govtech, Twitter, 9/21/2020 10:33:41 PM, 235635


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govtech_2020-09-21_14-53-43.xlsx
govtech_2020-09-21_14-53-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
govtech via NodeXL https://bit.ly/2ZWJ8A8
@govtechnews
@chidambara09
@enricomolinari
@carlos_santiso
@codeforpdx
@cybersec_feeds
@kirkdborne
@cybersecurityn8
@sectest9
@billmew

Top hashtags:
#govtech
#security
#cybersecurity
#ai
#smartcities
#iot
#bigdata

Description:
Description
The graph represents a network of 3,430 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, 21 September 2020 at 22:02 UTC.

The requested start date was Monday, 21 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 24-minute period from Monday, 07 September 2020 at 00:20 UTC to Sunday, 20 September 2020 at 23:45 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 : 3430
Unique Edges : 3904
Edges With Duplicates : 9781
Total Edges : 13685
Number of Edge Types : 5
Mentions : 2835
Tweet : 1443
Retweet : 3105
MentionsInRetweet : 6185
Replies to : 117
Self-Loops : 1477
Reciprocated Vertex Pair Ratio : 0.046448087431694
Reciprocated Edge Ratio : 0.0887728459530026
Connected Components : 610
Single-Vertex Connected Components : 394
Maximum Vertices in a Connected Component : 2147
Maximum Edges in a Connected Component : 11509
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.819919
Graph Density : 0.000521023307460717
Modularity : 0.396266
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 3,430 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, 21 September 2020 at 22:02 UTC.

The requested start date was Monday, 21 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 23-hour, 24-minute period from Monday, 07 September 2020 at 00:20 UTC to Sunday, 20 September 2020 at 23:45 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:
[59] https://dy.si/911XU
[43] https://hopin.to/events/foro-govtech-mexico
[37] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/why-are-some-cyber-pros-unemployed.html
[31] https://twinybots.ch/
[29] https://www.govtech.com/products/Artificial-Intelligence-Is-Helping-to-Spot-California-Wildfires.html
[28] https://www.govtech.com/people/Gov-Techs-Gender-Gap-Getting-More-Women-in-Government-IT.html
[22] https://www.govtech.com/network/The-Farms-of-the-Future-Hinge-on-High-Speed-Internet.html
[18] https://engage.bah.com/Article/Redirect/e04ffccb-f661-465a-b9a8-a1a95ebe8be4?uc=30185&g=6b9b6f0c-32f8-4269-9293-7338dfe7b1c3&f=158347
[18] https://www.govtech.com/social/Disinformation-Campaigns-Are-Suppressing-Votes-Report-Finds.html
[18] https://www.govtech.com/computing/2020-Puts-Cloud-Computing-in-Government-to-the-Test.html

Top URLs in Tweet in G1:
[16] https://www.govtech.com/people/Gov-Techs-Gender-Gap-Getting-More-Women-in-Government-IT.html
[12] https://www.govtech.com/network/The-Farms-of-the-Future-Hinge-on-High-Speed-Internet.html
[11] https://www.govtech.com/fs/transportation/The-Micro-EV-Industry-Is-Growing-Thanks-in-Part-to-the-Pandemic.html
[10] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/why-are-some-cyber-pros-unemployed.html
[10] https://www.govtech.com/civic/Public-Innovation-Academy-Offers-Practical-Training-for-Gov.html
[10] https://www.govtech.com/security/Remote-Government-Work-A-Challenge-and-an-Opportunity.html
[7] https://www.govtech.com/security/Hackers-Targeting-Manufacturing-Has-Been-Up-During-Pandemic.html
[7] https://www.govtech.com/security/Cybersecurity-is-Increasingly-Challenging-for-Academia.html
[6] https://www.govtech.com/opinion/Shifting-Safely-to-Online-Learning-Means-Investing-in-Cyber.html
[6] https://www.govtech.com/fs/transportation/Transit-Needs-Tech-and-Innovation-Now-More-Than-Ever.html

