FAQ | Problem?

govtech_2017-11-14_11-35-56.xlsx
govtech_2017-11-14_11-35-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2017
Short Description:
govtech via NodeXL http://bit.ly/2zYuhts
@govtechnews
@4orgexcellence
@ottlegalrebels
@smartcityfeed
@kennethholley
@govstart

Description:
Description
The graph represents a network of 3,168 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, 14 November 2017 at 19:42 UTC.

The requested start date was Tuesday, 14 November 2017 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 10-day, 4-hour, 57-minute period from Friday, 03 November 2017 at 20:03 UTC to Tuesday, 14 November 2017 at 01:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 3168
Unique Edges : 4312
Edges With Duplicates : 2393
Total Edges : 6705
Self-Loops : 2043
Reciprocated Vertex Pair Ratio : 0.0199527435022316
Reciprocated Edge Ratio : 0.0391248391248391
Connected Components : 834
Single-Vertex Connected Components : 625
Maximum Vertices in a Connected Component : 1742
Maximum Edges in a Connected Component : 4767
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.616488
Graph Density : 0.000387220005549655
Modularity : 0.554331
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[72] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html
[71] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/lack-of-trust-in-iot-security-means-more-regulation-is-coming.html
[64] http://www.cleargov.com/
[41] http://www.govtech.com/data/How-Government-Can-Avoid-Rushing-into-IoT.html?utm_source=GaggleAMP-Pivot3&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=pivot3incs-cmo-brucem67-discusses-how-government-can-prepare-1149700
[40] http://www.govtech.com/dc/digital-cities/Digital-Cities-Survey-2017-Winners-Announced.html
[38] http://phonemantra.com/2017/10/what-is-big-data-uses-of-big-data-and-history-of-big-data?utm_content=buffer077d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[36] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html
[28] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/lack-of-trust-in-iot-security-means-more-regulation-is-coming.html?AMP
[23] http://www.govtech.com/opinion/Cultivating-Cultural-Change-at-California-Health-and-Human-Services-Agency.html
[23] http://www.govtech.com/Will-AI-Chatbots-Replace-the-Government-Mobile-App.html?flipboard=yes

Top URLs in Tweet in G1:
[28] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/lack-of-trust-in-iot-security-means-more-regulation-is-coming.html
[10] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html
[10] http://www.govtech.com/policy/New-Mexico-Wants-to-Be-a-Federal-UAV-Test-Site.html
[9] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html
[8] http://www.govtech.com/civic/How-Can-Government-Deliver-an-Amazon-esque-Service-Experience-to-Constituents.html
[8] http://www.govtech.com/question-of-the-day/Question-of-the-Day-for-11072017.html
[8] http://www.govtech.com/fs/automation/Smart-Cities-Council-accepting-applications-for-2018-Challenge-Grants--.html
[6] http://www.govtech.com/opinion/Cultivating-Cultural-Change-at-California-Health-and-Human-Services-Agency.html
[6] http://www.govtech.com/data/How-Government-Can-Avoid-Rushing-into-IoT.html
[6] http://www.govtech.com/dc/digital-cities/Digital-Cities-Survey-2017-Winners-Announced.html

Top URLs in Tweet in G2:
[41] http://www.govtech.com/data/How-Government-Can-Avoid-Rushing-into-IoT.html?utm_source=GaggleAMP-Pivot3&utm_medium=Twitter%20(GaggleAMP)&utm_campaign=none%20(GaggleAMP)&utm_content=pivot3incs-cmo-brucem67-discusses-how-government-can-prepare-1149700
[22] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html?utm_content=buffer4e09e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] http://www.govtech.com/data/How-Government-Can-Avoid-Rushing-into-IoT.html
[8] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html
[7] http://www.govtech.com/security/Utility-Provider-Pulls-Plug-on-Kaspersky-Software.html?utm_content=buffercb813&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html?utm_content=buffera3a4d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.govtech.com/dc/digital-cities/Digital-Cities-Survey-2017.html?utm_content=buffer02e91&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/how-to-recover-from-cyber-incidents-in-government.html?utm_content=buffer9af19&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.govtech.com/fs/data/Philadelphia-Builds-All-In-One-Property-Mapping-Tool.html?utm_content=buffer576f9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.govtech.com/dc/digital-cities/Digital-Cities-Survey-2017-Winners-Announced.html

