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govtech_2019-03-20_12-23-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
March 20, 2019
Short Description:
govtech via NodeXL http://bit.ly/2JBW48W
@govtechnews
@codeforamerica
@morganmeaker
@billmew
@public_team
@govevolve
@jamesvgingerich
@smartecocity
@kristydalton22
@emergencymgtmag

Top hashtags:
#govtech
#ai
#civictech
#cybersecurity
#smartcities
#iot
#sxsw

Description:
Description
The graph represents a network of 3,669 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 Wednesday, 20 March 2019 at 19:24 UTC.

The requested start date was Tuesday, 19 March 2019 at 00:01 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, 5-hour, 23-minute period from Thursday, 07 March 2019 at 18:37 UTC to Tuesday, 19 March 2019 at 00:01 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 : 3669
Unique Edges : 4633
Edges With Duplicates : 2671
Total Edges : 7304
Number of Edge Types : 3
Mentions : 5581
Tweet : 1604
Replies to : 119
Self-Loops : 1604
Reciprocated Vertex Pair Ratio : 0.0511376964578935
Reciprocated Edge Ratio : 0.0972997098861861
Connected Components : 755
Single-Vertex Connected Components : 522
Maximum Vertices in a Connected Component : 2005
Maximum Edges in a Connected Component : 5023
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.315688
Graph Density : 0.000332964479132393
Modularity : 0.593683
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[39] https://www.disruptordaily.com/blockchain-use-cases-smart-cities/
[33] http://www.govtech.com/dc/Three-Factors-to-Smart-City-Security-Contributed.html
[28] http://www.govtech.com/civic/SXSW-2019-Can-Artificial-Intelligence-Spot-Stressed-Cops.html
[28] https://www.govtech.com/civic/Georgias-Controversial-Voting-Machine-Bill-Passes-Senate.html
[25] http://www.govtech.com/civic/SXSW-2019-Rural-Innovation-Is-Vital-to-Global-Progress.html
[24] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/an-inside-look-at-new-york-state-government-cybersecurity.html
[19] http://www.govtech.com/social/Why-a-Social-Media-Strategy-Is-Key-to-Emergency-Management.html
[19] http://www.govtech.com/civic/SXSW-2019-Why-Smart-Cities-Need-to-Be-Inclusive-Cities.html
[18] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Kamala-Harris-Introduces-Tech-Bill.html
[17] http://www.govtech.com/em/preparedness/Sensors-Drones-and-Artificial-Intelligence-at-the-Forefront-at-IWCE.html

Top URLs in Tweet in G1:
[19] https://www.govtech.com/blogs/lohrmann-on-cybersecurity/an-inside-look-at-new-york-state-government-cybersecurity.html
[16] http://www.govtech.com/dc/Three-Factors-to-Smart-City-Security-Contributed.html
[11] http://www.govtech.com/civic/SXSW-2019-Can-Artificial-Intelligence-Spot-Stressed-Cops.html
[11] http://www.govtech.com/civic/SXSW-2019-Why-Smart-Cities-Need-to-Be-Inclusive-Cities.html
[7] http://www.govtech.com/fs/In-Upstate-New-York-the-Bitcoin-Mining-Rush-Has-Gone-Bust.html
[6] http://www.govtech.com/security/Finger-and-Face-Scanners-Arent-as-Secure-as-We-Think-They-Are.html
[6] http://www.govtech.com/civic/SXSW-2019-Rural-Innovation-Is-Vital-to-Global-Progress.html
[6] https://www.govtech.com/Portland-Maine-Makes-Two-New-Tech-and-Innovation-Hires.html
[5] http://www.govtech.com/em/preparedness/Sensors-Drones-and-Artificial-Intelligence-at-the-Forefront-at-IWCE.html
[5] http://www.govtech.com/education/AI-in-SchoolsHeres-What-We-Need-to-Consider.html