Top URLs in Tweet in G2:
[9] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/why-are-some-cyber-pros-unemployed.html
[8] https://twinybots.ch/
[8] https://www.govtech.com/network/The-Farms-of-the-Future-Hinge-on-High-Speed-Internet.html
[7] https://www.govtech.com/fs/data/Next-Gen-Transportation-Isnt-Going-Anywhere-Without-Data.html
[6] http://govtech.blogosfera.uol.com.br/2020/09/07/a-resiliencia-de-ser-brasileiro/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.govtech.com/people/Gov-Techs-Gender-Gap-Getting-More-Women-in-Government-IT.html
[6] https://www.govtech.com/opinion/How-Local-CIOs-Can-Help-Narrow-the-Digital-Divide-Amid-COVID.html
[5] https://www.govtech.com/products/Artificial-Intelligence-Is-Helping-to-Spot-California-Wildfires.html
[5] https://www.govtech.com/social/Disinformation-Campaigns-Are-Suppressing-Votes-Report-Finds.html
[5] https://www.govtech.com/fs/transportation/Transit-Needs-Tech-and-Innovation-Now-More-Than-Ever.html

Top URLs in Tweet in G3:
[6] https://dy.si/911XU
[6] https://engage.bah.com/Article/Redirect/e04ffccb-f661-465a-b9a8-a1a95ebe8be4?uc=30185&g=6b9b6f0c-32f8-4269-9293-7338dfe7b1c3&f=158347
[6] https://www.govtech.com/products/Artificial-Intelligence-Is-Helping-to-Spot-California-Wildfires.html
[4] https://qoo.ly/389sx5
[4] https://qoo.ly/383bx8
[4] https://qoo.ly/383vwm
[4] https://qoo.ly/386xbk
[3] https://qoo.ly/372van
[3] https://qoo.ly/383rc2
[3] https://qoo.ly/3864cp

Top URLs in Tweet in G4:
[43] https://hopin.to/events/foro-govtech-mexico
[10] https://apolitical.co/america-latina-govtech/
[8] https://apolitical.co/future-government-govtech-workshop/
[7] https://mailchi.mp/e5f496033bd1/foro-govtech-latam-5856764
[5] https://www.creatorspad.com/pages/govtech-leaders-2020
[5] https://www.innpulsacolombia.com/milab
[4] https://mailchi.mp/4a4f868a914b/foro-govtech-latam-5851168
[4] https://medium.com/creatorspad/govtech-from-great-challenges-to-great-opportunities-8ae0e32f4af2
[4] https://www.govtechlab.lt/govtech-challenge-series-open
[3] https://www.caf.com/es/actualidad/noticias/2020/09/caf-e-innpulsa-firman-alianza-para-promover-la-agenda-govtech-en-colombia-a-traves-de-milab/

Top URLs in Tweet in G5:
[12] https://qoo.ly/372van
[10] https://qoo.ly/383bx8
[9] https://www.civilserviceworld.com/professions/article/looking-forward-the-investment-that-could-save-the-public-sector-time-money-and-trouble
[6] https://qoo.ly/383bs7
[6] https://qoo.ly/3849p5
[6] https://qoo.ly/3849ur
[6] https://qoo.ly/385fum
[6] https://tech.newstatesman.com/coronavirus/govtech-leaders-survey
[5] https://qoo.ly/383rf8
[5] https://qoo.ly/383wdd

Top URLs in Tweet in G6:
[13] https://twinybots.ch/
[8] http://www.superconnectforgood.com/
[7] https://dy.si/911XU
[6] https://cities-today.com/covid-19-set-to-curb-us-smart-city-projects/
[6] https://www.govtech.com/people/Gov-Techs-Gender-Gap-Getting-More-Women-in-Government-IT.html
[5] https://scgn.smartdubai.ae/mobility/2020/08/26/dubai-considers-air-corridors-for-aavs
[5] https://cities-today.com/how-milans-digital-transformation-has-helped-it-to-manage-covid-19/
[5] https://www.govtech.com/biz/Second-CivStart-Startup-Cohort-Ranges-from-Water-to-Housing.html
[4] https://fintechnews.sg/43188/fintech/a-guide-to-payment-regulations-across-asia-pacific/
[4] https://fintechnews.sg/43285/blockchain/sgx-completes-first-digital-bond-in-collaboration-with-temasek-and-hsbc/

