dctech, Twitter, 2/23/2021 8:53:26 AM, 249423


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dctech_2021-02-22_22-33-32.xlsx
dctech_2021-02-22_22-33-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
dctech via NodeXL https://bit.ly/2NW8oDy
@technicallydc
@bytebackdc
@trainace
@thesiliconhill
@chatterbachs
@dctech_76
@cathyhackl
@erik_dctech
@sophos
@joseph_santoro

Top hashtags:
#dctech
#cybersecurity
#infosec
#dmvstartup
#dcstartup
#automation
#cybersec
#natsec

Description:
Description
The graph represents a network of 143 Twitter users whose tweets in the requested range contained "dctech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 23 February 2021 at 06:33 UTC.

The requested start date was Tuesday, 23 February 2021 at 01:01 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, 19-hour, 26-minute period from Tuesday, 09 February 2021 at 04:25 UTC to Monday, 22 February 2021 at 23:51 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 : 143
Unique Edges : 119
Edges With Duplicates : 101
Total Edges : 220
Number of Edge Types : 5
Tweet : 71
Replies to : 18
Retweet : 32
MentionsInRetweet : 54
Mentions : 45
Self-Loops : 71
Reciprocated Vertex Pair Ratio : 0.0471698113207547
Reciprocated Edge Ratio : 0.0900900900900901
Connected Components : 58
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 27
Maximum Edges in a Connected Component : 60
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.555556
Graph Density : 0.0054663646212942
Modularity : 0.542433
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 143 Twitter users whose tweets in the requested range contained "dctech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 23 February 2021 at 06:33 UTC.

The requested start date was Tuesday, 23 February 2021 at 01:01 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, 19-hour, 26-minute period from Tuesday, 09 February 2021 at 04:25 UTC to Monday, 22 February 2021 at 23:51 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 : dctech
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:
[4] https://engage.bah.com/Article/Redirect/1ad2b2d8-2ee7-4b7a-8aad-2e187b2b4687?uc=16822&g=bb54f9c8-d44f-40f0-a00b-83a5524856df&f=213324
[2] http://technical.ly/dc/2021/02/09/microstrategy-telsa-bitcoins
[2] https://www.washingtonpost.com/pr/2021/02/08/washington-post-bolsters-investment-tech-news-coverage-with-eight-new-positions/
[1] https://twitter.com/benzgaray/status/1363771237613244416
[1] http://technical.ly/dc/2021/02/19/shorties-roundup-vaccine-nexiummune-ipo
[1] http://technical.ly/dc/2021/02/10/wirewheel-series-b-privacy
[1] http://technical.ly/dc/2021/02/10/startup-mentor-edgar-harrell
[1] http://technical.ly/dc/2021/02/16/inclusive-innovation-labs-in3-howard-canceled
[1] http://technical.ly/dc/2021/02/15/halcyon-black-girl-ventures-incubator
[1] http://technical.ly/dc/2021/02/12/shorties-roundup-halcyon-dahna-goldstein

Top URLs in Tweet in G1:
[1] https://twitter.com/but_im_kim_tran/status/1359286920816173061
[1] https://twitter.com/_heyyaaaa/status/1360209008116649985
[1] https://events.stcwdc.org/
[1] https://www.youtube.com/watch?v=LZ055ilIiN4&feature=youtu.be

[1] https://docs.google.com/document/d/1skpAoJ-dFczHTNM5DaMxkEuEKXATAF5rv7fbP3eDaoU/edit?usp=sharing
[1] https://twitter.com/Clarabridge/status/1362418741158572033

Top URLs in Tweet in G2:
[2] http://technical.ly/dc/2021/02/09/microstrategy-telsa-bitcoins
[1] http://technical.ly/dc/2021/02/19/shorties-roundup-vaccine-nexiummune-ipo
[1] http://technical.ly/dc/2021/02/08/tech-jobs-hiring-report-salaries
[1] https://technical.ly/dc/2021/02/09/this-week-in-jobs-dmv-stuck-edition-tech-hiring/
[1] http://technical.ly/dc/2021/02/10/sorcero-engineer-jocelyn-jeriah
[1] http://technical.ly/dc/2021/02/12/technically-media-hiring-dc-reporter
[1] http://technical.ly/dc/2021/02/16/manager-does-not-equal-leader
[1] http://technical.ly/dc/2021/02/19/gw-momentai-transporation-ai
[1] http://technical.ly/dc/2021/01/25/halcyon-incubator-14th-cohort
[1] http://technical.ly/dc/2021/02/11/1863-ventures-daniel-wright