Top URLs in Tweet in G2:
[19] http://www.govtech.com/civic/SXSW-2019-Rural-Innovation-Is-Vital-to-Global-Progress.html
[13] http://www.govtech.com/gov-experience/Four-States-Work-Toward-a-Single-Log-In-Credential.html
[12] http://www.govtech.com/dc/SXSW-2019-Nations-Mayors-Consider-Whos-Left-Behind-Online.html
[11] http://www.govtech.com/gov-experience/Live-Government-Technologys-Coverage-of-SXSW-2019.html
[10] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Kamala-Harris-Introduces-Tech-Bill.html
[8] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Transparency-Group-Praises-AOC.html
[8] http://www.govtech.com/blogs/lohrmann-on-cybersecurity/rsa-conference-2019-what-you-need-to-know.html
[8] http://www.govtech.com/civic/SXSW-2019-Can-Artificial-Intelligence-Spot-Stressed-Cops.html
[7] http://www.govtech.com/pcio/Washington-DC-Finds-Permanent-CTO-in-Lindsey-Parker.html
[7] http://www.govtech.com/pcio/Maine-Names-Longtime-University-IT-Leader-as-New-State-CIO.html

Top URLs in Tweet in G4:
[7] http://www.govtech.com/civic/Whats-New-in-Civic-Tech-Kamala-Harris-Introduces-Tech-Bill.html
[5] https://www.wired.com/story/kamala-harris-digital-services-act-2019/
[4] https://thisisgovtech-access-and-accessibility.eventbrite.com
[4] http://www.govtech.com/fs/E-Scooters-Need-Stricter-Regulation-Disability-Advocates-Say.html
[3] http://www.govtech.com/smart-cities/Erie-Pa-Wants-to-Overlay-Security-Tech-into-Its-Smart-City.html?utm_content=86854261&utm_medium=social&utm_source=twitter&hss_channel=tw-1286999658
[2] https://www.codeforamerica.org/events/summit
[2] http://www.govtech.com/dc/SXSW-2019-Mayors-and-the-Future-an-Inextricable-Bond.html
[2] http://www.govtech.com/civic/SXSW-2019-Tech-and-Social-Impact-in-an-Evolving-Era.html
[2] http://www.govtech.com/analytics/Urban-Social-Data-Helps-Reduce-Fire-and-Safety-Risk.html
[2] http://www.govtech.com/social/3-methods-for-meeting-government-social-media-goals.html

Top URLs in Tweet in G5:
[9] https://apolitical.co/solution_article/what-is-govtech-the-400bn-market-shaking-up-public-sector-procurement/
[7] https://www.esri.com/arcgis-blog/products/arcgis-hub/announcements/the-search-is-over-a-new-search-for-arcgis-hub-is-here/
[5] https://www.a-star.edu.sg/News-and-Events/A-STAR-INNOVATE/Index/ID/7410?utm_source=twitter&utm_medium=20190110&utm_campaign=3-epic-deep-tech-innovations-to-watch
[5] http://www.govtech.com/education/AI-in-SchoolsHeres-What-We-Need-to-Consider.html
[3] https://brasilpaisdigital.com.br/big-data-e-para-gente-grande/
[3] http://www.govtech.com/security/Hackers-Shut-Down-Mass-Public-Defender-System-for-Weeks.html
[3] https://lnkd.in/eXH9JwK
[3] https://www.zdnet.com/article/round-4-hacker-returns-and-puts-26mil-user-records-for-sale-on-the-dark-web/
[3] https://www.smartcitiesworld.net/smart-cities-news/vancouver-police-uses-ai-to-prevent-crime-3904
[3] https://community.esri.com/people/GvanMaren-esristaff/blog/2019/02/06/beta-release-of-3d-flood-impact-solution#.XGG1_9JuKCo.twitter

Top URLs in Tweet in G6:
[7] https://www.ukauthority.com/articles/techuk-calls-for-more-support-for-smes-in-govtech/
[4] https://www.ukauthority.com/articles/techuk-calls-for-more-support-for-smes-in-govtech/?utm_content=buffer80a11&utm_medium=social&utm_source=twitter.com&utm_campaign=UKALDbuffer
[4] http://qoo.ly/w4drr
[4] https://www.techuk.org/insights/opinions/item/14948-from-recurring-wheel-of-debt-and-duplication-to-building-on-value
[4] https://www.ukauthority.com/articles/techuk-calls-for-more-support-for-smes-in-govtech/?utm_content=buffere2336&utm_medium=social&utm_source=twitter&utm_campaign=HOBbuffer
[3] http://qoo.ly/vxb46
[3] http://qoo.ly/w4drf
[3] https://www.ukauthority.com/articles/manchester-to-build-technical-education-portal/
[3] New
[3] and

