govtech, Twitter, 2/19/2019 10:28:37 PM, 187323


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govtech_2019-02-19_12-23-25.xlsx
govtech_2019-02-19_12-23-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2019
Short Description:
govtech via NodeXL http://bit.ly/2DYDtxL
@govtechnews
@billmew
@adigitalleader
@chidambara09
@yoda_your_data
@public_team
@santchiweb
@emergencymgtmag
@ceo_branding
@codeforamerica

Top hashtags:
#govtech
#cybersecurity
#ai
#digitaltransformation
#iot
#tech
#bigdata

Description:
Description
The graph represents a network of 3,690 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, 19 February 2019 at 20:24 UTC.

The requested start date was Tuesday, 19 February 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 11-day, 3-hour, 33-minute period from Thursday, 07 February 2019 at 21:13 UTC to Tuesday, 19 February 2019 at 00:46 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 : 3690
Unique Edges : 4311
Edges With Duplicates : 2456
Total Edges : 6767
Number of Edge Types : 3
Mentions : 4547
Tweet : 2111
Replies to : 109
Self-Loops : 2111
Reciprocated Vertex Pair Ratio : 0.0350678733031674
Reciprocated Edge Ratio : 0.06775956284153
Connected Components : 1218
Single-Vertex Connected Components : 976
Maximum Vertices in a Connected Component : 1585
Maximum Edges in a Connected Component : 3904
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.673234
Graph Density : 0.000268872301084084
Modularity : 0.572895
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[267] https://techcrunch.com/2019/02/10/brigade-pinterest/
[90] https://techcrunch.com/2019/02/10/brigade-pinterest/?utm_source=dlvr.it&utm_medium=twitter
[60] http://www.govtech.com/opinion/Cybersecurity-in-2019-A-Time-for-Bigger-Budgets-and-More-Talent-Contributed.html
[42] https://jp.techcrunch.com/2019/02/10/kobe-govtech-summit/
[38] http://www.govtech.com/fs/infrastructure/Philadelphia-Adopts-Smart-City-Road-Map.html
[37] https://govinsider.asia/innovation/women-in-govtech-2018-pia-andrews-executive-director-of-digital-government-policy-and-innovation-new-south-wales-australia/
[35] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Detroiters-Pay-Taxes-Via-Kiosks.html
[33] http://www.public.io/
[31] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/to-understand-iot-security-look-to-the-clouds.html
[30] https://www.journaldunet.com/economie/services/1421552-public-paris-start-up-secteur-public-govtech/

Top URLs in Tweet in G1:
[233] https://techcrunch.com/2019/02/10/brigade-pinterest/
[73] https://techcrunch.com/2019/02/10/brigade-pinterest/?utm_source=dlvr.it&utm_medium=twitter
[31] https://jp.techcrunch.com/2019/02/10/kobe-govtech-summit/
[18] http://www.govtech.com/opinion/Cybersecurity-in-2019-A-Time-for-Bigger-Budgets-and-More-Talent-Contributed.html
[15] http://www.govtech.com/fs/infrastructure/Philadelphia-Adopts-Smart-City-Road-Map.html
[15] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/to-understand-iot-security-look-to-the-clouds.html
[10] http://www.public.io/
[10] http://www.govtech.com/security/Wendys-to-Pay-Millions-in-Class-Action-Data-Breach-Settlement.html
[8] https://vivalasgidi.com/sean-parkers-govtech-brigade-breaks-up-pinterest-acqhires-engineers-3/
[8] https://vivalasgidi.com/sean-parkers-govtech-brigade-breaks-up-pinterest-acqhires-engineers/

