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govtech_2019-11-11_23-02-25.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 12, 2019
Short Description:
govtech via NodeXL http://bit.ly/36ZOlcb
@govtechnews
@cybersec_feeds
@repadamschiff
@lovetogive2
@jennycohn1
@public_team
@sommetgovtech
@kirkdborne
@douglittlejr
@theadamgabriel

Top hashtags:
#govtech
#ai
#stateandlocal
#cybersecurity
#bigdata
#civictech

Description:
Description
The graph represents a network of 3,509 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 Tuesday, 12 November 2019 at 07:03 UTC.

The requested start date was Monday, 11 November 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 12-day, 2-hour, 51-minute period from Tuesday, 29 October 2019 at 22:03 UTC to Monday, 11 November 2019 at 00:54 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 : 3509
Unique Edges : 4366
Edges With Duplicates : 3165
Total Edges : 7531
Number of Edge Types : 3
Tweet : 1306
Mentions : 6119
Replies to : 106
Self-Loops : 1306
Reciprocated Vertex Pair Ratio : 0.0437222352115969
Reciprocated Edge Ratio : 0.0837813620071685
Connected Components : 650
Single-Vertex Connected Components : 399
Maximum Vertices in a Connected Component : 2161
Maximum Edges in a Connected Component : 5638
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.148421
Graph Density : 0.000362644615101159
Modularity : 0.567405
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,509 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 Tuesday, 12 November 2019 at 07:03 UTC.

The requested start date was Monday, 11 November 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 12-day, 2-hour, 51-minute period from Tuesday, 29 October 2019 at 22:03 UTC to Monday, 11 November 2019 at 00:54 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[36] https://dy.si/9qqH2
[33] https://www.govtech.com/security/How-Transparent-Should-Government-Be-After-a-Cyberattack.html
[27] https://www.govtech.com/network/Could-the-2020-Census-Help-Bridge-the-Digital-Divide.html
[26] https://dy.si/DF1MWS
[21] https://www.maddyness.com/2019/11/05/le-govtech-summit-reinvente-les-services-publics-a-paris/
[21] https://dy.si/Zy1x5
[21] https://www.govtech.com/network/How-Broadband-Access-Benefits-Rural-North-Carolina.html
[20] https://www.teckedin.com/
[20] https://www.govtech.com/biz/Govlaunch-Building-a-Free-Innovation-Wiki-for-Government.html
[20] https://www.govtech.com/policy/Will-More-States-Adopt-Privacy-Laws-in-2020.html

Top URLs in Tweet in G1:
[13] https://www.govtech.com/network/Could-the-2020-Census-Help-Bridge-the-Digital-Divide.html
[9] https://www.govtech.com/education/New-Bill-Would-Require-Schools-to-Monitor-Social-Media.html
[7] https://www.govtech.com/opinion/The-US-Is-Unprepared-for-Workforce-Automation-Opinion.html
[7] https://www.govtech.com/policy/Texas-Bill-Would-Allow-State-to-Sue-Social-Media-Companies-Like-Facebook-and-Twitter-Over-Free-Speech.html
[5] https://www.govtech.com/fs/transportation/Chicago-Collaboration-Looks-to-Redefine-Modern-Transportation.html?utm_source=GaggleAMP-North%20America&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=how-will-the-advanced-mobility-initiative-roadmap-effect-the-fut-2198697
[5] https://govtechsummit.eu/
[5] https://www.govtech.com/policy/Texas-Quietly-Updates-Records-Laws-to-Include-Personal-Devices.html
[5] https://www.maddyness.com/2019/11/05/le-govtech-summit-reinvente-les-services-publics-a-paris/
[5] https://www.govtech.com/fs/data/New-Mapping-Platform-Charts-Construction-in-Cities.html
[5] https://www.we-heart.com/2019/09/27/public-hall-huckletree-sella-concept-london/