Top URLs in Tweet in G7:
[6] https://govtechprogram.dk/
[3] https://www.tech-talks.co.uk/podcasts/edward-elliott
[3] https://www.public.io/what-is-edtech/
[3] https://tictec.mysociety.org/2019/schedule
[2] https://sifted.eu/articles/govtech-accelerators-launch-across-europe-edward-elliot/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fonezero.medium.com%2Fcan-govtech-save-the-government-and-tech-f7890801293c
[1] https://gust.com/accelerators/govstart
[1] https://www.lemonde.fr/economie/article/2019/03/11/la-si-difficile-reforme-de-l-etat_5434147_3234.html
[1] https://www.public.io/govstartfr/
[1] https://www.frenchweb.fr/ia-therapixel-leve-5-millions-deuros-pour-ameliorer-le-depistage-du-cancer-du-sein/350761

Top URLs in Tweet in G8:
[3] https://swisscognitive.ch/2019/03/08/ai-has-become-a-key-contributing-factor-in-the-renewable-energy-sector/
[3] https://swisscognitive.ch/2019/03/10/abu-dhabi-startup-is-using-ai-to-transform-how-kids-learn/
[2] https://swisscognitive.ch/2019/03/14/making-a-path-to-ethical-socially-beneficial-artificial-intelligence-2/
[1] https://swisscognitive.ch/2019/03/17/tag-artificial-intelligence-based-security-market-driver/

Top URLs in Tweet in G9:
[8] http://www.govtech.com/em/preparedness/Sensors-Drones-and-Artificial-Intelligence-at-the-Forefront-at-IWCE.html
[8] https://impossible.aero/
[5] http://www.govtech.com/em/disaster/Oroville-Dam-Trump-Administration-Denies-California-Repair-Funds.html
[5] http://www.govtech.com/em/disaster/EDITORIAL-Lessons-From-Deepwater-Horizon-Disaster-Still-Resonate.html
[5] http://www.govtech.com/em/preparedness/Destruction-from-Sea-Level-Rise-in-California-Could-Exceed-Worst-Wildfires-and-Earthquakes.html
[3] http://www.govtech.com/em/preparedness/Future-Proofing-911-Communications-with-a-Cloud-Native-System.html
[2] http://www.govtech.com/em/disaster/Hope-Grows-Amid-the-Ashes-of-Paradise-for-These-Survivors-.html
[2] http://www.govtech.com/em/disaster/Final-Pass-for-Hurricane-Michael-Debris-Pickup-in-Florida-Counties-Begins.html
[2] http://www.govtech.com/em/preparedness/FEMA-Ppproves-35-Million-in-Storm-Shelter-Grants-for-Area-Districts.html
[2] http://www.govtech.com/em/preparedness/Recruiting-Retaining-a-Big-Hurdle.html

Top URLs in Tweet in G10:
[39] https://www.disruptordaily.com/blockchain-use-cases-smart-cities/
[4] https://public.tableau.com/en-us/s/gallery/which-european-countries-have-most-advanced-digital-economies
[3] https://www.govtech.com/fs/infrastructure/5G-Can-Enable-Smart-Cities-If-Policymakers-Allow-It.html
[3] http://www.govtech.com/smart-cities/Erie-Pa-Wants-to-Overlay-Security-Tech-into-Its-Smart-City.html?utm_content=buffer47009&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[3] http://www.govtech.com/civic/SXSW-2019-Why-Smart-Cities-Need-to-Be-Inclusive-Cities.html
[3] https://zurl.co/n8lqy
[2] http://www.govtech.com/smart-cities/Erie-Pa-Wants-to-Overlay-Security-Tech-into-Its-Smart-City.html?utm_content=86505844&utm_medium=social&utm_source=twitter&hss_channel=tw-1485441031
[1] http://www.govtech.com/dc/Three-Factors-to-Smart-City-Security-Contributed.html?utm_content=86893994&utm_medium=social&utm_source=twitter&hss_channel=tw-3307193166
[1] https://www.liveearth.com/industry-solutions/smart-connected/?utm_content=86893994&utm_medium=social&utm_source=twitter&hss_channel=tw-3307193166
[1] https://lnkd.in/esrzQCc