Top URLs in Tweet in G2:
[33] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Detroiters-Pay-Taxes-Via-Kiosks.html
[18] http://www.govtech.com/opinion/Cybersecurity-in-2019-A-Time-for-Bigger-Budgets-and-More-Talent-Contributed.html
[16] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-NYC-Data-Analytics-Year-in-Review.html
[10] http://www.govtech.com/civic/Philadelphias-Internal-Innovation-Consultancy-Gets-Results.html
[10] http://www.govtech.com/fs/infrastructure/Philadelphia-Adopts-Smart-City-Road-Map.html
[9] http://www.govtech.com/civic/Boston-Increases-Size-of-Popular-Digital-Equity-Fund.html
[8] http://www.govtech.com/fs/perspectives/Can-Cities-Lift-the-Quality-of-Life-with-Better-Mobility-Options-Contributed.html
[7] http://www.govtech.com/biz/Linux-Foundation-Revives-Mapzen-an-Alternative-to-Giants.html
[7] http://www.govtech.com/computing/Device-as-a-Service-Opens-the-Door-to-IT-Efficiency-Contributed.html
[6] http://www.govtech.com/policy/ND-Cybersecurity-Bill-Seeks-Unified-Approach-Centralized-IT.html

Top URLs in Tweet in G3:
[12] https://www.teckedin.com/
[12] https://www.clomedia.com/2018/10/22/supporting-your-firestarters/
[11] http://www.govtech.com/opinion/Cybersecurity-in-2019-A-Time-for-Bigger-Budgets-and-More-Talent-Contributed.html
[9] https://www.linkedin.com/pulse/government-future-view-things-come-drawing-past-daniel-chenok/
[8] http://www.aerotechnews.com/blog/2019/02/15/dod-unveils-its-artificial-intelligence-strategy/
[6] https://www.technologyreview.com/s/612949/why-the-future-of-satellite-internet-might-be-decided-in-rural-alaska/?utm_campaign=the_download.unpaid.engagement&utm_source=hs_email&utm_medium=email&utm_content=69908974&_hsenc=p2ANqtz-9DC3E6IRVKf4EemI2wwNnh0517RvWoLrEgdFyLpmFdCsypvBCoF4aDPWTo_YcH166jugzPE316p_ufuoEJevfdMDj3Zg&_hsmi=69908974
[4] http://qoo.ly/vec9a
[3] https://www.opengovasia.com/ai-for-indias-smart-cities/?utm_source=twitter.com/wadekwright
[3] https://news.google.com/./articles/CBMiaGh0dHA6Ly93d3cuZ292dGVjaC5jb20vZW0vcHJlcGFyZWRuZXNzL0N5YmVyc2VjdXJpdHktYS1CaWctUGFydC1vZi1BbGwtSGF6YXJkcy1BcHByb2FjaC1pbi1Pa2xhaG9tYS5odG1s0gGzAWh0dHBzOi8vd3d3LWdvdnRlY2gtY29tLmNkbi5hbXBwcm9qZWN0Lm9yZy92L3d3dy5nb3Z0ZWNoLmNvbS9lbS9wcmVwYXJlZG5lc3MvQ3liZXJzZWN1cml0eS1hLUJpZy1QYXJ0LW9mLUFsbC1IYXphcmRzLUFwcHJvYWNoLWluLU9rbGFob21hLmh0bWw_QU1QJmFtcF9qc192PTAuMSN3ZWJ2aWV3PTEmY2FwPXN3aXBl?hl=en-US&gl=US&ceid=US%3Aen
[3] https://news.google.com/./articles/CBMib2h0dHA6Ly93d3cuZ292dGVjaC5jb20vb3Bpbmlvbi9DeWJlcnNlY3VyaXR5LWluLTIwMTktQS1UaW1lLWZvci1CaWdnZXItQnVkZ2V0cy1hbmQtTW9yZS1UYWxlbnQtQ29udHJpYnV0ZWQuaHRtbNIBugFodHRwczovL3d3dy1nb3Z0ZWNoLWNvbS5jZG4uYW1wcHJvamVjdC5vcmcvdi93d3cuZ292dGVjaC5jb20vb3Bpbmlvbi9DeWJlcnNlY3VyaXR5LWluLTIwMTktQS1UaW1lLWZvci1CaWdnZXItQnVkZ2V0cy1hbmQtTW9yZS1UYWxlbnQtQ29udHJpYnV0ZWQuaHRtbD9BTVAmYW1wX2pzX3Y9MC4xI3dlYnZpZXc9MSZjYXA9c3dpcGU?hl=en-US&gl=US&ceid=US%3Aen