Top URLs in Tweet in G3:
[17] http://center4oe.com/coe-omb-reform
[13] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html
[12] http://www.govtech.com/fs/transportation/Who-Should-Regulate-Cybersecurity-for-Connected-Cars.html?utm_content=buffer41aa2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[12] http://www.govtech.com/civic/Smart-Cities-FirstNet-Break-Out-Tracks-Planned-for-CES-2018.html
[11] http://www.govtech.com/fs/transportation/Who-Should-Regulate-Cybersecurity-for-Connected-Cars.html?utm_content=buffer15312&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://www.fedscoop.com/lawmakers-push-chief-data-officers-every-agency-new-bill/
[11] http://www.govexec.com/excellence/promising-practices/2017/09/making-trumps-government-reforms-stick/141328/
[11] http://www.govtech.com/fs/automation/Smart-Cities-Council-accepting-applications-for-2018-Challenge-Grants--.html
[10] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/lack-of-trust-in-iot-security-means-more-regulation-is-coming.html
[10] http://www.govtech.com/dc/digital-cities/Digital-Cities-Survey-2017-Winners-Announced.html

Top URLs in Tweet in G4:
[8] http://www.public.io/insight/
[5] https://medium.com/m/global-identity?redirectUrl=https://blog.wearefuturegov.com/what-makes-a-good-pilot-project-for-digital-f98a15322046?source=twitterShare-112c8a9bded1-1510585637
[4] http://www.govtech.com/civic/How-Can-Government-Deliver-an-Amazon-esque-Service-Experience-to-Constituents.html
[3] https://urbanchallenge.io/
[3] https://twitter.com/socitm/status/927524353847242754
[3] https://view.publitas.com/public-1/the-rise-of-urbantech/
[2] http://www.public.io/insight/?utm_content=62904453&utm_medium=social&utm_source=twitter
[2] https://twitter.com/scottbrison/status/926203995483463681
[1] https://twitter.com/i/web/status/927452908530143232
[1] http://sectordialogues.org/noticia/entrevista-andy-beale-o-software-esta-comendo-o-mundo

Top URLs in Tweet in G5:
[6] https://gds.blog.gov.uk/2017/11/07/weve-updated-the-technology-code-of-practice/
[3] https://twitter.com/noneck/status/928698107814170624
[3] https://twitter.com/abhinemani/status/928842483928326145
[3] http://www.techwire.net/news/commentary-chhs-has-ambitious-agenda.html?utm_content=buffer44267&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://blog.placespeak.com/3-rookie-mistakes-to-avoid-online-citizen-engagement/
[3] http://www.govtech.com/civic/How-Can-Government-Deliver-an-Amazon-esque-Service-Experience-to-Constituents.html
[2] https://info.indegy.com/wp-nist-cybersecurity-framework-lp?utm_campaign=WP%20NIST%20Cybersecurity%20Framework&utm_content=62392247&utm_medium=social&utm_source=twitter
[2] https://www.psleader.org/2017/05/citizens-expect-a-consumer-quality-customer-experience/
[2] https://twitter.com/JeffersonErie/status/926236648811237376
[2] http://ow.ly/bv6p30elF5r?utm_content=62976211&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G6:
[55] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html
[21] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/lack-of-trust-in-iot-security-means-more-regulation-is-coming.html?AMP
[7] http://www.govtech.com/question-of-the-day/Question-of-the-Day-for-11042017.html
[4] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html?utm_content=buffereb269&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.govtech.com/em/disaster/Fall-2017-EM-Hacking-Health-Care.html
[2] http://www.govtech.com/security/Florida-Tests-Cybersecurity-Defenses-with-Hurricane-Scenario.html
[1] http://www.govtech.com/fs/transportation/Who-Should-Regulate-Cybersecurity-for-Connected-Cars.html?utm_content=buffer15312&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://phonemantra.com/2017/10/what-is-big-data-uses-of-big-data-and-history-of-big-data?utm_content=buffer077d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.govtech.com/security/NIST-Expert-Cyber-is-the-New-Space-Race.html?utm_content=buffer4e09e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.govtech.com/security/Cybersecurity-Experts-Warn-of-Impending-Botnet-Hurricane.html