Top Domains
Top Domains in Tweet in Entire Graph:
[1552] govtech.com
[225] qoo.ly
[130] lnkd.in
[125] twitter.com
[91] govevents.com
[81] medium.com
[49] ukauthority.com
[43] publictechnology.net
[41] dy.si
[39] disruptordaily.com

Top Domains in Tweet in G1:
[482] govtech.com
[64] lnkd.in
[22] twitter.com
[22] dlvr.it
[13] okt.to
[11] dy.si
[10] medium.com
[5] twi.li
[4] iadb.org
[4] instagram.com

Top Domains in Tweet in G2:
[469] govtech.com
[16] lnkd.in
[15] twitter.com
[12] dy.si
[7] bit.ly
[5] fedscoop.com
[5] thecitybase.com
[3] federalnewsnetwork.com
[3] ow.ly
[3] bloomberg.com

Top Domains in Tweet in G4:
[32] govtech.com
[8] twitter.com
[6] wired.com
[5] eventbrite.com
[4] okt.to
[2] medium.com
[2] codeforamerica.org
[1] kelo.com
[1] ktxs.com
[1] digbycourier.ca

Top Domains in Tweet in G5:
[40] govtech.com
[15] lnkd.in
[12] com.br
[12] apolitical.co
[10] esri.com
[6] twitter.com
[5] edu.sg
[4] zdnet.com
[3] smartcitiesworld.net
[2] twi.li

Top Domains in Tweet in G6:
[225] qoo.ly
[48] ukauthority.com
[43] publictechnology.net
[9] govtech.com
[7] techuk.org
[5] twitter.com
[5] co.uk
[5] outsystems.com
[5] nextgov.com
[4] mckinsey.com

Top Domains in Tweet in G7:
[10] twitter.com
[7] govtechprogram.dk
[5] public.io
[5] mysociety.org
[4] co.uk
[3] sifted.eu
[3] altinget.dk
[2] pipedrivewebforms.com
[2] medium.com
[1] gust.com

Top Domains in Tweet in G8:
[9] swisscognitive.ch

Top Domains in Tweet in G9:
[96] govtech.com
[19] lnkd.in
[11] linkedin.com
[8] impossible.aero
[1] aeris.com
[1] airmedandrescue.com
[1] snip.ly

Top Domains in Tweet in G10:
[39] disruptordaily.com
[15] govtech.com
[4] tableau.com
[3] lnkd.in
[3] zurl.co
[1] liveearth.com
[1] raconteur.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2092] govtech
[307] ai
[175] civictech
[166] cybersecurity
[165] smartcities
[133] iot
[130] sxsw
[125] digitaltransformation
[116] smartcity
[113] localgov



Top Hashtags in Tweet in G1:
[108] govtech
[20] sxsw
[19] cybersecurity
[19] ai
[15] tech
[14] vr
[13] technology
[13] ar
[12] government
[12] civictech

Top Hashtags in Tweet in G2:
[363] govtech
[76] sxsw2019
[74] sxsw
[58] localgov
[36] futurestructure
[27] civictech
[23] stateandlocal
[22] publicsafety
[21] security
[20] cybersecurity

Top Hashtags in Tweet in G3:
[68] สร้างชาติ
[1] ประชาธิปัตย์
[1] govtech
[1] เวทีสภาอุตสาหกรรม
[1] พรรคประชาธิปัตย์
[1] แก้จนสร้างคนสร้างชาติ
[1] เลือกตั้ง62
[1] pk

Top Hashtags in Tweet in G4:
[79] govtech
[26] civictech
[15] thisisgovtech
[9] localgov
[8] sxsw
[7] seeclickfix
[5] potholes
[4] govt
[4] localgovernment
[4] cfasummit

Top Hashtags in Tweet in G5:
[125] govtech
[54] cybersecurity
[44] fintech
[39] legaltech
[38] healthtech
[34] bugbounty
[34] gis
[29] gdpr
[27] cio
[25] ciso