Top URLs in Tweet in G2:
[16] https://www.govtech.com/biz/Govlaunch-Building-a-Free-Innovation-Wiki-for-Government.html
[12] https://www.govtech.com/fs/data/New-Mapping-Platform-Charts-Construction-in-Cities.html
[12] https://www.govtech.com/security/How-Transparent-Should-Government-Be-After-a-Cyberattack.html
[10] https://www.govtech.com/fs/transportation/Chicago-Collaboration-Looks-to-Redefine-Modern-Transportation.html
[7] https://www.govtech.com/fs/data/Curbside-Car-Charging-and-More-Comes-to-West-Hollywood.html
[6] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Bloombergs-Unveils-Innovation-Map.html
[6] https://www.govtech.com/analysis/The-Five-Phishing-Tactics-Used-in-Ransomware-Contributed.html
[6] https://www.govtech.com/people/Indiana-CIO-Neely-to-Depart-State-Government-Next-Month.html
[6] https://www.govtech.com/policy/Texas-Quietly-Updates-Records-Laws-to-Include-Personal-Devices.html
[5] https://www.govtech.com/news/Microsoft-to-Open-Smart-Cities-Hub-in-Syracuse-NY.html

Top URLs in Tweet in G3:
[4] http://www.govtech.com/security/FBI-Notified-Illinois-GOP-of-Potential-Email-Hack-in-June.html
[2] http://www.mcclatchydc.com/news/politics-government/article24508330.html
[2] https://www.govtech.com/security/FBI-Notified-Illinois-GOP-of-Potential-Email-Hack-in-June.html
[1] https://thecommons4change.blogspot.com/2007/04/network-hosting-attorney-scandal-e.html
[1] http://web.archive.org/web/20070304101901/www.3edc.net/partners/
[1] https://twitter.com/jennycohn1/status/893526089141583872
[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

Top URLs in Tweet in G4:
[12] https://www.ticketsgovtechsummit.eu/
[11] https://www.maddyness.com/2019/11/05/le-govtech-summit-reinvente-les-services-publics-a-paris/
[7] https://www.maddyness.com/?p=528354
[5] https://govtechsummit.eu/
[5] https://puutwallet.com/
[4] https://twinybots.ch/
[4] https://gruender.wiwo.de/vialytics-wir-finden-binnen-24-stunden-jedes-schlagloch/
[3] https://www.lesechos.fr/idees-debats/cercle/opinion-inventer-le-gouvernement-du-xxie-siecle-1146522
[3] https://www.maddyness.com/evenement/le-sommet-des-govtech-2019/
[3] https://www.public.io/survival-pack-how-to-enjoy-paris-during-the-govtech-summit/

Top URLs in Tweet in G5:
[13] https://www.govtech.com/security/How-Transparent-Should-Government-Be-After-a-Cyberattack.html
[7] https://www.reuters.com/article/us-facebook-cyber-whatsapp-nsogroup/exclusive-whatsapp-hacked-to-spy-on-top-government-officials-at-u-s-allies-sources-idUSKBN1XA27H
[7] https://www.okazii.ro/4386-ploiesti-market-romania-old-postcard-used-1912-a202649437
[5] https://diginomica.com/using-power-open-data-new-york-city-take-dodgy-landlords
[5] https://diginomica.com/financial-gains-iot-and-ai-wont-happen-unless-you-start-people-and-change-management
[5] https://diginomica.com/changing-role-marketing-startups-reflections-and-insights-startup-pro-craig-zingerline
[5] https://diginomica.com/demandbase-if-you-want-bring-abm-your-marketing-foundation-you-need-ecosystem
[5] https://www.govtech.com/policy/Will-More-States-Adopt-Privacy-Laws-in-2020.html
[4] https://dy.si/Zy1x5
[4] https://diginomica.com/not-so-fast-your-quantum-supremacy-claim-ibm-tells-google

Top URLs in Tweet in G6:
[32] https://dy.si/9qqH2
[23] https://dy.si/DF1MWS
[18] https://www.teckedin.com/
[17] https://dy.si/Zy1x5
[15] https://dy.si/R3zAM
[14] https://www.boozallen.com/e/media/press-release/q3-2020/ai-market-leaders-release-enterprise-ai-platform-modzy.html
[13] https://www.computerweekly.com/blog/CW-Developer-Network/Pegasystems-lays-down-the-dos-donts-of-RPA
[10] https://dy.si/1HhcY2
[9] https://dy.si/onTzuP2
[8] https://www.whitehouse.gov/ai/