Top URLs in Tweet in G4:
[14] https://www.journaldunet.com/economie/services/1421552-public-paris-start-up-secteur-public-govtech/
[12] http://www.public.io/
[3] https://twitter.com/bbc5live/status/1096303093564739584
[3] https://twitter.com/bbcnews/status/1093737916298338311
[3] https://digileaders.com/events/govtech-meetup-round-3-govtech-catalyst-launch/
[2] http://www.public.io/govstart-where-we-are-now/
[2] https://govtech.gov.pl/jak-zlozyc-wniosek/
[2] https://pipedrivewebforms.com/form/6bf9e57979105ecb9a5dc4709a7b7ae82648213
[2] https://portal.techuk.org/my-events/event/?id=565f23d1-491a-e911-a961-000d3ab6dc82
[1] http://techgenix.com/government-tech-startups/

Top URLs in Tweet in G5:
[9] https://www.govevents.com/Salesforce-FL-Feb19-SM/
[8] https://www.govevents.com/VMware-Thales-Feb28-SM/
[8] https://www.govevents.com/Carahsoft-Cloud-1-SM/
[8] http://www.govtech.com/products/Trump-Order-Makes-Artificial-Intelligence-Research-a-Priority.html
[5] https://www.govevents.com/Advertise_Video/
[5] https://www.govevents.com/FoxIT-Feb21-SM/
[5] https://www.govevents.com/GE-WNL-407/
[5] https://www.govevents.com/OracleFedForum-Mar26-SM/
[4] https://www.govevents.com/DocuSign-Texas-Mar6-SM/
[4] https://www.govevents.com/Blog-Geospatial-Jan31/

Top URLs in Tweet in G6:
[28] https://www.slideshare.net/KoheiOta1/urban-innovation-kobe-gov-tech-summit-in
[10] https://drive.google.com/file/d/1JuDUmNqeFWjrYGYC9hscL4uqOC75d_Yl/view?usp=sharing
[8] https://togetter.com/li/1317745
[8] https://govtechsummit.jp/
[6] https://note.mu/erukiti/n/n287f9056bfc3
[4] https://www.huffingtonpost.jp/2019/02/12/govtech-summit-2019_a_23667330/?ncid=tweetlnkjphpmg00000001
[2] https://newspicks.com/news/3663530?ref=user_4033599&u=yexj5k&from=twitter
[2] https://www.code4japan.org/story/govtechsummit/
[2] http://togetter.com/li/802016
[2] https://twitter.com/i/moments/1094787526726828034

Top URLs in Tweet in G7:
[36] https://govinsider.asia/innovation/women-in-govtech-2018-pia-andrews-executive-director-of-digital-government-policy-and-innovation-new-south-wales-australia/
[1] https://www.hackertrail.com/m/govtech
[1] https://govinsider.asia/innovation/women-in-govtech-2018-ming-sien-choong-senior-manager-government-digital-services-govtech-singapore/
[1] https://www.tech.gov.sg/media/technews/what-we-learnt-from-govtech-data-arcade-tournament
[1] https://www.eventbrite.co.nz/e/future-govtech-unconference-tickets-55881528155
[1] https://lnkd.in/d_dx9-R
[1] https://lnkd.in/dgH488K
[1] https://govinsider.asia/innovation/women-in-govtech-2018-bernadia-irawati-tjandradewi-uclg-aspac-indonesia/?platform=hootsuite
[1] https://timesofindia.indiatimes.com/business/india-business/govt-plans-to-offer-more-tax-sops-for-startups/articleshow/67908413.cms?utm_campaign=andapp&utm_medium=referral&utm_source=native_share_tray