Top Hashtags in Tweet in G6:
[374] govtech
[54] ukgovtech
[38] security
[17] ai
[13] cyber
[12] cloud
[11] digitaltransformation
[11] smes
[10] data
[10] digital

Top Hashtags in Tweet in G7:
[67] govtech
[15] civictech
[14] govstart
[12] edtech
[11] startup
[9] podcast
[7] voiesdelacyber
[7] sdmagazine
[7] digitaltransformation
[7] tictec

Top Hashtags in Tweet in G8:
[126] govtech
[88] ai
[88] dl
[80] cto
[71] edutech
[51] research
[46] healthtech
[46] solutions
[42] start_up
[29] consulting

Top Hashtags in Tweet in G9:
[18] iaem
[17] nema
[16] fema
[15] dhs
[15] emergencymanagement
[14] disasters
[13] drones
[12] ai
[10] govtech
[9] cpca2019

Top Hashtags in Tweet in G10:
[49] digitaltransformation
[41] smartcities
[41] iot
[40] blockchain
[14] govtech
[11] 4org
[10] innovation
[9] data
[9] orgdev
[8] leadership

Top Words
Top Words in Tweet in Entire Graph:
[3254] Words in Sentiment List#1: Positive
[1384] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[95816] Non-categorized Words
[100454] Total Words
[2515] govtech
[684] government
[492] new
[453] tech
[453] technology

Top Words in Tweet in G1:
[159] govtech
[141] government
[125] technology
[105] tech
[103] new
[103] sxsw
[99] 2019
[63] s
[62] smart
[62] security

Top Words in Tweet in G2:
[374] govtech
[310] govtechnews
[170] sxsw
[106] 2019
[95] tech
[92] new
[87] government
[86] s
[84] state
[82] sxsw2019

Top Words in Tweet in G3:
[347] สร
[259] างชาต
[178] างคน
[171] ร
[142] ใช
[91] แก
[91] govtech
[90] มาก
[89] นโยบาย
[89] ปชป

Top Words in Tweet in G4:
[92] govtech
[33] tech
[28] government
[26] civictech
[25] codeforamerica
[25] govtechnews
[23] digital
[21] sorenspicknall
[19] end
[16] broken

Top Words in Tweet in G5:
[126] govtech
[58] cybersecurity
[44] fintech
[39] legaltech
[38] healthtech
[34] douglittlejr
[34] bugbounty
[31] gis
[31] arcgis
[30] government

Top Words in Tweet in G6:
[414] govtech
[131] ukauthority
[76] government
[74] digital
[64] security
[64] nextgov
[60] news
[58] more
[54] ukgovtech
[54] community

Top Words in Tweet in G7:
[101] govtech
[42] et
[41] public
[33] public_team
[26] programme
[25] les
[23] public_france
[23] pour
[22] government
[21] à

Top Words in Tweet in G8:
[126] govtech
[97] ai
[88] dl
[80] cto
[71] edutech
[58] swisscognitive
[51] research
[48] dalithsteiger
[47] artificial
[46] become

Top Words in Tweet in G9:
[35] emergencymgtmag
[24] disasters
[24] eric_holdeman
[23] fema
[21] drones
[19] iaem
[17] nema
[15] dhs
[15] emergencymanagement
[14] disaster

Top Words in Tweet in G10:
[49] digitaltransformation
[41] smartcities
[41] iot
[40] blockchain
[39] 12
[39] use
[39] cases
[39] disruptordaily
[38] smartcityexpo
[38] g

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[262] สร,างชาต
[224] sxsw,2019
[180] างคน,สร
[162] government,technology
[142] artificial,intelligence
[131] govtech,ukauthority
[106] smart,city
[96] gt,gt
[93] smart,cities
[90] นโยบาย,ปชป

Top Word Pairs in Tweet in G1:
[84] sxsw,2019
[82] government,technology
[37] new,york
[37] smart,city
[22] artificial,intelligence
[22] state,government
[21] inside,look
[21] look,new
[21] york,state
[21] government,cybersecurity

