govtech, Twitter, 2/10/2020 1:04:32 PM, 220872


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govtech_2020-02-09_23-08-52.xlsx
govtech_2020-02-09_23-08-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 10, 2020
Short Description:
govtech via NodeXL http://bit.ly/2tGpU4G
@govtechnews
@cybersec_feeds
@douglittlejr
@chidambara09
@cities_today
@sectest9
@smartcityc
@cybersecurityn8
@oecdgov
@marketplacecity

Top hashtags:
#govtech
#cybersecurity
#stateandlocal
#fintech
#ai
#healthtech
#legaltech

Description:
Description
The graph represents a network of 3,351 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, 10 February 2020 at 07:10 UTC.

The requested start date was Monday, 10 February 2020 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, 2-hour, 8-minute period from Monday, 27 January 2020 at 09:31 UTC to Sunday, 09 February 2020 at 11:40 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 : 3351
Unique Edges : 3775
Edges With Duplicates : 3193
Total Edges : 6968
Number of Edge Types : 4
Mentions : 1811
MentionsInRetweet : 3480
Tweet : 1547
Replies to : 130
Self-Loops : 1547
Reciprocated Vertex Pair Ratio : 0.0319696559198049
Reciprocated Edge Ratio : 0.0619585192964033
Connected Components : 639
Single-Vertex Connected Components : 410
Maximum Vertices in a Connected Component : 1800
Maximum Edges in a Connected Component : 5073
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.667784
Graph Density : 0.000339306154990491
Modularity : 0.539435
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 3,351 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, 10 February 2020 at 07:10 UTC.

The requested start date was Monday, 10 February 2020 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, 2-hour, 8-minute period from Monday, 27 January 2020 at 09:31 UTC to Sunday, 09 February 2020 at 11:40 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:
[43] https://www.govtech.com/network/Does-5G-Have-the-Potential-to-Make-the-Digital-Divide-Worse.html
[42] https://www.govtech.com/computing/State-of-the-States-2020-Broadband-Is-Critical-Infrastructure.html
[24] https://www.govtech.com/fs/transportation/The-Latest-Transit-Trend-Is-Somewhere-Between-a-Bus-and-Uber.html
[23] https://www.teckedin.com/
[21] https://www.govtech.com/fs/data/Study-Measures-US-Cities-on-Transportation-Climate-Impact.html
[20] https://www.govtech.com/transportation/Scooters-Other-Forms-of-Micromobility-Are-Here-to-Stay.html
[16] https://www.govtech.com/smart-cities/Smart-Cities-Accelerating-the-Path-to-Digital-Transformation.html
[15] https://www.govtech.com/security/Racine-Wis-Knocked-Offline-by-Ransomware-Attack.html?AMP&__twitter_impression=true
[15] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/coronavirus-scams-prepare-for-a-deluge-of-phishing-emails-fake-alerts-and-cyberthreats.html
[14] https://www.govtech.com/civic/Mid-Sized-IT-Innovation-Two-Cities-Chart-Their-Own-Course.html

Top URLs in Tweet in G1:
[12] https://www.govtech.com/fs/transportation/The-Latest-Transit-Trend-Is-Somewhere-Between-a-Bus-and-Uber.html
[10] https://www.govtech.com/computing/State-of-the-States-2020-Broadband-Is-Critical-Infrastructure.html
[9] https://www.govtech.com/network/Does-5G-Have-the-Potential-to-Make-the-Digital-Divide-Worse.html
[7] https://www.govtech.com/transportation/Scooters-Other-Forms-of-Micromobility-Are-Here-to-Stay.html
[6] https://www.esri.com/arcgis-blog/products/product/announcements/meet-the-startups-improving-govtech-at-2020-esri-federal-gis-conference/
[6] https://www.govtech.com/civic/Mid-Sized-IT-Innovation-Two-Cities-Chart-Their-Own-Course.html
[6] https://www.govtech.com/fs/data/Study-Measures-US-Cities-on-Transportation-Climate-Impact.html
[6] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/coronavirus-scams-prepare-for-a-deluge-of-phishing-emails-fake-alerts-and-cyberthreats.html
[5] https://www.govtech.com/security/Cybercrimes-in-Florida-Nearly-Double-Cost-7K-Per-Victim.html
[5] https://www.govtech.com/em/safety/States-and-Feds-Bracing-for-More-Disasters-Related-to-Climate-Change-.html