Top URLs in Tweet in G8:
[5] http://www.govtech.com/em/disaster/New-Housing-Struggle-Emerges-for-Those-Displaced-by-Hurricane-Michael.html
[5] http://www.govtech.com/public-safety/911-Upgrade-Could-Signal-the-End-for-Police-Scanner-Chatter.html
[4] http://www.govtech.com/em/disaster/-Poor-Seniors-Were-Likeliest-to-Die-as-Camp-fire-Raged.html
[3] http://www.govtech.com/data/Data-Pinpoints-the-Moment-When-Police-Body-Cameras-Took-Off.html
[3] http://www.govtech.com/em/preparedness/-Oklahoma-Sheriffs-Office-Providing-Active-Attack-Response-Training.html
[3] http://www.govtech.com/em/preparedness/State-Senator-Unveils-Bill-to-Allow-California-to-Buy-Insurance-for-Disaster-Response.html
[3] http://www.govtech.com/em/emergency-blogs/disaster-zone/brock-long-fema-administrator-resigns.html
[3] http://www.govtech.com/em/emergency-blogs/disaster-zone/more-on-brock-long-resignation.html
[3] http://www.govtech.com/em/emergency-blogs/disaster-zone/job-fit-team-staffing-up-in-montana.html
[3] http://www.govtech.com/em/preparedness/Kern-County-Calif-First-Responders-Add-Critical-911-Communications.html

Top URLs in Tweet in G9:
[23] https://techcrunch.com/2019/02/10/brigade-pinterest/
[11] https://trib.al/Ywgbsre
[7] https://techcrunch.com/2019/02/10/brigade-pinterest/?utm_source=dlvr.it&utm_medium=twitter
[1] https://techcrunch.com/2019/02/10/brigade-pinterest/?fbclid=IwAR1T1hwcLUv4xSZvjl3n3zs3n8OpDDhLhMzDkUZUmtBePE4FDu4V7M71Ms0
[1] https://www.memeorandum.com/190211/p120
[1] https://redef.com/item/5c61c6749f6fac29839146bb?curator=TechREDEF
[1] http://social.techcrunch.com/2019/02/10/brigade-pinterest/?curator=TechREDEF

Top URLs in Tweet in G10:
[15] https://www.esri.com/arcgis-blog/products/arcgis-enterprise/sharing-collaboration/five-ways-to-use-distributed-collaboration-to-share-your-data/
[5] https://www.geospatialworld.net/article/maps-are-becoming-a-common-language-across-organizations-jack-dangermond-esri/
[3] https://www.esri.com/en-us/landing-page/industry/government/2019/esri-cartegraph-real-time-webinar?adumkts=industry_solutions&aduse=local_state&aduc=social&adum=external&aduSF=twitter&utm_Source=social&aduca=smart_communities&aduco=freewebinar&adulb=multiple&adusn=multiple&aduat=webpage&adupt=lead_gen&sf_id=701f2000000n7YlAAI&adbsc=social2694371&adbid=1093614637587677184&adbpl=tw&adbpr=1197826370
[2] https://geoawesomeness.com/geo-privacy-and-personal-location-information/
[2] https://www.esri.com/about/newsroom/podcast/tapping-into-the-business-value-of-imagery-and-geospatial-information/
[1] https://register.gotowebinar.com/register/5496262211292034817?adbsc=social_branding_20190206_2690471&adbid=1093145549761462274&adbpl=tw&adbpr=180927282
[1] https://twitter.com/EsriSLGov/status/1093865543025606656
[1] https://lnkd.in/eN3p-jt
[1] https://twitter.com/esricanada/status/1092830271647375362
[1] https://lnkd.in/eu6GXxz

Top Domains
Top Domains in Tweet in Entire Graph:
[1325] govtech.com
[438] techcrunch.com
[120] qoo.ly
[109] twitter.com
[101] lnkd.in
[90] govevents.com
[50] dy.si
[41] govinsider.asia
[38] publictechnology.net
[36] public.io

Top Domains in Tweet in G1:
[448] govtech.com
[372] techcrunch.com
[36] lnkd.in
[24] vivalasgidi.com
[23] twitter.com
[18] dlvr.it
[14] google.com
[12] huffingtonpost.jp
[10] public.io
[9] journaldunet.com