Top URLs in Tweet in G3:
[1] https://www.washingtonian.com/2021/01/27/how-the-tech-sector-is-upskilling-the-workforce/?utm_content=buffere8dd2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[1] https://www.nytimes.com/2021/02/12/technology/maryland-digital-ads-tax.html?utm_content=154520486&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://info.trainace.com/trainaces-2021-presidents-day-sale?utm_campaign=2021%20Q1%20President%27s%20Day%20Sale&utm_content=154152317&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://info.trainace.com/trainaces-2021-presidents-day-sale?utm_campaign=2021%20Q1%20President%27s%20Day%20Sale&utm_content=154152318&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://info.trainace.com/trainaces-2021-presidents-day-sale?utm_campaign=2021%20Q1%20President%27s%20Day%20Sale&utm_content=154152319&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://www.nytimes.com/2021/02/12/technology/maryland-digital-ads-tax.html?utm_content=154520487&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://technical.ly/dc/2021/02/15/tech-policy-leadership-report/?utm_content=154521095&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://technical.ly/dc/2021/02/15/tech-policy-leadership-report/?utm_content=154521096&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151

Top URLs in Tweet in G7:
[1] https://twitter.com/JakeFromFonteva/status/1359536231407882240

Top URLs in Tweet in G9:
[1] https://nakedsecurity.sophos.com/2020/12/15/phishing-tricks-that-really-work-and-how-to-avoid-them/

Top URLs in Tweet in G10:
[4] https://engage.bah.com/Article/Redirect/1ad2b2d8-2ee7-4b7a-8aad-2e187b2b4687?uc=16822&g=bb54f9c8-d44f-40f0-a00b-83a5524856df&f=213324
[1] https://www.gsb.stanford.edu/insights/latino-entrepreneurs-face-can-overcome-funding-obstacles?sf138618516=1
[1] https://thehill.com/changing-america/opinion/539404-as-the-us-innovation-ranking-falls-real-critical-thinking-is-needed

Top Domains
Top Domains in Tweet in Entire Graph:
[20] technical.ly
[6] twitter.com
[4] bah.com
[3] trainace.com
[2] google.com
[2] nytimes.com
[2] washingtonpost.com
[1] stanford.edu
[1] thehill.com
[1] stcwdc.org

Top Domains in Tweet in G1:
[3] twitter.com
[1] stcwdc.org
[1] youtube.com
[1] google.com

Top Domains in Tweet in G2:
[18] technical.ly

Top Domains in Tweet in G3:
[1] washingtonian.com

Top Domains in Tweet in G4:
[3] trainace.com
[2] nytimes.com
[2] technical.ly

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G9:
[1] sophos.com

Top Domains in Tweet in G10:
[4] bah.com
[1] stanford.edu
[1] thehill.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[55] dctech
[7] cybersecurity
[7] infosec
[6] dmvstartup
[5] dcstartup
[4] automation
[4] cybersec
[4] natsec
[4] startuplife
[4] washingtondc



Top Hashtags in Tweet in G1:
[8] dctech
[2] techcomm
[2] stcorg
[1] werehiring
[1] govtech
[1] clearedjobs
[1] developer
[1] laptops
[1] programacion
[1] felizsanvalentin

Top Hashtags in Tweet in G2:
[20] dctech

Top Hashtags in Tweet in G3:
[1] dctech
[1] uspkilling
[1] workforcedevelopment

Top Hashtags in Tweet in G4:
[7] dctech
[5] dcstartup
[4] dmvstartup
[4] washingtondc
[3] dcbusiness
[3] cybersecurity
[3] infosec
[3] programming
[3] python
[3] networkengineer