Top Word Pairs in Tweet in G2:
[57] sxsw,2019
[52] state,local
[38] govtechnews,sxsw
[34] u,s
[30] govtech,sxsw2019
[29] localgov,govtech
[29] digital,equity
[27] check,out
[26] local,government
[23] futurestructure,govtech

Top Word Pairs in Tweet in G3:
[258] สร,างชาต
[178] างคน,สร
[89] นโยบาย,ปชป
[89] ปชป,แตกจาก
[89] แตกจาก,main
[89] main,idea
[89] idea,ได
[89] ได,งดงามมาก
[89] งดงามมาก,แก
[89] แก,จน

Top Word Pairs in Tweet in G4:
[16] broken,govtech
[15] gather,round
[15] round,children
[15] children,share
[15] share,timeless
[15] timeless,tale
[15] tale,fundamentally
[15] fundamentally,broken
[15] govtech,end
[15] end,2018

Top Word Pairs in Tweet in G5:
[25] cybersecurity,fintech
[25] crisis,communications
[20] douglittlejr,cybersecurity
[19] fintech,legaltech
[16] bugbounty,ciso
[16] cio,cto
[15] legaltech,govtech
[15] gdpr,healthtech
[15] communications,pr
[15] pr,firms

Top Word Pairs in Tweet in G6:
[131] govtech,ukauthority
[57] govtech,nextgov
[54] ukgovtech,community
[54] community,news
[43] govtech,publictech
[28] govtech,security
[25] smes,govtech
[21] techuk,calls
[21] calls,more
[21] more,support

Top Word Pairs in Tweet in G7:
[12] danish,government
[11] public,services
[10] programme,govstart
[10] user,friendly
[9] les,startup
[9] government,s
[9] digital,summit
[8] govstart,accompagne
[8] accompagne,les
[8] startup,vers

Top Word Pairs in Tweet in G8:
[71] edutech,govtech
[46] ai,become
[46] become,key
[46] key,contributing
[46] contributing,factor
[46] factor,renewable
[46] renewable,energy
[46] energy,sector
[46] sector,dl
[46] dl,govtech

Top Word Pairs in Tweet in G9:
[12] iaem,nema
[12] booth,407
[9] artificial,intelligence
[8] sensors,drones
[8] drones,artificial
[8] intelligence,forefront
[8] forefront,iwce
[8] iwce,ai
[8] ai,drones
[8] drones,iwce2019

Top Word Pairs in Tweet in G10:
[39] blockchain,smartcities
[39] smartcities,12
[39] 12,use
[39] use,cases
[39] cases,disruptordaily
[39] disruptordaily,digitaltransformation
[39] digitaltransformation,iot
[38] smartcityexpo,blockchain
[38] iot,g
[17] smart,cities

Top Replied-To
Top Replied-To in Entire Graph:
@govtechnews
@techuk
@deltek
@diffeo
@equalandallied1
@deptofdefense
@smartcitiesdive
@noneck
@kamalaharris
@joe_morris

Top Replied-To in G1:
@quest
@puutwallet

Top Replied-To in G2:
@govtechnews
@deptofdefense
@joe_morris
@nsagov
@kamalaharris
@oigathhs
@illinoisdoit
@cdwcorp
@getproudcity
@civicio1

Top Replied-To in G3:
@greentea_pt

Top Replied-To in G4:
@citysiouxfalls
@kochakian
@stuart_wood
@aelkus
@kamalaharris
@obsessivejourno
@digeplan
@govtechnews
@lenny_mendonca
@me26902534

Top Replied-To in G5:
@carolforden
@ciscosecurity

Top Replied-To in G6:
@techuk

Top Replied-To in G7:
@erhvervs_min
@danielkorski
@govtechresearch

Top Replied-To in G9:
@rapiddeploy

Top Replied-To in G10:
@josephschember

Top Mentioned
Top Mentioned in Entire Graph:
@govtechnews
@ukauthority
@healinggirlth
@korndemocrat
@nextgov
@swisscognitive
@madana_hq
@billmew
@dalithsteiger
@publictech

Top Mentioned in G1:
@lidarmonkey
@digitaloohnews
@eagle_drones_us
@thinkers360
@mythics
@peoplemovers
@hitechgrounds