Top Domains in Tweet in G2:
[396] govtech.com
[38] dy.si
[27] statescoop.com
[15] lnkd.in
[8] okt.to
[7] twitter.com
[6] zencity.io
[3] c40.org
[2] medium.com
[2] computronix.com

Top Domains in Tweet in G3:
[120] qoo.ly
[38] publictechnology.net
[34] govtech.com
[12] teckedin.com
[12] clomedia.com
[10] technologyreview.com
[10] linkedin.com
[10] google.com
[10] com.au
[8] aerotechnews.com

Top Domains in Tweet in G4:
[15] public.io
[14] journaldunet.com
[8] twitter.com
[7] okt.to
[3] digileaders.com
[2] youtube.com
[2] gov.pl
[2] pipedrivewebforms.com
[2] techuk.org
[2] gov.uk

Top Domains in Tweet in G5:
[90] govevents.com
[18] govtech.com
[5] nextgov.com
[5] laserfiche.com
[3] generalcode.com
[3] fcw.com
[3] thecitybase.com
[3] twi.li
[3] fedscoop.com
[3] zurl.co

Top Domains in Tweet in G6:
[28] slideshare.net
[11] togetter.com
[10] google.com
[8] govtechsummit.jp
[7] twitter.com
[7] huffingtonpost.jp
[6] note.mu
[4] peatix.com
[3] code4japan.org
[2] newspicks.com

Top Domains in Tweet in G7:
[38] govinsider.asia
[2] lnkd.in
[1] hackertrail.com
[1] gov.sg
[1] co.nz
[1] indiatimes.com

Top Domains in Tweet in G8:
[84] govtech.com
[16] lnkd.in
[11] linkedin.com

Top Domains in Tweet in G9:
[32] techcrunch.com
[11] trib.al
[1] memeorandum.com
[1] redef.com

Top Domains in Tweet in G10:
[20] esri.com
[13] lnkd.in
[5] geospatialworld.net
[2] geoawesomeness.com
[2] twitter.com
[1] gotowebinar.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1586] govtech
[277] cybersecurity
[196] ai
[190] digitaltransformation
[163] iot
[159] tech
[153] bigdata
[152] govtechsummit
[141] innovation
[141] civictech



Top Hashtags in Tweet in G1:
[76] govtech
[30] cybersecurity
[28] tech
[25] startup
[14] startups
[13] technology
[13] techcrunch
[12] security
[11] smartcity
[11] iot

Top Hashtags in Tweet in G2:
[299] govtech
[71] civictech
[37] security
[34] futurestructure
[33] cybersecurity
[30] data
[28] localgov
[21] publicsafety
[21] smartcity
[20] technology

Top Hashtags in Tweet in G3:
[355] govtech
[131] cybersecurity
[127] digitaltransformation
[103] bigdata
[90] innovation
[73] ai
[73] iot
[71] ukgovtech
[56] hacking
[56] cybersec

Top Hashtags in Tweet in G4:
[68] govtech
[29] govstart
[7] publicsector
[7] ensw
[6] unit4
[6] erp
[6] cpm
[6] bi
[6] publicservices
[6] smartcities

Top Hashtags in Tweet in G5:
[133] govtech
[33] govit
[32] government
[21] fedgov
[20] cybersecurity
[18] ai
[14] govcon
[14] technology
[14] cloud
[12] digitaltransformation

Top Hashtags in Tweet in G6:
[138] govtechsummit
[136] govtech
[23] civictech
[4] 鎌倉
[3] codeforjapan
[3] 神戸市
[3] パブリテック
[2] newspicks
[2] 広報
[2] 東京

Top Hashtags in Tweet in G7:
[10] govtech
[5] psilabs
[1] techhunt
[1] peopleofgovtech
[1] techjobs
[1] womenintech
[1] data
[1] analytics
[1] auspol
[1] bcdevexchange