Top URLs in Tweet in G2:
[23] https://www.govtech.com/computing/State-of-the-States-2020-Broadband-Is-Critical-Infrastructure.html
[13] https://www.govtech.com/civic/Icelandic-Citizen-Engagement-Tool-Offers-Tips-for-US.html
[12] https://www.govtech.com/network/Does-5G-Have-the-Potential-to-Make-the-Digital-Divide-Worse.html
[11] https://events.govtech.com/Beyond-the-Beltway.html
[10] https://www.govtech.com/fs/transportation/The-Latest-Transit-Trend-Is-Somewhere-Between-a-Bus-and-Uber.html
[7] https://www.govtech.com/biz/Transit-Swiftly-Team-Up-on-Traffic-Data-for-Super-Bowl.html
[6] https://www.govtech.com/public-safety/Clark-County-Nev-Sheriff-Says-Tech-Played-Part-in-Crime-Drop.html
[6] https://www.govtech.com/biz/Oklahoma-Taps-PayIt-for-Vehicle-Vital-Records-Services.html
[6] https://www.govtech.com/gov-experience/Californias-Alpha-Team-Uses-Data-Input-to-Shape-Its-Work.html
[6] https://www.govtech.com/civic/Mid-Sized-IT-Innovation-Two-Cities-Chart-Their-Own-Course.html

Top URLs in Tweet in G3:
[21] https://www.teckedin.com/
[15] https://www.govtech.com/security/Racine-Wis-Knocked-Offline-by-Ransomware-Attack.html?AMP&__twitter_impression=true
[12] https://www.defense.gov/Explore/News/Article/Article/2071434/dod-to-require-cybersecurity-certification-in-some-contract-bids/source/GovDelivery/
[11] https://www.govtech.com/security/Bay-Area-Library-System-Suffers-Ransomware-Attack.html
[9] https://www.govevents.com/Adobe-Feb10-SM/
[9] https://www.govevents.com/Dcode-EurekaAI-Mar5-SM/
[8] https://www.govevents.com/Google-Feb11-SM/
[8] https://www.govevents.com/NVIDIA-Feb6-SM/
[7] https://www.govevents.com/ikeGPS-Feb19-SM/
[7] https://www.govtech.com/news/Small-Town-Nearly-Done-Recovering-from-Ransomware-Attack.html

Top URLs in Tweet in G4:
[1] https://www.napratica.org.br/evento-govtech-brasil-online/

Top URLs in Tweet in G5:
[13] https://techtalks.codefor.nl
[12] https://puutwallet.com
[12] https://www.linkedin.com/pulse/can-everyone-data-person-paul-eder-phd-pmp/
[9] http://events.codefor.nl?#2qggt3tepl2ajmjdbnts7pgv63
[7] https://www.youtube.com/watch?v=-bZ12iZd7rU&feature=youtu.be

[6] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[4] http://events.codefor.nl?#5br9roupcb5n26pcjf2va756lk
[4] http://www.leps-project.eu/
[3] https://www.canada.ca/en/government/system/digital-government/open-source-software/open-first-whitepaper.html
[3] https://open.spotify.com/episode/7jrCNBOKaTWC5qeMykZUad?si=7Kr71oZgRN-7Hpzjo6SlSQ

Top URLs in Tweet in G6:
[3] https://www.govtech.com/security/Cybersecurity-and-Democracy-Collide-Locking-Down-Elections.html
[2] http://www.mcclatchydc.com/news/politics-government/article24508330.html
[2] https://medium.com/@brianmohr/rove-blackwell-trump-new-media-smartech-govtech-and-the-improprieties-of-elections-545a08a2ab8e
[1] https://www.govtech.com/security/Gov-Tech-Lessons-Learned-from-Iowas-Caucus-App-Debacle.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/jennycohn1/status/893526089141583872
[1] https://twitter.com/jennycohn1/status/1047951877378256896?s=21
[1] https://www.publicintegrity.org/2006/10/30/6644/new-media-communications
[1] https://twitter.com/equalandallied1/status/930198970558767104