Top URLs in Tweet in G7:
[16] https://www.govevents.com/Microsoft-FYE20-SM/
[15] https://www.govevents.com/Dell-TechnologiesWorld2020-SM/
[13] https://www.govevents.com/ACTIAC-ELC2020-SM/
[12] https://www.govevents.com/Carahsoft-ExclusiveAccess-Telework-SM/
[11] https://www.govevents.com/McAfee-DoDCVR-Sept22-SM/
[9] https://www.govevents.com/Solarwinds-CyberTechnology-Sept22-SM/
[9] https://www.govevents.com/RedHat-DNFed-Sept15-SM/
[8] https://www.govevents.com/PANW-Sept15Webinar-SM/
[8] https://www.govevents.com/Solarwinds-DOD-Sept16-SM/
[8] https://www.govevents.com/GovExec-Forcepoint-Sept24-SM/

Top URLs in Tweet in G8:
[37] https://dy.si/911XU
[12] https://engage.bah.com/Article/Redirect/e04ffccb-f661-465a-b9a8-a1a95ebe8be4?uc=30185&g=6b9b6f0c-32f8-4269-9293-7338dfe7b1c3&f=158347
[9] https://engage.bah.com/Article/Redirect/45db98b8-9c63-468a-acb5-0e35e99a7df3?uc=30185&g=705c3144-1b4a-4c43-bd6b-91b9e6c66901&f=131398
[9] https://www.govtech.com/products/Artificial-Intelligence-Is-Helping-to-Spot-California-Wildfires.html
[4] https://engage.bah.com/Article/Redirect/51a545cd-1c4b-4fff-8269-20ba02e414b8?uc=30185&g=a8366b5f-ab60-4341-b6e6-c31ad119dfb8&f=120004
[3] https://www.govtech.com/fs/automation/Self-Driving-Car-Startup-Argo-AI-Expands-in-Pittsburgh.html?AMP
[2] https://www.wilcoxind.com/combatsystems.php
[2] https://engage.bah.com/Article/Redirect/cc9ec575-ea44-457f-8ab3-365a87d035d1?uc=30185&g=53843953-5c44-444c-8454-b98cd4b25a94&f=144799
[2] https://www.amazon.com/gp/product/178980700X/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=178980700X&linkCode=as2&tag=kirkdborne-20&linkId=d3e7a6692cc43032a43d1b77b7873948
[2] https://blog.eccouncil.org/canada-now-most-phished-country-what-you-need-to-know/

Top URLs in Tweet in G9:
[12] https://community.esri.com/community/open-platform-standards-and-interoperability/blog/2020/07/29/download-ogc-geopackage-from-hosted-arcgis-feature-services#?_lrsc=6df0231c-cfc4-4e34-89ea-e36e13535ea4&adumkts=social&aduc=social&adum=external&aduSF=linkedin&adut=ea
[9] https://teckedin1.document360.io/docs/en/tech-news-links-table-sorting
[7] https://teckedin.com/
[6] https://www.govtech.com/em/safety/-Officials-Hope-Pandemic-will-Change-the-way-Public-Health-is-Funded-.html
[4] https://www.esri.com/en-us/lg/industry/government/20/elections-in-the-time-of-covid
[3] https://esri.zoom.us/webinar/register/WN_uM5HUCSrSSSRVR7ayEqS_Q?adumkts=social&utm_source=social&aduc=social&adum=external&aduca=social_technical&adusf=twitter&adut=c8a3bbe4-4ff7-4bab-9168-e368a518dbf2
[2] https://www.esri.ca/en-ca/news-events/events/webinars/webinar-schedule/september-22-20-webinar
[2] https://doc.arcgis.com/en/experience-builder/gallery/
[1] https://link.medium.com/QfyfgH5XN9
[1] https://www.linkedin.com/slink?code=dmfc3RE

Top URLs in Tweet in G10:
[4] https://www.usinenouvelle.com/article/oracle-va-ouvrir-en-france-un-datacenter-pour-son-cloud-en-2021.N1001334
[2] https://blogs.oracle.com/oracle-france/smart-people-:-lalpha-dune-transformation-reussie-de-la-ville
[1] https://www.lesechos.fr/economie-france/social/les-250-demarches-administratives-les-plus-usuelles-seront-accessibles-en-ligne-en-2022-1240837#utm_source=le%3Alec0f&utm_medium=click&utm_campaign=share-links_twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1164] govtech.com
[433] qoo.ly
[174] govevents.com
[141] twitter.com
[134] linkedin.com
[85] dy.si
[72] voicestorm.com
[70] bah.com
[64] diginomica.com
[54] co.uk