Top URLs in Tweet in G7:
[5] https://www.caf.com/es/actualidad/noticias/2019/10/caf-y-el-ie-impulsaran-la-innovacion-digital-del-sector-publico-latinoamericano/?parent=36340&social=twitter
[5] https://apolitical.co/habilidades-digital-101/
[3] https://www.caf.com/es/actualidad/noticias/2019/10/caf-y-el-ie-impulsaran-la-innovacion-digital-del-sector-publico-latinoamericano/?parent=34966&social=twitter
[3] https://www.meetup.com/complaw/events/266188984/
[3] https://apolitical.co/solution_article/how-public-sector-ai-is-going-from-hype-to-reality/?share=twitter
[2] https://www.caf.com/es/conocimiento/visiones/2019/09/como-govtech-puede-reinventar-el-estado/?parent=00004&social=twitter
[2] https://www.caf.com/es/conocimiento/visiones/2019/09/como-govtech-puede-reinventar-el-estado/?parent=36340&social=twitter
[2] https://www.eventbrite.com/e/epic-fireside-chat-the-future-of-tech-in-government-with-city-of-sfs-carrie-bishop-tickets-80504841147
[2] https://apolitical.co/solution_article/whats-the-difference-between-civic-tech-and-govtech/
[2] https://apolitical.co/solution_article/a-govtech-goldrush-is-underway-in-latin-america/

Top URLs in Tweet in G8:
[2] https://indicanews.com/2019/10/31/use-tech-back-bitcoin-to-clean-up-indias-economy-vc-tim-draper-tells-modi/
[2] https://www-govtech-com.cdn.ampproject.org/c/s/www.govtech.com/products/Massive-Bitcoin-Mining-Operation-Set-for-Rockdale-Texas.html?AMP
[1] https://dy.si/9qqH2

Top URLs in Tweet in G9:
[6] https://www.govtech.com/em/disaster/Cellphone-Outages-During-Fires-are-a-Preview-of-Life-After-a-Big-Quake.html
[6] https://www.govtech.com/em/disaster/Even-in-Risky-Areas-Some-Homeowners-Skip-Flood-Insurance-Coverage.html
[4] https://www.govtech.com/em/preparedness/-Year-Later-California-Hopes-to-Avoid-Paradise-Fire-Repeat.html
[3] https://www.govtech.com/em/disaster/California-Cant-Wait-10-Years-for-a-PGE-Fix-Gov-Newsom-says-.html
[3] https://www.govtech.com/em/disaster/-Confusion-over-Floodplain-Leaves-Homeowners-with-the-Bill.html
[3] https://www.govtech.com/em/disaster/Early-Evacuation-Helped-Firefighters-During-the-Kincade-Fire-.html
[3] https://www.govtech.com/em/safety/Speech-Recognition-Software-Writes-Officers-Reports-for-Them.html
[2] https://www.govtech.com/em/preparedness/Its-Time-for-a-Seat-for-Communications-at-the-Crisis-Planning-Table.html
[2] https://www.govtech.com/em/disaster/Calif-Wildfires-and-Power-Outages-Causing-Healthcare-Disruption.html
[2] https://www.govtech.com/em/disaster/North-Carolina-Bill-Gives-Storm-Aid-Focus-on-Resilience.html

Top URLs in Tweet in G10:
[8] https://npstorey.github.io/shslab/jobs.html
[6] https://www.cityinnovate.com/challenge?utm_source=Twitter&utm_medium=twitter&utm_campaign=CTA's
[3] https://www.cityinnovate.com/challenge
[3] https://cities-today.com/philadelphia-releases-new-it-strategy/
[2] https://www.govtech.com/civic/Whats-New-in-Civic-Tech-Bloombergs-Unveils-Innovation-Map.html
[2] https://www.accela.com/accela-insights-blog/five-critical-components-to-any-business-and-occupational-licensing-solution?utm_source=twitter&utm_medium=social
[1] https://twitter.com/MTCBATA/status/1191849952558882816
[1] https://medium.com/@CityInnovate/city-innovate-announces-50-startup-friendly-government-contract-opportunities-for-entrepreneurs-15d9e9c31e33
[1] https://medium.com/@CityInnovate/call-for-innovators-these-are-the-civic-challenges-governments-want-you-to-solve-now-1c885b3b7e7a
[1] https://www.prnewswire.com/news-releases/mtc-invites-startups-to-develop-real-time-transit-mapping-platform-for-emergency-managers-300950274.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1094] govtech.com
[240] qoo.ly
[160] dy.si
[127] twitter.com
[123] diginomica.com
[96] linkedin.com
[82] govevents.com
[65] ukauthority.com
[46] voicestorm.com
[41] publictechnology.net