Top URLs in Tweet in G7:
[11] https://www.govtech.com/smart-cities/Smart-Cities-Accelerating-the-Path-to-Digital-Transformation.html
[7] https://www.publictechnology.net/whitepaper/digital-self-service-public-sector
[6] http://www.govtech.com/Crime-Victim-Notification-Gets-Personal.html
[5] https://www.governmentcomputing.com/technology/news/uk-space-agency-esa-report
[4] http://qoo.ly/34747e
[4] https://www.civilserviceworld.com/articles/partner_article/public-sector-harnessing-new-technologies-deliver-meaningful-change
[3] http://qoo.ly/343ns6
[3] http://qoo.ly/344du9
[3] http://qoo.ly/345b2c
[3] http://qoo.ly/345c5i

Top URLs in Tweet in G8:
[7] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/coronavirus-scams-prepare-for-a-deluge-of-phishing-emails-fake-alerts-and-cyberthreats.html?AMP
[4] https://www.govtech.com/em/safety/Coronavirus-Not-Likely-to-Become-a-big-Problem-for-US-Expert-says.html
[4] https://www.govtech.com/em/safety/Strong-Opinions-on-Whether-Police-Calls-Should-be-Encrypted.html
[4] https://www.govtech.com/em/safety/911-Dispatch-May-Add-a-County-While-Director-with-Guard.html
[4] https://www.govtech.com/em/disaster/Mounds-of-Trash-Finally-Disappearing-5-Months-after-Dorian.html
[3] https://www.govtech.com/em/disaster/Caribbean-Earthquake-Shakes-Buildings-in-Downtown-Miami-.html
[3] https://www.govtech.com/em/safety/States-and-Feds-Bracing-for-More-Disasters-Related-to-Climate-Change-.html
[3] https://www.govtech.com/em/emergency-blogs/disaster-zone/daniel-kaniewski-femas-second-ranking-official-is-resigning-from-his-position.html
[2] https://www.govtech.com/em/safety/Untrained-Volunteers-Add-to-Chaos-of-Animal-Rescue-During-Wildfires.html
[2] https://www.govtech.com/em/safety/Involuntary-911-Center-Consolidation-Comes-with-Growing-Pains-.html

Top URLs in Tweet in G9:
[9] https://www.public.io/now-is-the-time-to-build-a-govtech-ecosystem-in-germany/
[6] https://smartthinking.org.uk/job/editor/
[5] https://2021.ai/
[3] https://www.eventbrite.co.uk/e/breakfast-talk-technology-opportunities-and-challenges-tickets-90114363487
[3] https://www.yumpu.com/pt/document/read/63047364/diagrama-10
[2] https://www.public.io/tech-trust-good-news-for-govtech-in-edelmans-2020-trust-barometer/
[2] https://www.public.io/building-a-gateway-between-the-elderly-and-the-digital-world-an-interview-with-nepos/
[2] https://background.tagesspiegel.de/digitalisierung/govtech-beide-welten-zusammenbringen
[1] https://twitter.com/apoliticalco/status/1221454748525768704
[1] https://twitter.com/EddElliott/status/1222184910540066817

Top URLs in Tweet in G10:
[11] https://cities-today.com/cyber-attacks-it-is-not-a-matter-of-if-but-when-says-new-orleans-cio/
[8] https://cities-today.com/procuring-technology-and-innovation-why-it-is-time-for-a-rethink/
[7] https://www.rateitgreen.com/green-building-resources/sustainable-building-events/smart-cities-connect-2020-april-6-9-denver-co/4146
[5] https://www.govtech.com/computing/State-of-the-States-2020-Broadband-Is-Critical-Infrastructure.html
[4] https://www.youtube.com/watch?v=iDS8Csx4sJM