Top Hashtags in Tweet in G6:
[1] dcps
[1] digitalequity
[1] dctech

Top Hashtags in Tweet in G7:
[1] assnchat
[1] dctech
[1] nptech

Top Hashtags in Tweet in G8:
[1] hologram
[1] volumetricvideo
[1] dctech

Top Hashtags in Tweet in G9:
[2] saferinternetday

Top Hashtags in Tweet in G10:
[4] cybersecurity
[4] automation
[4] cybersec
[4] infosec
[4] natsec
[3] dctech
[2] startup
[2] startuplife
[2] dmvstartup
[2] tech

Top Words
Top Words in Tweet in Entire Graph:
[55] #dctech
[51] dctech
[15] class
[13] tech
[11] technicallydc
[10] sa
[10] first
[10] day
[9] ang
[8] oy

Top Words in Tweet in G1:
[34] dctech
[8] ang
[8] #dctech
[8] sa
[8] oy
[7] yawa
[5] pag
[4] ayaw
[4] aning
[4] basta

Top Words in Tweet in G2:
[20] #dctech
[11] technicallydc
[5] relationships
[4] week
[4] bring
[4] use
[4] startups
[3] hiring
[3] dc's
[3] ed

Top Words in Tweet in G3:
[3] bytebackdc
[3] tomorrow
[3] tech
[3] sector
[3] upskilling
[3] workforce
[3] hosted
[3] washingtonian
[3] markwarner
[3] kmajerus

Top Words in Tweet in G4:
[14] class
[9] first
[7] #dctech
[7] training
[7] sale
[7] year
[7] runs
[7] president's
[7] day
[7] weekend

Top Words in Tweet in G5:
[2] jamesbradleyca
[2] kotolout
[2] marlon
[2] brando
[2] explains
[2] snubbed
[2] academy
[2] awarded
[2] best
[2] actor

Top Words in Tweet in G6:
[6] cmlewisgeorgew4
[3] dcpublicschools
[3] thank
[3] listening
[3] parents
[3] introducing
[3] dcps
[2] digitalequitydc
[2] technolog

Top Words in Tweet in G9:
[2] sometimes
[2] best
[2] way
[2] learn
[2] failing
[2] allow
[2] users
[2] safely
[2] within
[2] org

Top Words in Tweet in G10:
[4] prioritize
[4] #cybersecurity
[4] #automation
[4] tasks
[4] steps
[4] #cybersec
[4] #infosec
[4] #natsec
[3] joseph_santoro
[3] #defen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[7] first,training
[7] training,sale
[7] sale,year
[7] year,runs
[7] runs,president's
[7] president's,day
[7] day,weekend
[7] weekend,enroll
[7] enroll,class
[7] class,before

Top Word Pairs in Tweet in G1:
[4] aning,dctech
[4] dctech,oy
[4] sa,dctech
[2] brave,enough
[2] oy,yawa
[2] yawa,dctech
[2] bahalag,muolan
[2] muolan,basta
[2] basta,ayaw
[2] ayaw,mo

Top Word Pairs in Tweet in G2:
[3] dc's,ed
[3] ed,harrell
[3] harrell,served
[3] served,mentor
[3] mentor,likes
[3] likes,founding
[3] founding,mdtechcouncil
[3] mdtechcouncil,bringing
[3] thrilled,named
[3] named,#1

Top Word Pairs in Tweet in G3:
[3] tomorrow,tech
[3] tech,sector
[3] sector,upskilling
[3] upskilling,workforce
[3] workforce,hosted
[3] hosted,washingtonian
[3] washingtonian,markwarner
[3] markwarner,kmajerus
[3] kmajerus,awscloud
[2] bytebackdc,tomorrow

Top Word Pairs in Tweet in G4:
[7] first,training
[7] training,sale
[7] sale,year
[7] year,runs
[7] runs,president's
[7] president's,day
[7] day,weekend
[7] weekend,enroll
[7] enroll,class
[7] class,before