Top Mentioned in G2:
@govtechnews
@zackquaintance
@sxsw
@cisagov
@dustinhaisler
@cisamanfra
@anneschwieger
@obsessivejourno
@erepublic
@deptofdefense

Top Mentioned in G3:
@healinggirlth
@korndemocrat
@pimnara_pk
@fo_abhisit
@gozmee_333
@actions34
@greentea_pt

Top Mentioned in G4:
@codeforamerica
@govtechnews
@sorenspicknall
@kamalaharris
@seamlessdocs
@luminategroup
@civicmakers
@brianpurchia
@govtechfund
@us

Top Mentioned in G5:
@douglittlejr
@danitablackwood
@govtechnews
@spatialace
@gis_bandit
@centerdigitaled
@ntechyel
@messageplicity
@apoliticalco
@lochoffs

Top Mentioned in G6:
@ukauthority
@nextgov
@billmew
@publictech
@govinfosecurity
@mew_era
@diginomica
@techuk
@govtechleaders
@govtechcloud

Top Mentioned in G7:
@public_team
@eddelliott
@public_france
@public_denmark
@tech__talks
@danielkorski
@heinkiann
@dsavage_1984
@matrixdotorg
@paulaforteza

Top Mentioned in G8:
@swisscognitive
@dalithsteiger
@andy_fitze

Top Mentioned in G9:
@emergencymgtmag
@eric_holdeman
@pnwer
@calchiefs
@iw
@ravemsafety
@rapiddeploy
@funds4disaster
@impossibleaero
@pimaarizona

Top Mentioned in G10:
@disruptordaily
@smartcityexpo
@4orgexcellence
@sjrotter
@roblemvr
@josephschember
@antgrasso
@evankirstel
@diioannid
@telecomhall

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@pandoraskids
@jude_mugabi
@evankirstel
@john1966olsen
@startupnws
@concourstwittos
@ottlegalrebels
@strategicpolicy

Top Tweeters in G1:
@schestowitz
@billnigh
@rvp
@deesbarbara
@blubdha
@nishant_shastry
@unsteadyeddie
@thelawmap
@sec_cyber
@justustalking2

Top Tweeters in G2:
@startupnws
@dcarsoncpa_nyc
@faisalshaikh113
@jennykim
@overlordtha
@redskin_girlnm
@socialchangeaus
@mikestrattonnet
@ideagov
@santchiweb

Top Tweeters in G3:
@greentea_pt
@jiwjit3376
@conandroid
@jelejello
@bkk001
@iprincess1993
@chin115
@political_drama
@teeradets
@dtppowerplant

Top Tweeters in G4:
@sacbee_news
@owenblacker
@alramirezusa
@farmersonfilm
@jag_____
@633nm
@seaofchangefilm
@ca_dmv
@pedestriandaily
@carolinefan

Top Tweeters in G5:
@sectest9
@channelnewsasia
@trippbraden
@twilli2861
@yamatho2
@cityofjoburgza
@carolforden
@danitablackwood
@toluogunlesi
@spirosmargaris

Top Tweeters in G6:
@jornalistavitor
@cybertaters
@andrewmorrisuk
@michelledh
@drferdowsi
@texthelaw
@melissa39b
@vcloud_storage
@jamesvgingerich
@zuzudotai

Top Tweeters in G7:
@lesechos
@rldi_lamy
@careersingrowth
@brenabolivier
@ukdigitaljobsuk
@mynaedu
@nextinpact
@siliconvikings
@andre0ani
@engbrgdk

Top Tweeters in G8:
@saukel
@dukdaffe
@parvez1
@merckxcycling
@fmfrancoise
@llpot
@whoishabyb
@brianscififan
@ujgndrv5nzy9rni
@samadovaabditch

Top Tweeters in G9:
@vipmediaevent
@adelinasinohui
@riskalert
@aaarpgodess
@realfriscokid
@att
@dcarsoncpa_mfc
@emweeklyrpt
@dcarsoncpafnrsk
@caldisasters

Top Tweeters in G10:
@evankirstel
@zimei_no_ri
@rickking16
@jblefevre60
@markmichaeldom
@1malachid
@bimcaeicepick
@danielnewmanuv
@kirkdborne
@roshaundadgreen


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