Top Domains in Tweet in G1:
[427] govtech.com
[72] voicestorm.com
[20] dy.si
[18] qoo.ly
[11] linkedin.com
[11] computronix.com
[7] twitter.com
[6] techwire.net
[5] document360.io
[4] readyforsocial.com

Top Domains in Tweet in G2:
[317] govtech.com
[36] linkedin.com
[21] twitter.com
[19] com.br
[16] codefor.nl
[9] bah.com
[8] twinybots.ch
[5] google.com
[5] rocksolid.com
[5] questica.com

Top Domains in Tweet in G3:
[94] qoo.ly
[19] govtech.com
[10] bah.com
[6] dy.si
[3] google.com
[2] urly.it
[2] diginomica.com
[1] teckedin.com
[1] document360.io
[1] twinybots.ch

Top Domains in Tweet in G4:
[43] hopin.to
[40] twitter.com
[21] apolitical.co
[14] mailchi.mp
[9] govtechlab.lt
[7] facebook.com
[7] medium.com
[7] youtube.com
[6] caf.com
[6] govtech.com

Top Domains in Tweet in G5:
[320] qoo.ly
[60] diginomica.com
[37] co.uk
[28] governmentcomputing.com
[12] newstatesman.com
[9] ukauthority.com
[9] civilserviceworld.com
[8] govtech.com
[7] twitter.com
[5] digileaders.com

Top Domains in Tweet in G6:
[42] govtech.com
[19] cities-today.com
[14] superconnectforgood.com
[13] twinybots.ch
[12] fintechnews.sg
[11] dy.si
[6] straitstimes.com
[5] smartdubai.ae
[4] technative.io
[4] civictech.africa

Top Domains in Tweet in G7:
[174] govevents.com
[26] govtech.com
[12] bookinglive.com
[8] co.uk
[6] linkedin.com
[5] twinybots.ch
[5] twitter.com
[5] forbes.com
[4] carahsoft.com
[3] granicus.com

Top Domains in Tweet in G8:
[44] bah.com
[37] dy.si
[17] govtech.com
[9] twitter.com
[3] itworldcanada.com
[3] com.ng
[2] wilcoxind.com
[2] amazon.com
[2] eccouncil.org
[2] kyivpost.com

Top Domains in Tweet in G9:
[24] linkedin.com
[16] esri.com
[9] document360.io
[7] teckedin.com
[6] govtech.com
[3] zoom.us
[3] arcgis.com
[2] esri.ca
[1] medium.com

Top Domains in Tweet in G10:
[4] usinenouvelle.com
[2] oracle.com
[1] lesechos.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2269] govtech
[693] security
[449] cybersecurity
[414] ai
[330] smartcities
[261] iot
[193] bigdata
[187] stateandlocal
[154] 5g
[143] civictech



Top Hashtags in Tweet in G1:
[388] govtech
[296] cybersecurity
[281] security
[158] stateandlocal
[101] ransomware
[90] federalgov
[82] iot
[72] cdwsocial
[70] gov
[62] ai

Top Hashtags in Tweet in G2:
[106] govtech
[17] civictech
[14] collectie
[13] covid19
[10] cybersecurity
[9] ransomware
[8] digitaltransformation
[8] innovation
[8] localgov
[8] egov

Top Hashtags in Tweet in G3:
[188] govtech
[171] ai
[145] security
[105] iot
[100] smartcities
[74] nanotechnology
[63] bigdata
[61] blockchain
[56] climatechange
[56] fintech

Top Hashtags in Tweet in G4:
[230] govtech
[96] forogovtechmx
[90] milab
[24] ingresaya
[19] gobiernoabierto
[17] networking
[17] sectorpúblico
[15] onfire
[13] evento
[11] colombia

Top Hashtags in Tweet in G5:
[509] govtech
[231] security
[27] procurement
[18] loti
[17] digital
[15] publicsector
[12] thirty3
[11] technology
[10] innovation
[8] dos

Top Hashtags in Tweet in G6:
[122] govtech
[93] smartcities
[57] competition
[40] startups
[40] techforgood
[36] scaleups
[36] tech
[33] innovation
[32] edtech
[31] ai