Top URLs in Tweet in G7:
[6] http://www.govtech.com/social/Podcast-Building-the-Govie-Community-through-Social-Media.html
[3] http://cms.generalcode.com/north-andover-ma/
[3] https://www.fedscoop.com/everybody-wants-government-reform-get/
[3] http://headlines.leadingcities.org/?edition_id=74a0fa60-c090-11e7-b6d0-0cc47a0d15fd
[3] https://thenextweb.com/contributors/2017/11/10/democracy-should-be-blockchainified/
[2] http://www.govtech.com/policy/5-Tech-Issues-Every-Governor-Should-Consider.html
[2] https://www.fedscoop.com/18f-founder-takes-new-private-sector-digital-government-role/
[2] http://www.nextgov.com/cloud-computing/2017/11/gsa-industry-help-us-write-better-cloud-contracts/142468/
[2] https://www.fedscoop.com/mgt-moves-ndaa-floor-vote-sequester-challenge-remains/
[2] https://paper.li/generalcode/1363975403?edition_id=3d0b1090-c171-11e7-b6d0-0cc47a0d15fd

Top URLs in Tweet in G8:
[20] http://www.govtech.com/Will-AI-Chatbots-Replace-the-Government-Mobile-App.html?flipboard=yes
[6] http://fly.dronefans.com/d75i4
[4] https://techcrunch.com/2017/11/09/do-cities-still-want-a-sharing-economy/?utm_content=buffer9869f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] http://www.govtech.com/data/Data-Experts-are-an-Increasingly-Popular-Hire-for-Governments.html?utm_content=bufferb1772&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/how-to-recover-from-cyber-incidents-in-government.html
[3] http://www.govtech.com/fs/infrastructure/Niles-Ind-Looks-to-Drones-for-Utility-Inspections.html
[2] http://www.govtech.com/civic/Smart-Cities-FirstNet-Break-Out-Tracks-Planned-for-CES-2018.html?utm_content=buffer2dfd1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.govtech.com/fs/data/Can-Better-Data-Make-Zero-Traffic-Deaths-a-Reality.html
[2] http://fly.dronefans.com/xl6bh
[2] http://fly.dronefans.com/olajj

Top URLs in Tweet in G9:
[32] http://phonemantra.com/2017/10/what-is-big-data-uses-of-big-data-and-history-of-big-data?utm_content=buffer077d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[13] https://gcn.com/articles/2017/11/03/performance-measures.aspx
[3] http://www.govtech.com/security/University-Researchers-Use-Fake-Data-for-Social-Good.html
[2] https://www.linkedin.com/slink?code=gmxJZvU
[2] https://www.amazon.com/dp/1537698117/ref=cm_sw_r_tw_dp_x_dYwuybGSNXMR1
[1] https://www.linkedin.com/slink?code=eWquE38
[1] https://www.linkedin.com/slink?code=gkUfKsv
[1] https://twitter.com/i/web/status/926766172590055426
[1] https://twitter.com/i/web/status/928785820248457217
[1] https://twitter.com/i/web/status/927572354166902787

Top URLs in Tweet in G10:
[8] http://www.govtech.com/security/FBI-Notified-Illinois-GOP-of-Potential-Email-Hack-in-June.html
[4] http://www.mcclatchydc.com/news/politics-government/article24508330.html
[1] https://twitter.com/i/web/status/930123959831486464
[1] https://twitter.com/i/web/status/918585405087170560
[1] https://twitter.com/i/web/status/930226977864167424
[1] https://twitter.com/i/web/status/904789750611009537
[1] https://twitter.com/i/web/status/930198970558767104
[1] https://twitter.com/i/web/status/930217031512629248