Top Hashtags in Tweet in G8:
[24] fema
[16] iaem
[16] dhs
[15] emergencymanagement
[14] nema
[12] disasters
[9] brocklong
[8] hitechcj
[6] hurricanemichael
[6] campfire

Top Hashtags in Tweet in G9:
[2] startup
[2] social
[1] digitaltransformation
[1] cybersecurity
[1] ransomware
[1] hacking
[1] cybersec
[1] govtech
[1] in
[1] tech

Top Hashtags in Tweet in G10:
[30] cto
[30] cio
[28] gis
[26] govtech
[26] arcgis
[22] esri
[19] collaboration
[16] data
[15] share
[15] arcgisadmin

Top Words
Top Words in Tweet in Entire Graph:
[2691] Words in Sentiment List#1: Positive
[1690] Words in Sentiment List#2: Negative
[23] Words in Sentiment List#3: Angry/Violent
[85965] Non-categorized Words
[90357] Total Words
[2515] govtech
[853] s
[710] up
[613] brigade
[604] sean

Top Words in Tweet in G1:
[623] govtech
[523] s
[519] up
[513] sean
[512] brigade
[492] pinterest
[486] engineers
[486] parker
[473] acqhires
[470] breaks

Top Words in Tweet in G2:
[322] govtech
[284] govtechnews
[107] new
[86] more
[77] city
[71] civictech
[70] s
[70] data
[67] smart
[66] technology

Top Words in Tweet in G3:
[361] govtech
[148] cybersecurity
[127] digitaltransformation
[107] ceo_branding
[103] bigdata
[99] innovation
[89] news
[85] ai
[79] iot
[73] community

Top Words in Tweet in G4:
[90] govtech
[46] govstart
[35] public
[32] danielkorski
[25] s
[25] transform
[23] programme
[19] public_team
[19] accelerator
[19] pour

Top Words in Tweet in G5:
[175] gt
[133] govtech
[62] government
[45] technology
[35] more
[34] data
[33] govit
[32] feb
[27] t
[26] learn

Top Words in Tweet in G6:
[167] govtech
[138] govtechsummit
[40] kohei_ota
[28] 神戸市バスロケ統合
[28] 失敗事例はこちらですよー
[27] hal_sk
[23] civictech
[17] kazobara
[16] 2019
[16] govtechサミット

Top Words in Tweet in G7:
[54] piawaugh
[51] m
[33] learned
[32] person
[32] best
[31] such
[31] cool
[31] interview
[31] even
[31] cooler

Top Words in Tweet in G8:
[39] fema
[31] emergencymgtmag
[26] eric_holdeman
[22] iaem
[16] dhs
[15] emergencymanagement
[14] nema
[13] new
[13] fire
[13] disasters

Top Words in Tweet in G9:
[67] govtech
[66] brigade
[55] sean
[55] up
[55] engineers
[38] techcrunch
[36] s
[36] joshconstine
[33] pinterest
[31] breaks

Top Words in Tweet in G10:
[37] esri
[30] cto
[30] cio
[30] gis
[26] govtech
[24] gis_bandit
[23] arcgis
[19] collaboration
[18] data
[17] use

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[542] sean,parker
[530] pinterest,acqhires
[529] govtech,brigade
[529] brigade,breaks
[529] breaks,up
[529] up,pinterest
[528] acqhires,engineers
[513] s,govtech
[509] parker,s
[109] government,technology

Top Word Pairs in Tweet in G1:
[485] sean,parker
[468] pinterest,acqhires
[467] govtech,brigade
[467] brigade,breaks
[467] breaks,up
[467] up,pinterest
[466] acqhires,engineers
[456] s,govtech
[454] parker,s
[65] government,technology

Top Word Pairs in Tweet in G2:
[40] more,civictech
[38] plus,more
[36] smart,city
[31] civictech,govtech
[25] futurestructure,govtech
[22] security,govtech
[20] smartcityphl,roadmap
[19] 2019,time
[18] mobility,hubs
[18] knight,believes