Top Hashtags in Tweet in G7:
[243] govtech
[63] fedgov
[43] digitaltransformation
[36] govit
[33] cybersecurity
[29] publicsector
[29] govt
[22] bigdata
[21] digitalgovernment
[18] splunk

Top Hashtags in Tweet in G8:
[99] ai
[55] smartcities
[53] bigdata
[35] govtech
[25] iot
[25] datascience
[21] cybersecurity
[21] security
[19] machinelearning
[18] civictech

Top Hashtags in Tweet in G9:
[60] govtech
[57] arcgis
[48] gis
[38] esri
[25] statelocalit
[23] gio
[19] data
[16] map
[13] it
[12] ogc

Top Hashtags in Tweet in G10:
[7] govtech
[4] cloud
[3] transformation
[3] villes
[3] gouvernements
[3] humaine
[3] durable
[3] connectedcity
[1] fonctionpublique
[1] etat

Top Words
Top Words in Tweet in Entire Graph:
[2267] #govtech
[743] enricomolinari
[693] #security
[498] govtech
[470] more
[452] govtechnews
[449] #cybersecurity
[435] government
[414] #ai
[356] digital

Top Words in Tweet in G1:
[392] govtechnews
[388] #govtech
[296] #cybersecurity
[281] #security
[188] ransomware
[158] #stateandlocal
[144] government
[116] more
[101] #ransomware
[90] #federalgov

Top Words in Tweet in G2:
[106] #govtech
[77] govtech
[65] government
[62] more
[49] digital
[44] work
[42] covid
[33] future
[30] pandemic
[30] local

Top Words in Tweet in G3:
[649] enricomolinari
[188] #govtech
[171] #ai
[153] wef
[148] body
[145] #security
[119] cc
[105] #iot
[101] billmew
[100] #smartcities

Top Words in Tweet in G4:
[228] #govtech
[199] govtech
[100] innpulsacol
[99] oscitylatam
[96] #forogovtechmx
[90] #milab
[84] agendacaf
[74] junto
[73] innovación
[69] laboratorio

Top Words in Tweet in G5:
[509] #govtech
[231] #security
[231] govinfosecurity
[224] billmew
[94] ukauthority
[91] drjdrooghaag
[60] diginomica
[58] fabriziobustama
[58] antgrasso
[58] sallyeaves

Top Words in Tweet in G6:
[122] #govtech
[93] #smartcities
[54] tech
[52] #competition
[49] empactventures
[46] calling
[40] #startups
[40] #techforgood
[39] smart
[37] apply

Top Words in Tweet in G7:
[243] #govtech
[99] more
[88] learn
[80] webinar
[63] #fedgov
[59] virtual
[59] digital
[54] join
[46] event
[43] #digitaltransformation

Top Words in Tweet in G8:
[99] #ai
[60] kirkdborne
[55] #smartcities
[53] #bigdata
[37] role
[37] rise
[37] experts
[37] talk
[37] risks
[37] rewards

Top Words in Tweet in G9:
[60] #govtech
[57] #arcgis
[48] #gis
[38] #esri
[25] #statelocalit
[23] #gio
[19] #data
[19] spatialace
[18] gis_bandit
[16] #map

Top Words in Tweet in G10:
[44] notre
[43] proustnicolas
[41] datacenter
[41] france
[41] 2021
[39] d'infos
[39] l'ouverture
[39] prochaine
[39] projet
[39] verra

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[345] #govtech,#security
[345] #security,govinfosecurity
[288] billmew,#govtech
[193] covid,19
[146] #security,#cybersecurity
[134] #govtech,#stateandlocal
[112] learn,more
[91] adamdanyal,enricomolinari
[89] #govtech,ukauthority
[86] #ai,#iot

Top Word Pairs in Tweet in G1:
[145] #security,#cybersecurity
[128] #govtech,#stateandlocal
[74] govtechnews,#security
[73] cdwgwagov,ransomware
[72] covid,19
[61] threat,elections
[54] #ransomware,attack
[48] during,covid
[48] helped,city
[48] city,orleans