Top Domains
Top Domains in Tweet in Entire Graph:
[1927] govtech.com
[709] twitter.com
[198] google.com
[160] linkedin.com
[104] feedburner.com
[64] cleargov.com
[38] paper.li
[38] phonemantra.com
[35] voicestorm.com
[28] fb.me

Top Domains in Tweet in G1:
[476] govtech.com
[99] google.com
[94] twitter.com
[73] linkedin.com
[19] fb.me
[9] overnewser.com
[9] dy.si
[8] paper.li
[7] feedburner.com
[5] voicestorm.com

Top Domains in Tweet in G2:
[522] govtech.com
[97] feedburner.com
[82] twitter.com
[19] google.com
[5] linkedin.com
[4] medium.com
[4] cincinnati-oh.gov
[3] fb.me
[3] paper.li
[3] ow.ly

Top Domains in Tweet in G3:
[217] govtech.com
[201] twitter.com
[28] google.com
[18] voicestorm.com
[17] center4oe.com
[16] labcities.com
[14] govexec.com
[14] readyforsocial.com
[13] govevents.com
[11] fedscoop.com

Top Domains in Tweet in G4:
[26] twitter.com
[10] public.io
[9] govtech.com
[5] medium.com
[3] urbanchallenge.io
[3] publitas.com
[1] sectordialogues.org
[1] co.uk
[1] ukauthority.com
[1] publictechnology.net

Top Domains in Tweet in G5:
[27] twitter.com
[11] govtech.com
[6] gov.uk
[4] gcn.com
[3] techwire.net
[3] placespeak.com
[2] indegy.com
[2] psleader.org
[2] ow.ly
[2] voicestorm.com

Top Domains in Tweet in G6:
[96] govtech.com
[1] phonemantra.com

Top Domains in Tweet in G7:
[20] twitter.com
[15] govtech.com
[7] fedscoop.com
[7] leadingcities.org
[4] statescoop.com
[4] generalcode.com
[3] nextgov.com
[3] thenextweb.com
[2] paper.li
[1] laserfiche.com

Top Domains in Tweet in G8:
[48] govtech.com
[19] twitter.com
[12] dronefans.com
[4] techcrunch.com
[1] prnewswire.com
[1] ampproject.org
[1] datamation.com
[1] bloomberg.org
[1] wired.com
[1] wsj.com

Top Domains in Tweet in G9:
[32] phonemantra.com
[13] gcn.com
[12] govtech.com
[6] twitter.com
[4] linkedin.com
[2] amazon.com
[1] thenextweb.com

Top Domains in Tweet in G10:
[8] govtech.com
[6] twitter.com
[4] mcclatchydc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1350] govtech
[527] iot
[451] bigdata
[304] ai
[288] cybersecurity
[288] innovation
[278] datascience
[276] government
[263] 4org
[248] makeyourownlane



Top Hashtags in Tweet in G1:
[46] iot
[46] govtech
[34] cybersecurity
[13] drones
[12] ai
[9] government
[9] data
[8] security
[7] infosec
[7] digital

Top Hashtags in Tweet in G2:
[219] govtech
[82] iot
[67] security
[55] futurestructure
[47] opendata
[38] govtechlive
[31] data
[24] localgov
[23] government
[19] bigdata

Top Hashtags in Tweet in G3:
[423] govtech
[294] bigdata
[229] 4org
[222] makeyourownlane
[194] innovation
[186] iot
[174] datascience
[172] government
[140] ai
[110] center4oe

Top Hashtags in Tweet in G4:
[104] govtech
[31] urbantechsummit
[18] urbanchallenge
[13] localgov
[9] smartcities
[6] riseofurbantech
[6] birmingham
[6] digitaltransformation
[4] urbantech
[3] digital