Top Word Pairs in Tweet in G3:
[71] ukgovtech,community
[71] community,news
[68] digitaltransformation,innovation
[56] hacking,cybersec
[48] govtech,security
[48] govtech,govcomputing
[44] digitaltransformation,cybersecurity
[43] govtech,nextgov
[42] innovation,bigdata
[41] martech,artificialintelligence

Top Word Pairs in Tweet in G4:
[17] accelerator,programme
[16] curious,govtech
[16] govtech,govstart
[16] govstart,accelerator
[16] programme,read
[16] read,marklazar1
[16] marklazar1,s
[16] s,overview
[16] overview,here
[16] here,come

Top Word Pairs in Tweet in G5:
[87] gt,gt
[24] gt,govtech
[22] gt,https
[22] https,t
[22] t,co
[19] here,gt
[16] register,here
[16] 2pm,et
[16] govit,govtech
[15] govtech,govit

Top Word Pairs in Tweet in G6:
[88] govtechsummit,govtech
[28] 神戸市バスロケ統合,失敗事例はこちらですよー
[28] 失敗事例はこちらですよー,govtechsummit
[27] kohei_ota,神戸市バスロケ統合
[19] govtech,civictech
[14] 知る人ぞ知る豪華メンバー,このメンバーを集めて
[14] このメンバーを集めて,肝心の神戸市バスがデータを標準化できなかったのはもったいない
[14] 肝心の神戸市バスがデータを標準化できなかったのはもったいない,govtechsummit
[13] govtech,summit
[13] hal_sk,知る人ぞ知る豪華メンバー

Top Word Pairs in Tweet in G7:
[31] such,cool
[31] cool,interview
[31] interview,even
[31] even,cooler
[31] cooler,person
[31] person,piawaugh
[31] piawaugh,'one
[31] 'one,best
[31] best,things
[31] things,learned

Top Word Pairs in Tweet in G8:
[13] iaem,nema
[10] nema,dhs
[9] fema,iaem
[8] fema,brocklong
[7] brock,long
[6] hurricane,michael
[6] brocklong,eric_holdeman
[5] poor,seniors
[5] seniors,likeliest
[5] likeliest,camp

Top Word Pairs in Tweet in G9:
[31] govtech,brigade
[31] brigade,breaks
[31] breaks,up
[31] up,pinterest
[31] pinterest,acqhires
[31] acqhires,engineers
[30] sean,parker's
[30] parker's,govtech
[25] sean,parker
[25] parker,s

Top Word Pairs in Tweet in G10:
[17] distributed,collaboration
[15] 5,ways
[15] ways,use
[15] use,distributed
[15] collaboration,share
[15] share,data
[15] data,arcgisadmin
[15] arcgisadmin,sharing
[15] sharing,cto
[15] cto,cio

Top Replied-To
Top Replied-To in Entire Graph:
@govtechnews
@equalandallied1
@docusign
@payitgov
@initiatived21
@stevendickens3
@smr_foundation
@tech_analyst_uk
@ianmcalvert
@cvwd

Top Replied-To in G2:
@govtechnews
@cvwd
@wendys
@lukefretwell
@leigh_tami18
@nyccoib
@futurestruck
@govtech
@flaglerctygov
@symbiumhq

Top Replied-To in G3:
@nhsdigital
@swardley
@ianmcalvert
@tech_analyst_uk
@smr_foundation
@stevendickens3
@spacex
@techcrunch

Top Replied-To in G4:
@justorlowska
@mpit_gov_pl

Top Replied-To in G5:
@docusign
@oakgov
@adobeelearning

Top Replied-To in G6:
@kazobara

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@ceo_branding
@piawaugh
@nextgov
@govcomputing
@govinfosecurity
@kohei_ota
@publictech
@joshconstine
@korndemocrat

Top Mentioned in G1:
@peletechcorp
@meritocracity
@cyberanimax
@ric9871ric

Top Mentioned in G2:
@govtechnews
@philadelphiagov
@knightfdn
@tjwoodbury
@billschrier
@govtech
@zackquaintance
@splunk
@smartcbus
@mi_dtmb