Top Domains in Tweet in G1:
[287] govtech.com
[35] linkedin.com
[12] dy.si
[11] bah.com
[9] twitter.com
[9] dlvr.it
[7] govtechsummit.eu
[7] maddyness.com
[6] frenchweb.fr
[6] com.br

Top Domains in Tweet in G2:
[402] govtech.com
[18] voicestorm.com
[10] twitter.com
[8] computronix.com
[5] linkedin.com
[5] radian6.com
[5] digitalfuturesociety.com
[3] ow.ly
[2] bit.ly
[2] channele2e.com

Top Domains in Tweet in G3:
[7] govtech.com
[3] twitter.com
[2] mcclatchydc.com
[1] blogspot.com
[1] archive.org
[1] publicintegrity.org

Top Domains in Tweet in G4:
[22] maddyness.com
[13] ticketsgovtechsummit.eu
[10] twitter.com
[7] snip.ly
[6] govtechsummit.eu
[5] public.io
[5] puutwallet.com
[4] twinybots.ch
[4] wiwo.de
[4] frenchweb.fr

Top Domains in Tweet in G5:
[240] qoo.ly
[123] diginomica.com
[65] ukauthority.com
[56] govtech.com
[40] publictechnology.net
[33] co.uk
[28] voicestorm.com
[15] governmentcomputing.com
[11] dy.si
[7] reuters.com

Top Domains in Tweet in G6:
[125] dy.si
[21] twitter.com
[18] teckedin.com
[16] modzy.com
[14] boozallen.com
[14] govtech.com
[13] computerweekly.com
[8] whitehouse.gov
[8] idc.com
[7] pega.com

Top Domains in Tweet in G7:
[23] apolitical.co
[12] caf.com
[5] twitter.com
[3] meetup.com
[2] technologyreview.es
[2] portafolio.co
[2] eventbrite.com
[1] eltiempo.com
[1] wowdesk.com
[1] medium.com

Top Domains in Tweet in G8:
[2] indicanews.com
[2] ampproject.org
[1] dy.si

Top Domains in Tweet in G9:
[76] govtech.com
[20] linkedin.com
[2] kdhnews.com
[1] rapiddeploy.com
[1] google.com
[1] executivebiz.com
[1] microsoft.com

Top Domains in Tweet in G10:
[12] twitter.com
[11] cityinnovate.com
[8] govtech.com
[8] github.io
[7] cities-today.com
[5] accela.com
[2] medium.com
[2] thecitybase.com
[1] prnewswire.com
[1] peggysmedleyshow.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2152] govtech
[425] ai
[212] stateandlocal
[187] cybersecurity
[163] bigdata
[145] civictech
[129] machinelearning
[127] security
[122] digitaltransformation
[112] iot



Top Hashtags in Tweet in G1:
[74] govtech
[24] ai
[9] govtech2019
[8] innovation
[8] govtechlive
[8] socialmedia
[7] cybersecurity
[7] googlealerts
[6] blockchain
[6] ml

Top Hashtags in Tweet in G2:
[265] govtech
[200] stateandlocal
[37] publicsafety
[37] security
[32] futurestructure
[21] policy
[18] govtech100
[18] civictech
[18] cdwsocial
[15] broadband

Top Hashtags in Tweet in G3:
[2] mikepence
[2] govtech
[2] smartech
[2] mike_pence
[1] gapol
[1] emails

Top Hashtags in Tweet in G4:
[180] govtech
[42] govtechsummit
[28] startups
[19] ai
[18] civictech
[14] laposte
[13] startup
[13] ewallets
[10] fintech
[10] digitalwallets