Top Word Pairs in Tweet in G2:
[24] covid,19
[17] september,15
[16] tune,tuesday
[16] tuesday,september
[16] 15,00
[16] 00,ciena's
[16] ciena's,daniele
[16] daniele,loffreda
[16] loffreda,wayne
[16] wayne,hickey

Top Word Pairs in Tweet in G3:
[96] billmew,#govtech
[96] #govtech,#security
[96] #security,govinfosecurity
[81] adamdanyal,enricomolinari
[74] nanochip,generates
[74] generates,body
[74] body,cells
[74] cells,heal
[74] heal,body
[74] body,parts

Top Word Pairs in Tweet in G4:
[51] innovación,pública
[50] laboratorio,innovación
[44] #milab,laboratorio
[36] gobierno,nacional
[34] américa,latina
[26] pública,gobierno
[25] nacional,operado
[25] operado,innpulsacol
[25] innpulsacol,convierte
[24] cómo,futuro

Top Word Pairs in Tweet in G5:
[231] #govtech,#security
[231] #security,govinfosecurity
[174] billmew,#govtech
[86] #govtech,ukauthority
[60] #govtech,diginomica
[58] drjdrooghaag,fabriziobustama
[58] fabriziobustama,antgrasso
[58] antgrasso,sallyeaves
[58] sallyeaves,mikko
[58] mikko,archonsec

Top Word Pairs in Tweet in G6:
[36] #startups,#scaleups
[33] #smartcities,#govtech
[31] #edtech,#healthtech
[31] #healthtech,#smartcities
[29] powered,empactventures
[29] apply,#techforgood
[29] #techforgood,#competition
[29] #competition,powered
[26] calling,#startups
[24] smart,cities

Top Word Pairs in Tweet in G7:
[40] learn,more
[31] #fedgov,#govtech
[31] virtual,event
[23] exclusive,access
[23] access,webinar
[22] webinar,series
[22] #govtech,#govit
[20] best,practices
[19] 00am,pt
[18] reimagine,nation

Top Word Pairs in Tweet in G8:
[37] role,#ai
[37] #ai,rise
[37] rise,#smartcities
[37] #smartcities,experts
[37] experts,talk
[37] talk,risks
[37] risks,rewards
[35] kirkdborne,role
[31] rewards,#bigdata
[27] #bigdata,#datas

Top Word Pairs in Tweet in G9:
[28] #gis,#esri
[25] #govtech,#statelocalit
[22] #esri,#arcgis
[13] #gio,#it
[12] download,ogc
[12] ogc,geopackage
[12] geopackage,hosted
[12] hosted,#arcgis
[12] #arcgis,feature
[12] feature,services

Top Word Pairs in Tweet in G10:
[39] d'infos,l'ouverture
[39] l'ouverture,prochaine
[39] prochaine,notre
[39] notre,datacenter
[39] datacenter,france
[39] france,projet
[39] projet,verra
[39] verra,jour
[39] jour,2021
[39] 2021,avant

Top Replied-To
Top Replied-To in Entire Graph:
@cisagov
@empactventures
@arcgisxprise
@innpulsacol
@govtechnews
@informatica
@aoc
@maghanna
@jukesie
@realaustindchs

Top Replied-To in G1:
@cisagov
@macfound
@gop
@pattycross2160
@eileencumming20
@sidburgess
@jasonclarke302
@abhinemani

Top Replied-To in G4:
@innpulsacol
@rozalskamonika
@constanzagmont
@manekilt
@acmuzic
@apoliticalco
@psanabria
@nostrabamus69
@alxprince
@govtechlablt

Top Replied-To in G5:
@techuk

Top Replied-To in G6:
@empactventures
@itzeazyspeaks
@thegreathimashu
@thisgameplaysu

Top Replied-To in G7:
@informatica
@govtechnews
@bookinglive

Top Replied-To in G9:
@arcgisxprise
@nkymaplab
@lisaberry_gis
@esrislgov

Top Mentioned
Top Mentioned in Entire Graph:
@enricomolinari
@govtechnews
@billmew
@govinfosecurity
@wef
@drjdrooghaag
@oscitylatam
@ukauthority
@intengineering
@innpulsacol

Top Mentioned in G1:
@govtechnews
@cdwgwagov
@puregov
@akamai
@realcolinmac
@enricomolinari
@smartcityc
@billmew
@govinfosecurity
@lucasropek1