Top Mentioned in G3:
@ceo_branding
@govcomputing
@govinfosecurity
@nextgov
@publictech
@billmew
@fisher85m
@ntechyel
@evankirstel
@diginomica

Top Mentioned in G4:
@danielkorski
@public_team
@marklazar1
@govtechpl
@justorlowska
@techuk
@cityofsthlm
@adigitalleader
@e_strawberry
@jdnebusiness

Top Mentioned in G5:
@salesforcegov
@foxitsoftware
@federalnewsnet
@fcwnow
@goveventsgroup
@vmware
@thalessecurity
@f5networks
@salesforce
@benjamindemers

Top Mentioned in G6:
@kohei_ota
@hal_sk
@kazobara
@openmeti
@nakane_no
@msn088
@erukiti
@fujiiakiratokyo
@huffpostjapan
@kamakura_study

Top Mentioned in G7:
@piawaugh
@nzlifeevents
@policylabau
@rumon
@govtechsg
@govinsider
@codeforaus
@mattwadd
@bernadiairawati
@codeforamerica

Top Mentioned in G8:
@emergencymgtmag
@eric_holdeman
@pnwer
@policeofficer
@fema
@iaem
@countyofkern
@policingnews
@snocounty

Top Mentioned in G9:
@techcrunch
@joshconstine
@strictlyvc
@ceo_branding
@rightrelevance
@keysket

Top Mentioned in G10:
@gis_bandit
@esri
@spatialace
@esrislgov
@esripartners
@esritransport
@geoworldm
@cartegraph
@waze
@esrifederalgovt

Top Tweeters
Top Tweeters in Entire Graph:
@fantasysite
@jornalistavitor
@sectest9
@3_i_n
@myalliesnews
@nosqldigest
@jbkavungal
@animesh1977
@eaglestarnet
@zyiteblog

Top Tweeters in G1:
@fantasysite
@myalliesnews
@jbkavungal
@animesh1977
@eaglestarnet
@news_sokuhou
@newsman02
@3rdrockhome
@thn24
@prpnews

Top Tweeters in G2:
@stcom
@iol
@jamestown502
@medicalquack
@mikestrattonnet
@wendys
@candicelanier
@linuxmil
@lidarmonkey
@tsotsoobilove

Top Tweeters in G3:
@sectest9
@nosqldigest
@evankirstel
@chidambara09
@calcaware
@richsimmondsza
@akwyz
@rwang0
@ft
@smeuks

Top Tweeters in G4:
@huwsayer
@dme_health
@scalarhumanity
@spectator
@michelelefevre1
@itproportal
@arnocast
@jdnebusiness
@coelho_rodrigo
@benbrabyn

Top Tweeters in G5:
@ham_gretsky
@machinelearn_d
@iqpc
@rawriter1
@benjamindemers
@cdw_jessica
@salesforce
@nextgov
@hamiltonjohnd
@docusign

Top Tweeters in G6:
@hankyu6450
@kokusizu2
@defined_un_sort
@hyamaguchi
@aki_ssid
@huffpostjapan
@ikoutarou
@inewstokyo
@arakawa_kohsen2
@express5004f

Top Tweeters in G7:
@juhasaarinen
@startup_canada
@kiwiseabreeze
@ardrigh
@lin_nah
@vickytnz
@siobhanleachman
@sboots
@piawaugh
@startupdailyanz

Top Tweeters in G8:
@jjwills2
@latimes
@riskalert
@marilynwinders
@gcoincollector
@policeofficer
@viequesbound
@emweeklyrpt
@responder_news
@businesscontin4

Top Tweeters in G9:
@startupnws
@scottpvalentine
@tigerbeat
@memeorandum
@yraze
@techcrunch
@mogulazam
@yamsivam
@mobsolnin
@bridges2italy

Top Tweeters in G10:
@waze
@icma
@publichealthmap
@geoworldmedia
@nacotweets
@tonymarc72
@arcuser
@geoawesomeness
@spangrud
@esritraining


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