Top Hashtags in Tweet in G5:
[86] govtech
[10] gdpr
[7] fwd50
[7] sacinnov8awards
[6] civictech
[5] iot
[5] opengov
[5] regtech
[4] fdaas
[4] innovation

Top Hashtags in Tweet in G6:
[76] cybersecurity
[58] infosec
[22] iot
[21] regulation
[7] 3dprinting
[4] potatosecurity
[1] databreach
[1] autonomous
[1] driverless
[1] bigdata

Top Hashtags in Tweet in G7:
[41] govtech
[13] innovation
[12] government
[9] govit
[7] smartcities
[7] localgov
[6] socialmedia
[4] digitalcities
[3] gcclients
[3] govcon

Top Hashtags in Tweet in G8:
[38] govtech
[21] ai
[12] drone
[6] data
[5] iot
[5] quadcopter
[4] sharingeconomy
[4] datasmartsummit
[3] cyber
[3] cybersecurity

Top Hashtags in Tweet in G9:
[93] bigdata
[65] datascience
[47] govtech
[41] iot
[36] fintech
[36] innovation
[34] healthtech
[32] tech
[30] center4oe
[29] government

Top Words
Top Words in Tweet in Entire Graph:
[3419] Words in Sentiment List#1: Positive
[1188] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[70177] Non-categorized Words
[74784] Total Words
[1575] govtech
[859] government
[850] iot
[567] govtechnews
[542] data

Top Words in Tweet in G1:
[192] government
[136] iot
[103] technology
[95] data
[90] new
[82] more
[77] security
[72] govtech
[64] trust
[64] regulation

Top Words in Tweet in G2:
[401] govtechnews
[223] govtech
[216] iot
[166] government
[132] smart
[116] data
[114] utility
[108] next
[107] step
[106] enabled

Top Words in Tweet in G3:
[428] govtech
[382] 4orgexcellence
[294] bigdata
[234] government
[229] 4org
[222] makeyourownlane
[221] iot
[197] innovation
[174] datascience
[148] cities

Top Words in Tweet in G4:
[105] govtech
[50] digital
[48] andy4wm
[46] today
[41] challenge
[39] custardfactory
[39] launch
[35] govstart
[31] urbantechsummit
[29] work

Top Words in Tweet in G5:
[90] govtech
[17] digital
[14] government
[13] data
[11] innovation
[10] event
[10] gdpr
[10] winner
[9] gov
[9] platform

Top Words in Tweet in G6:
[79] cybersecurity
[76] kennethholley
[67] new
[60] nist
[60] expert
[60] space
[60] race
[58] infosec
[55] cyber
[43] iot

Top Words in Tweet in G7:
[41] govtech
[19] government
[14] take
[14] citizenlabco
[13] need
[13] innovation
[11] great
[11] govtechnews
[11] responsibility
[11] risks

Top Words in Tweet in G8:
[39] government
[38] govtech
[34] govtechnews
[24] harvardash
[22] cities
[22] reports
[21] ai
[20] chatbots
[20] replace
[20] apps

Top Words in Tweet in G9:
[93] bigdata
[65] datascience
[47] govtech
[45] iot
[36] fintech
[36] innovation
[34] healthtech
[33] tech
[32] brief
[32] history

Top Words in Tweet in G10:
[49] jennycohn1
[45] connell
[44] ohio
[44] 2004
[44] including
[38] 2
[38] discuss
[38] detail
[38] highly
[38] suspect

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[172] iot,security
[170] more,regulation
[169] lack,trust
[167] trust,iot
[166] shows,more
[165] regulation,coming
[164] security,shows
[163] digital,cities
[135] smart,meters
[132] iot,enabled

Top Word Pairs in Tweet in G1:
[74] government,technology
[63] more,regulation
[61] trust,iot
[60] lack,trust
[60] iot,security
[60] regulation,coming
[59] security,shows
[59] shows,more
[33] government,avoid
[33] avoid,rushing

Top Word Pairs in Tweet in G2:
[106] iot,enabled
[106] enabled,smart
[106] smart,meters
[106] meters,next
[106] next,step
[106] step,utility
[106] utility,providers
[87] ami,solutions
[84] solutions,news
[84] news,iot