Top Word Pairs in Tweet in G5:
[2] marlon,brando
[2] brando,explains
[2] explains,snubbed
[2] snubbed,academy
[2] academy,awarded
[2] awarded,best
[2] best,actor
[2] actor,godfather

Top Word Pairs in Tweet in G6:
[3] cmlewisgeorgew4,dcpublicschools
[3] dcpublicschools,thank
[3] thank,cmlewisgeorgew4
[3] cmlewisgeorgew4,listening
[3] listening,parents
[3] parents,introducing
[3] introducing,dcps
[2] digitalequitydc,cmlewisgeorgew4
[2] dcps,technolog

Top Word Pairs in Tweet in G9:
[2] sometimes,best
[2] best,way
[2] way,learn
[2] learn,failing
[2] failing,allow
[2] allow,users
[2] users,safely
[2] safely,within
[2] within,org
[2] org,more

Top Word Pairs in Tweet in G10:
[4] prioritize,#cybersecurity
[4] #cybersecurity,#automation
[4] #automation,tasks
[4] tasks,steps
[4] steps,#cybersec
[4] #cybersec,#infosec
[4] #infosec,#natsec
[3] joseph_santoro,prioritize
[3] #natsec,#defen
[2] #startup,#startuplife

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@technicallydc
@trainace
@founding
@mdtechcouncil
@joseph_santoro
@dcpublicschools
@bytebackdc
@washingtonian
@markwarner
@kmajerus

Top Mentioned in G2:
@technicallydc
@founding
@mdtechcouncil
@mayorbowser
@neximmune
@wirewheel_io
@justinant1
@weareclasstech
@halcyonincubate
@vaxiglobal

Top Mentioned in G3:
@bytebackdc
@washingtonian
@markwarner
@kmajerus
@awscloud
@1901group
@elindse1

Top Mentioned in G4:
@trainace

Top Mentioned in G5:
@right_movies

Top Mentioned in G6:
@dcpublicschools
@digitalequitydc
@cmlewisgeorgew4

Top Mentioned in G7:
@jerryhuskins
@lundypaul
@jakefromfonteva
@fonteva

Top Mentioned in G8:
@msftvolumetric
@avatardimension
@washingtonpost

Top Mentioned in G9:
@sophos
@nakeds
@belgiumdefence
@nakedsecurity

Top Mentioned in G10:
@joseph_santoro

Top Tweeters
Top Tweeters in Entire Graph:
@washingtonpost
@pagilchrist
@ipythonistabot
@joseph_santoro
@thesiliconhill
@annanabananaxx
@pldthome
@cybazesocial
@godfrey_g_
@washingtonian

Top Tweeters in G1:
@annanabananaxx
@theemicahrachel
@eyaaann
@immiyulee
@dcupinn
@_rmnlr
@mejewella
@sabelharris
@kyowts
@stcwdc

Top Tweeters in G2:
@thesiliconhill
@iamshellybell
@founding
@aaronksaunders
@mayorbowser
@technicallydc
@mdtechcouncil
@bgirlventures
@in3dc
@covehq

Top Tweeters in G3:
@pagilchrist
@washingtonian
@awscloud
@markwarner
@bytebackdc
@1901group
@kmajerus
@elindse1

Top Tweeters in G4:
@ipythonistabot
@programminbuddy
@retweetcyborg
@trainace
@rpsjrcpa
@goaskap

Top Tweeters in G5:
@tedcruz
@right_movies
@jamesbradleyca
@dctech_76
@kotolout

Top Tweeters in G6:
@dcpublicschools
@nzingatt
@rachdc7
@digitalequitydc
@cmlewisgeorgew4

Top Tweeters in G7:
@chatterbachs
@fonteva
@jakefromfonteva
@lundypaul
@jerryhuskins

Top Tweeters in G8:
@washingtonpost
@cathyhackl
@dalvin_brown
@msftvolumetric
@avatardimension

Top Tweeters in G9:
@sophos
@nakedsecurity
@belgiumdefence
@erik_dctech
@nakeds

Top Tweeters in G10:
@joseph_santoro
@cybazesocial
@godfrey_g_
@botcybersec