] flood,prevention
[6] prevention,programs
[6] programs,fema
[6] fema,rarely
[6] rarely,focus
[6] focus,preventing

Top Word Pairs in Tweet in G8:
[28] #coo,#dl
[20] #ai,dreams
[20] dreams,reality
[20] reality,write
[20] #dl,#ml
[20] #ml,#govtech
[20] companies,governments
[20] governments,educational
[20] educational,institutions
[20] institutions,citizens

Top Word Pairs in Tweet in G9:
[17] women,govtech
[13] special,report
[10] included,2019
[10] 55,women
[10] women,asia
[10] asia,pacific
[10] pacific,region
[9] govtech,special
[9] delighted,included
[9] 2019,report

Top Word Pairs in Tweet in G10:
[28] #dataviz,#cio
[25] #cio,#cto
[24] #cto,#gio
[23] blog,'#dashboards
[23] '#dashboards,#arcgis'
[23] #arcgis',showing
[23] showing,many
[23] many,#opsdashboard
[23] #opsdashboard,examples
[23] examples,#dataviz

Top Replied-To
Top Replied-To in Entire Graph:
@besaflowerss
@aclima
@alyssa_milano
@aynrandpaulryan
@charliekirk11
@senatemajldr
@fmfrancoise
@maimunahsharif
@gop
@equalandallied1

Top Replied-To in G2:
@nascio
@mastercard
@passporthq
@elgl50
@cathilear
@buckeyeeleccoop
@nassorg
@govtechnews

Top Replied-To in G3:
@besaflowerss
@aynrandpaulryan
@alyssa_milano
@aclima
@repdougcollins
@gop
@senatemajldr
@charliekirk11
@fmfrancoise
@newtgingrich

Top Replied-To in G4:
@deptvetaffairs
@amazon
@microsoft

Top Replied-To in G5:
@talentsoft
@dcodethegov

Top Replied-To in G6:
@equalandallied1
@johnmccain
@debttrut
@jennycohn1

Top Replied-To in G7:
@missashes92

Top Replied-To in G9:
@maimunahsharif

Top Replied-To in G10:
@cityworksd
@arcgisonline

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@douglittlejr
@diginomica
@ukauthority
@jennycohn1
@kirkdborne
@billmew
@govcomputing
@messageplicity
@wakeywakey16

Top Mentioned in G1:
@motoristnews
@motorists
@peoplemovers
@opengovinc

Top Mentioned in G2:
@govtechnews
@dustinhaisler
@cadotgov
@nascio
@chattanooga_gov
@megcook
@nassorg
@deanflorez
@codeforamerica
@lukefretwell

Top Mentioned in G3:
@govtechnews
@douglittlejr
@messageplicity
@evankirstel
@dk_analytics
@realdonaldtrump
@danitablackwood
@public_team
@public_france
@repdougcollins

Top Mentioned in G4:
@diginomica
@ukauthority
@govcomputing
@billmew
@govinfosecurity
@kirkdborne
@publictech
@diginomica_gov
@boozallen
@govtechcloud

Top Mentioned in G5:
@carlos_santiso
@apoliticalco
@wef
@agendacaf
@oscitylatam
@redmatriz
@wietsevr
@lucasjolias
@chuycepeda
@citizenlab

Top Mentioned in G6:
@jennycohn1
@soychicka
@equalandallied1
@johnmccain
@debttrut
@lovetogive2
@blmohr
@janemayernyer
@holly_not_dolly
@andrew_westrope

Top Mentioned in G7:
@emergencymgtmag
@eric_holdeman
@funds4disaster
@forbes
@andrewrumbach
@dhsgov
@kellymnyc
@iaem
@bobottenhoff
@waemd

Top Mentioned in G8:
@swisscognitive
@paula_piccard
@automeme
@andy_fitze
@andresvilarino
@dalithsteiger
@ronald_vanloon
@helene_wpli
@digital_trans4m
@alvinfoo

Top Mentioned in G9:
@govinsider
@marycypsy
@chambersjosh
@liisapast
@tamgreulich
@maimunahsharif
@miamikic
@unescap
@unhabitat
@anugrudha

Top Mentioned in G10:
@gis_bandit
@esrislgov
@esri
@esripartners
@_chrisjandrews
@americangeo
@arcgisonline
@arcgisurban
@arcgisapps
@esrifederalgovt

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@marciojmsilva
@evankirstel
@feed_brasil
@chidambara09
@aldoceccarelli
@josefer38693523
@ottlegalrebels
@lovetogive2

Top Tweeters in G1:
@marciojmsilva
@feed_brasil
@donotgiveuphope
@m_hayase256
@sivanakai
@markmilleritpro
@uolnoticias
@jetup1
@naganonews
@carguytimes

Top Tweeters in G2:
@aldoceccarelli
@entwistletx
@deejay90192
@dukdaffe
@techjunkiejh
@thefiretracker2
@yuliyainopinapr
@linuxmil
@thesiliconhill
@rudyrom14462234

Top Tweeters in G3:
@sectest9
@evankirstel
@chidambara09
@ottlegalrebels
@billnigh
@fintechna
@iam__network
@richsimmondsza
@cybersec_feeds
@artis_elemental

Top Tweeters in G4:
@andrewmorrisuk
@cilvrnum
@akdm_bot
@ricardo_ik_ahau
@thecuriousluke
@neilmilliken
@steltenpower
@kirkdborne
@billmew
@bbddpp

Top Tweeters in G5:
@techcrunch
@wef
@catherinemoal
@alxprince
@edtech_stories
@ifornez
@miss_internet
@ianbremmer
@adamsarwar
@jimenaperu

Top Tweeters in G6:
@lovetogive2
@theresamax
@vlanghiari34
@tadrow
@cblazblaz
@geegeebythesea
@cotey_mary
@familygrowing1
@aziegler
@didifrench

Top Tweeters in G7:
@aliashere
@forbes
@emweeklyrpt
@forbestech
@daniceraj
@forbeslife
@ke6zgp
@businesscontin4
@revkin
@feardept

Top Tweeters in G8:
@rvp
@akwyz
@thomaspower
@debraruh
@ssxman2
@parvez1
@spirosmargaris
@sminaev2015
@junjudapi
@pakay20

Top Tweeters in G9:
@soraziz
@casserly_rock
@michalboni
@unhabitatyouth
@change_thinker
@leowmjw
@homiliai
@anugrudha
@llaisdy
@paul_shetler

Top Tweeters in G10:
@futuresedge
@britbim
@3ni3l3lmy
@esri
@techie_wiz
@arcuser
@oageeontariogeo
@majidgis
@autodesk
@americangeo


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