[3] https://cities-today.com/graduating-to-a-city-job/
[2] https://www.govtech.com/smart-cities/CES-2020-Accessibility-and-Equity-in-the-Smart-City.html
[2] https://www.arcweb.com/blog/smart-city-platform-strategies
[2] https://www.misa-asim.ca/networking/apply_now.aspx?view=2&id=594210
[2] https://www.govtech.com/public-safety/Health-Insurance-Marketplace-Data-Breach-Affects-1100.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1308] govtech.com
[178] linkedin.com
[166] qoo.ly
[126] twitter.com
[86] govevents.com
[78] co.uk
[71] diginomica.com
[59] voicestorm.com
[49] publictechnology.net
[39] codefor.nl

Top Domains in Tweet in G1:
[355] govtech.com
[37] linkedin.com
[22] twitter.com
[20] bah.com
[15] dy.si
[9] americancityandcounty.com
[7] esri.com
[5] twinybots.ch
[4] fedscoop.com
[3] co.uk

Top Domains in Tweet in G2:
[407] govtech.com
[11] twitter.com
[11] voicestorm.com
[7] linkedin.com
[5] radian6.com
[3] gmis.org
[2] engadget.com
[2] bit.ly
[2] fastcompany.com
[2] mckinsey.com

Top Domains in Tweet in G3:
[139] govtech.com
[86] govevents.com
[53] linkedin.com
[39] twitter.com
[21] teckedin.com
[12] defense.gov
[7] nextgov.com
[7] cbc.ca
[6] trump.com
[6] yahoo.com

Top Domains in Tweet in G4:
[1] org.br

Top Domains in Tweet in G5:
[39] codefor.nl
[12] bah.com
[12] puutwallet.com
[12] linkedin.com
[7] youtube.com
[4] spotify.com
[4] leps-project.eu
[3] canada.ca
[3] dy.si
[3] databricks.com

Top Domains in Tweet in G6:
[5] govtech.com
[5] twitter.com
[2] mcclatchydc.com
[2] medium.com
[1] publicintegrity.org
[1] blogspot.com

Top Domains in Tweet in G7:
[165] qoo.ly
[71] diginomica.com
[63] co.uk
[49] publictechnology.net
[28] governmentcomputing.com
[21] govtech.com
[6] ukauthority.com
[5] civilserviceworld.com
[3] laserfiche.com
[2] bah.com

Top Domains in Tweet in G8:
[94] govtech.com
[1] hstoday.us
[1] bankofsingapore.com
[1] linkedin.com

Top Domains in Tweet in G9:
[19] public.io
[12] twitter.com
[6] org.uk
[5] 2021.ai
[3] co.uk
[3] yumpu.com
[3] tagesspiegel.de
[2] apolitical.co
[1] publitas.com
[1] linkedin.com

Top Domains in Tweet in G10:
[48] voicestorm.com
[30] govtech.com
[23] cities-today.com
[7] rateitgreen.com
[4] youtube.com
[2] forbes.com
[2] arcweb.com
[2] misa-asim.ca
[2] wrld.bg
[1] cioapplications.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1985] govtech
[445] cybersecurity
[268] stateandlocal
[241] fintech
[221] ai
[193] healthtech
[183] legaltech
[163] bugbounty
[162] gdpr
[160] security



Top Hashtags in Tweet in G1:
[83] govtech
[16] attemployee
[14] ai
[14] cybersecurity
[11] civictech
[9] government
[7] innovation
[6] iot
[6] drivinginamerica
[5] tech

Top Hashtags in Tweet in G2:
[294] govtech
[195] stateandlocal
[45] security
[28] policy
[27] futurestructure
[22] transportation
[21] publicsafety
[17] network
[17] cybersecurity
[16] procurement

Top Hashtags in Tweet in G3:
[433] govtech
[365] cybersecurity
[200] fintech
[182] legaltech
[168] healthtech
[163] bugbounty
[159] gdpr
[66] ai
[44] security
[43] ciso

Top Hashtags in Tweet in G4:
[1] ficaweintraub

Top Hashtags in Tweet in G5:
[120] govtech
[55] civictech
[38] ai
[27] opengovernment
[27] digitaltransformation
[27] fintech
[26] ewallets
[24] machinelearning
[23] healthtech
[22] digitalwallets