Top Word Pairs in Tweet in G3:
[64] bigdata,datascience
[57] ml,ai
[55] 4orgexcellence,top
[51] bigdata,govtech
[47] makeyourownlane,center4oe
[44] 4org,bigdata
[43] 4org,iot
[43] 4org,innovation
[42] smart,cities
[41] datascience,govtech

Top Word Pairs in Tweet in G4:
[39] launch,govtech
[39] govtech,challenge
[26] today,custardfactory
[26] custardfactory,launch
[26] challenge,giving
[26] giving,digital
[26] digital,companies
[26] companies,bright
[26] bright,ideas
[26] ideas,chance

Top Word Pairs in Tweet in G5:
[8] gdpr,govtech
[6] uk,gov
[6] gov,technology
[6] technology,code
[6] code,practice
[6] practice,updated
[6] updated,include
[6] include,guidance
[6] guidance,data
[6] data,gdpr

Top Word Pairs in Tweet in G6:
[60] nist,expert
[60] new,space
[60] space,race
[56] kennethholley,nist
[55] expert,cyber
[55] cyber,new
[55] race,cybersecurity
[55] cybersecurity,infosec
[21] lack,trust
[21] trust,iot

Top Word Pairs in Tweet in G7:
[11] government,responsibility
[11] responsibility,take
[11] take,risks
[11] risks,need
[11] need,cultivate
[11] cultivate,culture
[11] culture,innovation
[11] innovation,sometimes
[10] citizenlabco,government
[10] sometimes,means

Top Word Pairs in Tweet in G8:
[22] govtechnews,reports
[20] ai,chatbots
[20] chatbots,replace
[20] replace,government
[20] government,apps
[20] apps,govtechnews
[20] reports,govtech
[19] harvardash,ai
[13] incidents,government
[12] california,city

Top Word Pairs in Tweet in G9:
[32] brief,history
[32] history,bigdata
[32] bigdata,uses
[32] uses,datascience
[32] datascience,iot
[32] iot,healthtech
[32] healthtech,fintech
[30] fintech,innovation
[28] top,quality
[28] quality,tech

Top Word Pairs in Tweet in G10:
[44] ohio,2004
[38] 2,discuss
[38] discuss,detail
[38] detail,highly
[38] highly,suspect
[38] suspect,ohio
[38] 2004,election
[38] election,including
[38] including,involvement
[36] mike,connell

Top Replied-To
Top Replied-To in Entire Graph:
@abhinemani
@gdsteam
@allafarce
@govtechnews
@sanjoseinfo
@natlgovsassoc
@stephaniefishm4
@wsj
@equalandallied1
@adamcarv

Top Replied-To in G2:
@abhinemani
@allafarce
@govtechnews
@cityofvabeach
@chibuildings
@citybaseinc
@michellethong

Top Replied-To in G3:
@govtechnews
@citysanleandro
@4orgexcellence

Top Replied-To in G4:
@sajidjavid
@nsnrs1
@govstart
@silva
@andy

Top Replied-To in G5:
@flyingbinary
@donkey
@leslieglynn
@mydiacc
@barnaclebarnes

Top Replied-To in G10:
@repscottholcomb
@stephaniefishm4
@wsj
@equalandallied1

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@4orgexcellence
@kennethholley
@emergencymgtmag
@andy4wm
@jennycohn1
@cleargovcom
@blmohr
@coegoodrich
@brucem67

Top Mentioned in G1:
@yeahnoworries
@meetinnovation
@jfecybersec
@ngothos
@ayyoubakbari
@motorists

Top Mentioned in G2:
@govtechnews
@brucem67
@pivot3inc
@usnistgov
@chhsagency
@peletechcorp
@4orgexcellence
@codeforamerica
@nascio
@trend_slam

Top Mentioned in G3:
@4orgexcellence
@govtechnews
@coegoodrich
@nadia__rafiq
@davidjoberly
@beesmartcity
@icma
@_tbatalla
@denversouth
@labcities