Top Hashtags in Tweet in G5:
[649] govtech
[121] cybersecurity
[108] ukgovtech
[66] security
[40] cloud
[40] fintech
[32] bugbounty
[30] cdwsocial
[30] legaltech
[29] gdpr

Top Hashtags in Tweet in G6:
[267] ai
[151] govtech
[133] bigdata
[106] machinelearning
[103] datascience
[67] gtc19
[63] digitaltransformation
[56] rpa
[41] cloud
[32] data

Top Hashtags in Tweet in G7:
[51] govtech
[15] colombia
[15] pnd
[8] smartcities
[7] tic
[6] transformacióndigital
[6] ai
[5] sanfrancisco
[4] transformaciã³ndigital
[3] conocimiento

Top Hashtags in Tweet in G8:
[86] govtech
[1] gpu
[1] ai

Top Hashtags in Tweet in G9:
[24] dhs
[22] disasters
[22] iaem
[22] nema
[22] fema
[18] publicsafety
[18] emergencymanagement
[11] govtech
[9] californiafires
[8] preparedness

Top Hashtags in Tweet in G10:
[60] govtech
[25] stir
[21] civictech
[12] startups
[11] government
[9] digitalservices
[8] jobs
[7] processimprovement
[6] localgov
[4] procurement

Top Words
Top Words in Tweet in Entire Graph:
[2970] Words in Sentiment List#1: Positive
[1376] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[100652] Non-categorized Words
[105001] Total Words
[2149] #govtech
[1213] à
[875] â
[490] govtech
[422] #ai

Top Words in Tweet in G1:
[94] govtech
[92] à
[92] ã
[73] #govtech
[73] î
[60] government
[60] new
[52] s
[46] technology
[40] more

Top Words in Tweet in G2:
[265] #govtech
[244] govtechnews
[197] #stateandlocal
[127] new
[48] more
[48] state
[43] government
[41] innovation
[40] s
[37] #publicsafety

Top Words in Tweet in G3:
[250] jennycohn1
[229] knowink
[228] georgia's
[228] electronic
[228] pollbooks
[228] used
[228] check
[228] voters
[228] polls
[228] confirm

Top Words in Tweet in G4:
[180] #govtech
[132] sommetgovtech
[122] ðÿ
[104] des
[103] et
[95] govtech
[94] au
[65] 14
[64] les
[63] paris

Top Words in Tweet in G5:
[652] #govtech
[198] ukauthority
[141] diginomica
[121] #cybersecurity
[112] news
[109] community
[108] #ukgovtech
[77] data
[66] #security
[64] â

Top Words in Tweet in G6:
[618] â
[264] #ai
[257] kirkdborne
[179] boozallen
[149] #govtech
[127] #bigdata
[106] #machinelearning
[95] #datascience
[66] #gtc19
[63] #digitaltransformation

Top Words in Tweet in G7:
[51] #govtech
[42] n
[36] â
[33] govtech
[32] digital
[29] pãºblico
[28] asociaciones
[27] agendacaf
[27] quã
[26] nos

Top Words in Tweet in G8:
[172] creates
[88] bitcoin
[86] strong
[86] message
[86] world
[86] honesty
[86] wealth
[86] corruption
[86] poverty
[86] blockchain

Top Words in Tweet in G9:
[32] emergencymgtmag
[29] rapiddeploy
[25] eric_holdeman
[24] #dhs
[23] public
[22] #disasters
[22] #iaem
[22] #nema
[22] #fema
[22] safety

Top Words in Tweet in G10:
[60] #govtech
[25] cityinnovate
[25] #stir
[22] now
[21] #civictech
[20] here
[20] new
[17] ðÿ
[16] digital
[15] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[904] à,à
[491] â,â
[228] georgia's,knowink
[228] knowink,electronic
[228] electronic,pollbooks
[228] pollbooks,used
[228] used,check
[228] check,voters
[228] voters,polls
[228] polls,confirm

Top Word Pairs in Tweet in G1:
[58] à,à
[39] î,î
[37] ã,ã
[21] government,technology
[18] govtech,summit
[18] î,ï
[16] ï,î
[14] u,s
[11] action,publique
[11] new,bill