Top Hashtags in Tweet in G6:
[1] gapol

Top Hashtags in Tweet in G7:
[396] govtech
[53] security
[46] digitaltransformation
[44] data
[40] cio
[36] cloud
[32] it
[27] cdo
[20] digital
[19] business

Top Hashtags in Tweet in G8:
[17] coronavirus
[15] preparedness
[9] publicsafety
[6] publichealth
[5] health
[3] climatechange
[2] fema
[1] 2019ncov
[1] sanfrancisco
[1] dhs

Top Hashtags in Tweet in G9:
[50] govtech
[11] startups
[10] tech
[6] editor
[6] govtechprogramdk
[6] dkpol
[5] jobs
[5] govstart
[4] government
[4] opensource

Top Hashtags in Tweet in G10:
[111] govtech
[72] smartcities
[54] iot
[53] aia
[48] cdwsocial
[47] apwa
[46] planning
[37] cto
[37] iiot
[32] cio

Top Words
Top Words in Tweet in Entire Graph:
[2892] Words in Sentiment List#1: Positive
[2179] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[100285] Non-categorized Words
[105356] Total Words
[1985] #govtech
[460] govtech
[439] #cybersecurity
[343] govtechnews
[322] more

Top Words in Tweet in G1:
[83] #govtech
[56] 2020
[52] govtech
[50] tech
[39] government
[36] data
[35] state
[35] more
[35] digital
[32] city

Top Words in Tweet in G2:
[294] #govtech
[249] govtechnews
[194] #stateandlocal
[70] state
[62] broadband
[61] tech
[52] data
[52] 2020
[45] #security
[43] more

Top Words in Tweet in G3:
[433] #govtech
[363] #cybersecurity
[200] #fintech
[187] douglittlejr
[182] #legaltech
[168] #healthtech
[163] #bugbounty
[159] #gdpr
[98] more
[66] #ai

Top Words in Tweet in G4:
[198] govtech
[198] apenas
[198] coincidência
[198] também
[198] fato
[198] os
[198] mesmos
[198] envolvidos
[198] edtech
[198] estivessem

Top Words in Tweet in G5:
[120] #govtech
[55] #civictech
[38] #ai
[35] puutwallet
[30] kirkdborne
[29] wallet
[28] data
[27] #opengovernment
[27] #digitaltransformation
[27] #fintech

Top Words in Tweet in G6:
[60] voting
[58] jennycohn1
[42] really
[42] hope
[42] becomes
[42] canary
[42] coal
[42] mine
[42] states
[42] promoting

Top Words in Tweet in G7:
[396] #govtech
[104] ukauthority
[82] billmew
[71] diginomica
[54] value
[53] #security
[51] govinfosecurity
[49] digital
[46] #digitaltransformation
[45] public

Top Words in Tweet in G8:
[32] emergencymgtmag
[30] coronavirus
[26] eric_holdeman
[17] #coronavirus
[15] #preparedness
[10] emergency
[9] 911
[9] #publicsafety
[8] 45
[8] jan

Top Words in Tweet in G9:
[50] #govtech
[38] govtech
[23] ecosystem
[17] startups
[16] public_denmark
[16] public
[15] time
[15] germany
[14] public_team
[14] startup

Top Words in Tweet in G10:
[111] #govtech
[72] #smartcities
[66] cities
[64] smart
[54] #iot
[53] #aia
[48] #cdwsocial
[48] smartcityc
[47] #apwa
[47] govtechnews

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[199] govtech,apenas
[199] apenas,coincidência
[199] coincidência,também
[199] também,fato
[199] fato,os
[199] os,mesmos
[199] mesmos,envolvidos
[199] envolvidos,edtech
[199] edtech,estivessem
[199] estivessem,reunidos

Top Word Pairs in Tweet in G1:
[15] gov,tech
[15] digital,divide
[14] bus,uber
[13] government,technology
[13] trend,somewhere
[13] somewhere,between
[13] between,bus
[13] state,states
[13] states,2020
[13] 2020,broadband

Top Word Pairs in Tweet in G2:
[157] #govtech,#stateandlocal
[34] #security,#govtech
[23] state,states
[23] states,2020
[23] broadband,critical
[23] critical,infrastructure
[22] 2020,broadband
[21] #futurestructure,#govtech
[21] dustinhaisler,teritakai
[21] teritakai,philbertolini