Top Mentioned in G4:
@andy4wm
@custardfactory
@govstart
@danielkorski
@dominiccampbell
@camdentheo
@max_e_chambers
@nelcouncil
@westmids_ca
@futuregov

Top Mentioned in G5:
@govtechnews
@ponderasolution
@dionaceo
@dionapatty
@entirl
@terrymakewell
@piawaugh
@jadu
@spacecraftux
@rbwm

Top Mentioned in G6:
@kennethholley
@3dprintmaven
@chuckdbrooks
@hackerinfozone
@cybertaters
@davidjoberly
@antgrasso
@govtechnews
@usnistgov

Top Mentioned in G7:
@citizenlabco
@govtechnews
@generalcode
@elgl50
@laserfiche
@fedscoop
@alicelipowicz
@state_scoop
@north_andover
@cityofithaca1

Top Mentioned in G8:
@govtechnews
@harvardash
@dustinhaisler
@datasmartcities
@dronefans
@chicagocdo
@billschrier
@civiccio
@solvitursystems
@auvsi

Top Mentioned in G9:
@cloudpreacher
@antgrasso
@4orgexcellence
@kirkdborne
@s_galimberti
@iethics
@nadia__rafiq
@markussand
@unicornsintech
@kennethholley

Top Mentioned in G10:
@jennycohn1
@repscottholcomb
@wendysiegelman
@wsj
@equalandallied1
@mikefarb1
@msmariat
@lovetogive2
@stephaniefishm4

Top Tweeters
Top Tweeters in Entire Graph:
@dannyshooknews
@wendyandcharles
@resilient_ent
@arkangelscrap
@nosqldigest
@jbkavungal
@roomeezon
@startuprealtime
@canarioacosado
@sectest9

Top Tweeters in G1:
@wendyandcharles
@hackalertnews
@aldoceccarelli
@liveedges
@guzmanadrian
@crisisdigest
@netsecu
@rvp
@uohanalilly
@fmarin_es

Top Tweeters in G2:
@john1966olsen
@beingexample
@biconnections
@ossbss_ami_ucc
@iotimelab
@uasociolog
@bos311
@trend_slam
@careersingov
@socialgoodstuff

Top Tweeters in G3:
@jbkavungal
@roomeezon
@startuprealtime
@sectest9
@alevergara78
@innova_scape
@smartcityfeed
@securitynews6
@infosecurity99
@waytotrill1995

Top Tweeters in G4:
@thorpelynden
@dominiccampbell
@thedancingflea
@libdemheadlines
@immykaur
@andy
@tompoole007
@mclynd
@propertyshe
@petronicolaides

Top Tweeters in G5:
@ottlegalrebels
@goodlaura
@ideagov
@jedi58
@arabthegreat_
@ninavizz
@mihaiscorobete
@gnat
@piawaugh
@donkey

Top Tweeters in G6:
@build3dprinter
@pvalsfr
@3dprintmonkey
@cybertaters
@nelsonkanoa
@valb00
@chuckdbrooks
@billslater
@abdullahalzakry
@phynest1

Top Tweeters in G7:
@bot_innovation
@b2community
@rrichard09
@flsatoday
@iheartfintech
@elgl50
@meetoftheminds
@zensosecurity
@listenbrian
@thecpbb

Top Tweeters in G8:
@bobguildner
@amazingchevvolt
@cindyfsolomon
@mfnaughton
@chipb414
@camilodeza
@mediachecker
@drone_pics
@dronefans
@billschrier

Top Tweeters in G9:
@arkangelscrap
@itknowingness
@zippylab
@calcaware
@rodrigonunescal
@machinelearnbot
@004nino
@andgasperini
@darcyoyewoleweb
@meetmercurio

Top Tweeters in G10:
@manchuriandevil
@phillip92321
@kenkircher1
@samhainnight
@melissajpeltier
@wsj
@wrongestwrong
@wellness4you13
@lovetogive2
@vickscan