Top Word Pairs in Tweet in G2:
[164] #govtech,#stateandlocal
[33] #security,#govtech
[26] #publicsafety,#govtech
[18] local,governments
[17] #futurestructure,#govtech
[16] north,dakota
[16] building,free
[16] free,innovation
[16] innovation,wiki
[15] govtechnews,#cdwsocial

Top Word Pairs in Tweet in G3:
[228] georgia's,knowink
[228] knowink,electronic
[228] electronic,pollbooks
[228] pollbooks,used
[228] used,check
[228] check,voters
[228] voters,polls
[228] polls,confirm
[228] confirm,voter
[228] voter,registrations

Top Word Pairs in Tweet in G4:
[57] ðÿ,ðÿ
[51] 14,novembre
[46] sommet,des
[36] des,govtech
[23] lâ,ambition
[22] au,sommet
[21] les,services
[21] des,#startups
[20] services,publics
[19] ã,paris

Top Word Pairs in Tweet in G5:
[192] #govtech,ukauthority
[124] #govtech,diginomica
[108] #ukgovtech,community
[108] community,news
[56] #govtech,#security
[41] #govtech,publictech
[32] #govtech,govcomputing
[32] govtechcloud,#ukgovtech
[30] diginomica,diginomica_gov
[23] #gdpr,#govtech

Top Word Pairs in Tweet in G6:
[457] â,â
[66] #bigdata,#datascience
[53] ht,kirkdborne
[39] boozallen,govloop
[35] boozallen,#ai
[33] boozallen,getmodzy
[33] getmodzy,team
[32] primer,robotic
[32] robotic,process
[32] process,automation

Top Word Pairs in Tweet in G7:
[28] asociaciones,pãºblico
[27] â,quã
[23] reglamentaciã,n
[22] uno,primeros
[22] primeros,temas
[22] temas,nos
[22] nos,ocupamos
[22] ocupamos,consejerã
[22] consejerã,fue
[22] fue,reglamentaciã

Top Word Pairs in Tweet in G8:
[86] strong,message
[86] message,world
[86] world,honesty
[86] honesty,creates
[86] creates,wealth
[86] wealth,corruption
[86] corruption,creates
[86] creates,poverty
[86] poverty,bitcoin
[86] bitcoin,blockchain

Top Word Pairs in Tweet in G9:
[21] public,safety
[18] #iaem,#nema
[11] #fema,#iaem
[11] #nema,#dhs
[9] #dhs,#disasters
[7] #disasters,#emergencymanagement
[7] microsoft,ceo
[7] ceo,satya
[7] satya,nadella
[7] nadella,describes

Top Word Pairs in Tweet in G10:
[19] #govtech,#civictech
[12] now,accepting
[12] accepting,applications
[12] applications,new
[12] new,group
[12] group,#stir
[12] #stir,projects
[12] projects,read
[12] read,more
[11] #stir,#govtech

Top Replied-To
Top Replied-To in Entire Graph:
@lidarmonkey
@equalandallied1
@twittermoments
@philadelphiagov
@rapiddeploy
@amorgaia
@22cb22cb
@ml_buchanan
@mlvidart
@aynrandpaulryan

Top Replied-To in G2:
@philadelphiagov
@tech_data
@motosolutions
@bangthetable
@streetlightdata
@aurigo_software
@dotmaps_app
@stravametro
@azcities
@oracle

Top Replied-To in G3:
@equalandallied1
@johnmccain
@debttrut
@ninaandtito
@jennycohn1

Top Replied-To in G4:
@dotjs
@alex_md
@public_france
@bbcsport
@georgefreemanmp

Top Replied-To in G5:
@lidarmonkey
@twittermoments
@cbronline
@aynrandpaulryan
@marshablackburn
@andybeshearky
@kentico
@repgosar
@google
@fwd50conf

Top Replied-To in G7:
@apoliticalco

Top Replied-To in G9:
@rapiddeploy
@microsoft

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@jennycohn1
@ukauthority
@kirkdborne
@diginomica
@boozallen
@sommetgovtech
@timdraper
@public_team
@billmew

Top Mentioned in G1:
@34northdrones
@sourceils
@theafricamentor
@motorists
@motoristnews
@maruo_cross
@andrzejnie1
@brazillab
@alexstephany