Top Mentioned in G2:
@motorists
@monolith20001
@hitechgrounds
@mandateagency
@chpsre
@realtrumperland
@shi_sunao

Top Mentioned in G3:
@enricomolinari
@wef
@billmew
@govinfosecurity
@intengineering
@adamdanyal
@kuriharan
@frronconi
@nicochan33
@rwang0

Top Mentioned in G4:
@oscitylatam
@innpulsacol
@agendacaf
@gaitanvillegas
@apoliticalco
@carlos_santiso
@govtechlablt
@elkkana_
@enrique_za
@publictechlab

Top Mentioned in G5:
@govinfosecurity
@billmew
@ukauthority
@drjdrooghaag
@diginomica
@fabriziobustama
@antgrasso
@sallyeaves
@mikko
@archonsec

Top Mentioned in G6:
@empactventures
@haysdigitechuki
@superconnectuk
@cities_today
@lochoffs
@civstart
@fintechsin
@hays
@smartcityc
@govtechnews

Top Mentioned in G7:
@carahsoft
@enricomolinari
@delltechworld
@solarwinds
@microsoft_gov
@paloaltontwks
@kerry_rea
@aletiam
@a_golshan
@stackrox

Top Mentioned in G8:
@kirkdborne
@argoai
@enricomolinari
@blueforcedev
@citiesforum_org
@rlingle
@govtechnews
@2morrowknight
@visualcap
@nigewillson

Top Mentioned in G9:
@spatialace
@gis_bandit
@esrislgov
@esri
@nacchoalerts
@astho
@mcw_chcr
@lorkowski_mark
@emweeklyrpt
@pu

Top Mentioned in G10:
@proustnicolas
@usinenouvelle
@oracle_france
@menahd
@ridhaloukil
@oracle
@juliendollon
@jblefevre60
@flashtweet
@montfeu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@javascriptd
@robre62
@chidambara09
@cybersec_feeds
@evankirstel
@gambiste1
@john1966olsen
@flight_refunds
@patriot_girl_tx

Top Tweeters in G1:
@sectest9
@javascriptd
@cybersec_feeds
@gambiste1
@john1966olsen
@ottlegalrebels
@codernotesbot
@xaelbot
@taieb_bot
@codedailybot

Top Tweeters in G2:
@aldoceccarelli
@sivanakai
@chronlaw
@data_nerd
@chpsre
@jonas62712964
@valfredoqs
@gate_15_analyst
@steveportigal
@newzgeek

Top Tweeters in G3:
@evankirstel
@princessbibirf_
@eddarrell
@businessinsider
@swissbusiness
@santchiweb
@fintechna
@tess_blue815
@amazingchevvolt
@valaafshar

Top Tweeters in G4:
@michalboni
@infopresidencia
@haprendiz
@revistadinero
@bogota
@tu_roncito
@tomdrabowicz
@alxprince
@codeforpdx
@mincomercioco

Top Tweeters in G5:
@bar_zie
@vesperuk
@silentseawolf
@ml_tweet_bot
@ianmcalvert
@sehoujou
@pvynckier
@usagreat88
@wboricua98
@2ndleprechaun

Top Tweeters in G6:
@robre62
@femtech_
@channelnewsasia
@stcom
@donaldndoro
@ruthiliana46
@smartecocity
@wil_bielert
@scieducation1
@ichigoaiscream

Top Tweeters in G7:
@chidambara09
@stevejacksonva
@markmichdomnic
@dcarsoncpa
@jamesvgingerich
@denbizjournal
@jesse731r
@imnickhuber
@salesforce
@sarakarnthi1

Top Tweeters in G8:
@andrewmorrisuk
@uncjay1
@bexxmodd
@thecuriousluke
@enriquen
@machine_ml
@2morrowknight
@kirkdborne
@datasciencebot_
@iamchuckrussell

Top Tweeters in G9:
@linuxdreams
@emweeklyrpt
@publichealthmap
@caldisasters
@gentoobot
@healthyamerica1
@stevecase
@ibmcloud
@daveraven72
@nevadawolf

Top Tweeters in G10:
@flashtweet
@fabricefrossard
@topgeeek
@usinenouvelle
@olivierfroggy
@oracle
@pascalemasson
@oracle_france
@bastwins
@agrundey


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