Top Word Pairs in Tweet in G3:
[97] #cybersecurity,#fintech
[94] #bugbounty,#gdpr
[94] #gdpr,#govtech
[72] #fintech,#healthtech
[71] #healthtech,#legaltech
[69] #legaltech,#bugbounty
[57] #legaltech,#healthtech
[50] #fintech,#legaltech
[41] #healthtech,#fintech
[40] #healthtech,#bugbounty

Top Word Pairs in Tweet in G4:
[198] govtech,apenas
[198] apenas,coincidência
[198] coincidência,também
[198] também,fato
[198] fato,os
[198] os,mesmos
[198] mesmos,envolvidos
[198] envolvidos,edtech
[198] edtech,estivessem
[198] estivessem,reunidos

Top Word Pairs in Tweet in G5:
[53] #civictech,#govtech
[27] #govtech,#opengovernment
[24] puut,wallet
[22] #ewallets,#digitalwallets
[21] #healthtech,#govtech
[20] technology,revolutionize
[20] #fintech,#healthtech
[20] #govtech,#edtech
[20] #edtech,#agtech
[18] #digitalwallets,#govtech

Top Word Pairs in Tweet in G6:
[42] really,hope
[42] hope,becomes
[42] becomes,canary
[42] canary,coal
[42] coal,mine
[42] mine,states
[42] states,promoting
[42] promoting,online
[42] online,voting
[42] voting,take

Top Word Pairs in Tweet in G7:
[104] #govtech,ukauthority
[67] #govtech,diginomica
[52] #govtech,#security
[35] #govtech,publictech
[33] public,sector
[24] #cio,#cdo
[23] #govtech,govcomputing
[19] digital,transformation
[14] diginomica,diginomica_gov
[12] #ukgovtech,community

Top Word Pairs in Tweet in G8:
[7] coronavirus,scams
[7] scams,prepare
[7] prepare,deluge
[7] deluge,phishing
[7] phishing,emails
[7] emails,fake
[7] fake,alerts
[6] #coronavirus,#preparedness
[6] ukcybersecassoc,coronavirus
[5] #coronavirus,eric_holdeman

Top Word Pairs in Tweet in G9:
[15] govtech,ecosystem
[13] time,build
[13] build,govtech
[13] ecosystem,germany
[12] govtech,program
[12] program,denmark
[8] latest,blog
[7] germany,dorobaer
[7] dorobaer,hbraun
[7] hbraun,tj_tweets

Top Word Pairs in Tweet in G10:
[33] #iot,#iiot
[31] smart,cities
[27] #aia,#apwa
[20] #cto,#cio
[19] #smartcities,#iot
[17] #apwa,#govtech
[17] #aia,#planning
[16] #smartcities,#planning
[16] #govtech,#aia
[15] smart,city

Top Replied-To
Top Replied-To in Entire Graph:
@alyssa_milano
@heidimoconnor
@senalexander
@senatemajldr
@govtechnews
@equalandallied1
@lindseygrahamsc
@gailborges
@mcfaul
@midlothianisd

Top Replied-To in G2:
@govtechnews
@streetlightdata
@vadot
@joeknowsgov
@norrisluke

Top Replied-To in G3:
@alyssa_milano
@heidimoconnor
@senalexander
@senatemajldr
@realdonaldtrump
@mcfaul
@gailborges
@lindseygrahamsc
@gop
@boeing

Top Replied-To in G5:
@boozallen
@puutwallet

Top Replied-To in G6:
@equalandallied1
@jennycohn1

Top Replied-To in G7:
@google
@akwyz
@collincounty_tx
@laserfiche

Top Replied-To in G8:
@folsompolice

Top Replied-To in G9:
@mark_sweeny_
@frank_thelen
@joaokepler
@reformabr2020
@larszimmerm

Top Replied-To in G10:
@midlothianisd

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@domlancellotti
@douglittlejr
@ukauthority
@billmew
@worldbank
@diginomica
@anthonygarvan
@smartcityc
@jennycohn1