Top Mentioned in G2:
@govtechnews
@zackquaintance
@nascio
@govlaunch
@sada
@bloombergdotorg
@oecd
@rilescat
@depeekii
@govcso

Top Mentioned in G3:
@jennycohn1
@equalandallied1
@soychicka
@lovetogive2
@dcpoll
@brazencapital
@lauferlaw
@mitchellreports
@maddow
@omaraslamlugo

Top Mentioned in G4:
@sommetgovtech
@public_team
@public_france
@bymaddyness
@alex_md
@rolandberger
@banquedesterr
@govtechpl
@public_germany
@groupelaposte

Top Mentioned in G5:
@ukauthority
@diginomica
@billmew
@douglittlejr
@govinfosecurity
@publictech
@mew_era
@govcomputing
@govtechcloud
@diginomica_gov

Top Mentioned in G6:
@kirkdborne
@boozallen
@uipath
@getmodzy
@theadamgabriel
@govloop
@evankirstel
@pega
@4orgexcellence
@nvidia

Top Mentioned in G7:
@agendacaf
@vicmunro
@apoliticalco
@cifuentesaura
@marisabelmejia
@carlos_santiso
@santiagopinzong
@alteclat
@enrique_za

Top Mentioned in G8:
@timdraper
@theadamgabriel
@ohgodagirl

Top Mentioned in G9:
@emergencymgtmag
@eric_holdeman
@rapiddeploy
@govtechnews
@microsoft
@syracuse1848
@kellymnyc
@countyofsonoma
@sanbernardinopd
@nuanceinc

Top Mentioned in G10:
@cityinnovate
@abhinemani
@cloudpwr
@african_minute
@govtechnews
@chicagosmayor
@phillymayor
@accelasoftware
@citybaseinc
@cities_today

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@alerttrade
@thaitvnews
@arkangelscrap
@sectest9
@pairsonnalites
@dichristine
@pairsonnalitesa
@robre62
@defendressofsan

Top Tweeters in G1:
@thaitvnews
@pairsonnalites
@pairsonnalitesa
@thn24
@dgendvil
@laveilletechno
@ericfitteduval
@gayweho
@johntheutahn
@saeedbaygi

Top Tweeters in G2:
@ronthornton
@blerdmommy
@karrasamelia5
@danitablackwood
@linuxmil
@jgombita
@moorehead_agnes
@thesiliconhill
@dlortner
@jimmyroybloom

Top Tweeters in G3:
@oldlady12345
@dichristine
@dancas2
@lovetogive2
@b140tweet
@mayirmamay14
@raygibbs1
@dpmax100
@mstepczyk
@jim_b60

Top Tweeters in G4:
@startupsbot
@bbcsport
@andrewmorrisuk
@julienramauge
@techcrunch
@rldi_lamy
@fredhermelin
@lesguer_lionel
@dharmeshsb
@google

Top Tweeters in G5:
@arkangelscrap
@sectest9
@santchiweb
@fintechna
@tmobile
@cybersec_feeds
@adekleine
@nancyrubin
@carlesdijous
@caring_mobile

Top Tweeters in G6:
@gamergeeknews
@evankirstel
@chidambara09
@itknowingness
@gmizrachi
@richsimmondsza
@calcaware
@colorstreamedia
@padididit
@thehipposhoe

Top Tweeters in G7:
@duvanedo
@sofia444d
@monikalmanza
@paredessan
@dme_jun
@elmaslampara
@dgomezco
@silvamoyano
@bastidas_ilich
@j2bryson

Top Tweeters in G8:
@alerttrade
@ohiobitcoin
@i_amcrypto_king
@adryenn
@neerajt4
@laughingmantwit
@hazem_awad
@_litebringer_
@lewinni
@btc_upload

Top Tweeters in G9:
@richfm39517086
@freedom1776__
@solhog
@emweeklyrpt
@jesseprize6
@andys_research
@businesscontin4
@wiomax_md
@airbnb
@iangfoss

Top Tweeters in G10:
@robre62
@iluvhorseracing
@vladobotsvadze
@roma
@cityofcincy
@msft4startups
@rmchase
@marccanter4real
@gaiapunk
@abhinemani


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