Top Mentioned in G1:
@motoristnews
@motorists
@claudius962

Top Mentioned in G2:
@govtechnews
@dustinhaisler
@teritakai
@philbertolini
@zackquaintance
@joeknowsgov
@cadotgov
@codeforamerica
@illinoisdoit
@payitgov

Top Mentioned in G3:
@douglittlejr
@gop
@google
@realdonaldtrump
@govtechnews
@senalexander
@danitablackwood
@repdougcollins
@gregmatson
@walshfreedom

Top Mentioned in G4:
@domlancellotti

Top Mentioned in G5:
@kirkdborne
@puutwallet
@jose_garde
@vishalpanchal85
@tbs_canada
@codefornl
@codeforall
@atos
@yowpdicafe
@ssc_ca

Top Mentioned in G6:
@jennycohn1
@segreenhalgh
@equalandallied1
@lovetogive2
@andrew_westrope
@speakerpelosi
@repadamschiff
@repjerrynadler
@housedemocrats

Top Mentioned in G7:
@ukauthority
@billmew
@diginomica
@govinfosecurity
@publictech
@govcomputing
@evankirstel
@diginomica_gov
@gossinteractive
@nextgov

Top Mentioned in G8:
@emergencymgtmag
@eric_holdeman
@ukcybersecassoc
@fema_dan
@mona_cajun
@theiacp
@nationalsheriff
@theiaed
@911aburns
@ng911institute

Top Mentioned in G9:
@public_denmark
@public_team
@public_germany
@apoliticalco
@ncfhoffmann
@dorobaer
@hbraun
@tj_tweets
@public_france
@2021_ai

Top Mentioned in G10:
@smartcityc
@govtechnews
@cities_today
@statetech
@worldbankdata
@marketplacecity
@kim_lagrue
@cityofnola
@misaontario
@akwatkins19

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@sectest9
@dichristine
@pandoraskids
@robre62
@ecointernetdrgb
@cherokeesher2
@chidambara09
@evankirstel
@feed_brasil

Top Tweeters in G1:
@ecointernetdrgb
@feed_brasil
@rocketnews1
@schestowitz
@makedni
@data_nerd
@johntheutahn
@samuraiprimz
@arthur59611540
@suriyasubraman

Top Tweeters in G2:
@john1966olsen
@craybo23
@jose_baha
@releaseteam
@latimes
@techjunkiejh
@seattletimes
@southstep
@linuxmil
@crunk_ratchet

Top Tweeters in G3:
@sectest9
@cherokeesher2
@chidambara09
@politicalbee
@cybersec_feeds
@santchiweb
@fintechna
@daretothink53
@trippbraden
@entwistletx

Top Tweeters in G4:
@nacilia
@madrilenha
@marcosboniatti
@leiarachor
@valusa
@aruthcao
@dcsbeledaniele
@angelicaguirele
@galga59
@nanda_oliveh

Top Tweeters in G5:
@politico
@jose_garde
@justbementalist
@thecuriousluke
@pgkroeger
@scalarhumanity
@kirkdborne
@domingonarvaez1
@inkofpain
@jesirok

Top Tweeters in G6:
@oldlady12345
@dichristine
@lovetogive2
@barbaraward235
@cotey_mary
@leslielee327
@garden4u_wa
@jjdebenedictis
@denniscardiff
@lbrass3

Top Tweeters in G7:
@evankirstel
@andysugs
@bhavinm32128762
@akwyz
@andrewmorrisuk
@smeuks
@caring_mobile
@ssxman2
@yvesmulkers
@silentseawolf

Top Tweeters in G8:
@aliashere
@cybertaters
@psychichealerc
@beldandolo
@smileygurl56
@emweeklyrpt
@kemptont
@enoughdisaster
@businesscontin4
@nkapucu

Top Tweeters in G9:
@advimotion_fr
@adb_hq
@deme_muo
@daserste
@dorobaer
@giselarubach
@joaokepler
@apoliticalco
@mark_sweeny_
@nesta_uk

Top Tweeters in G10:
@robre62
@ottlegalrebels
@cjdjam
@smartecocity
@innotechtoday
@gagnelegal
@betterjobsearch
@chipb414
@edgeiotai
@computerweekly


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