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dctech_2021-01-18_22-33-32.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 19, 2021
Short Description:
dctech via NodeXL https://bit.ly/3nVnuW8
@thesiliconhill
@technicallydc
@rosslynva
@ordwaylabs
@ximenahartsock
@wbjonline
@microsoft
@medicalhfe
@uxpadc
@medstarhealth

Top hashtags:
#dctech
#dmvstartup
#startups
#cybersecurity
#infosec
#informationsecurity

Description:
Description
The graph represents a network of 176 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, 19 January 2021 at 06:33 UTC.

The requested start date was Tuesday, 19 January 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, 58-minute period from Tuesday, 05 January 2021 at 03:15 UTC to Monday, 18 January 2021 at 23:13 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 : 176
Unique Edges : 162
Edges With Duplicates : 216
Total Edges : 378
Number of Edge Types : 5
Mentions : 72
Replies to : 19
Retweet : 79
MentionsInRetweet : 139
Tweet : 69
Self-Loops : 69
Reciprocated Vertex Pair Ratio : 0.0406091370558376
Reciprocated Edge Ratio : 0.0780487804878049
Connected Components : 47
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 62
Maximum Edges in a Connected Component : 179
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.583747
Graph Density : 0.00665584415584416
Modularity : 0.527211
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 176 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, 19 January 2021 at 06:33 UTC.

The requested start date was Tuesday, 19 January 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, 58-minute period from Tuesday, 05 January 2021 at 03:15 UTC to Monday, 18 January 2021 at 23:13 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:
[5] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916082&utm_medium=social&utm_source=twitter&hss_channel=tw-191583062
[5] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916084&utm_medium=social&utm_source=twitter&hss_channel=tw-562956407
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916085&utm_medium=social&utm_source=twitter&hss_channel=tw-568355696
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916081&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916086&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[3] https://www.eventbrite.com/e/pitch-investors-get-funded-virtual-event-tickets-136302826423
[3] http://technical.ly/dc/2021/01/13/report-venture-capital-2-billion-vc-funding-2020
[3] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916083&utm_medium=social&utm_source=twitter&hss_channel=tw-558951933
[2] https://generalassemb.ly/education/online-networking-strategies
[2] http://bizj.us/1q85m8

Top URLs in Tweet in G1:
[1] https://docs.google.com/document/d/1skpAoJ-dFczHTNM5DaMxkEuEKXATAF5rv7fbP3eDaoU/edit?usp=sharing
[1] https://www.nytimes.com/2021/01/13/technology/whatsapp-data.html
[1] https://twitter.com/itsmemarchanon/status/1350804813194248200

Top URLs in Tweet in G2:
[2] http://technical.ly/dc/2021/01/14/power-moves-comcast-sba
[2] http://technical.ly/dc/2021/01/13/report-venture-capital-2-billion-vc-funding-2020
[1] https://dca-live.com/friday-hangouts?utm_content=151476391&utm_medium=social&utm_source=twitter&hss_channel=tw-996048442005876737
[1] https://blog.ordwaylabs.com/blog/ordway-wins-a-powderkeg-2020-national-tech-culture-award?utm_campaign=Ordway%20Blog&utm_content=150550800&utm_medium=social&utm_source=twitter&hss_channel=tw-996048442005876737
[1] https://technical.ly/dc/2021/01/04/pie-insurance-mike-gionfriddo-2021-tech-trends-insurtech
[1] https://technical.ly/dc/2021/01/05/scott-case-remote-work-keep-employees-engaged
[1] http://technical.ly/dc/2021/01/05/microsoft-arlington-sales-hub
[1] http://technical.ly/dc/2021/01/06/ximena-hartsock-departs-phone2action
[1] http://technical.ly/dc/2021/01/07/capitol-riot-workplace-culture
[1] http://technical.ly/dc/2021/01/08/fiscalnote-acquires-factbase

Top URLs in Tweet in G3:
[3] https://www.eventbrite.com/e/pitch-investors-get-funded-virtual-event-tickets-136302826423
[2] https://twitter.com/MayorBowser/status/1347264859541544965
[2] https://www.meetup.com/Alexandria-Code-Coffee/events/275547365/
[2] http://bizj.us/1q85m8
[1] http://technical.ly/dc/2021/01/07/capitol-riot-workplace-culture
[1] https://twitter.com/LindseyVParker/status/1122888307241836549
[1] https://twitter.com/usds/status/1346530103350734852
[1] http://technical.ly/dc/2021/01/13/report-venture-capital-2-billion-vc-funding-2020
[1] https://www.amazon.jobs/en/jobs/1392129/technical-recruiter-amazon-digital-entertainment?no_int_redir=1
[1] https://www.bizjournals.com/washington/news/2021/01/08/startups-to-watch-allay-lamp.html

Top URLs in Tweet in G4:
[5] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916084&utm_medium=social&utm_source=twitter&hss_channel=tw-562956407
[5] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916082&utm_medium=social&utm_source=twitter&hss_channel=tw-191583062
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916085&utm_medium=social&utm_source=twitter&hss_channel=tw-568355696
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916081&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[4] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916086&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[3] https://www.bizjournals.com/baltimore/news/2020/12/07/cyber-experts-on-remote-work-opportunities.html?utm_content=150916083&utm_medium=social&utm_source=twitter&hss_channel=tw-558951933

Top URLs in Tweet in G5:
[1] https://commercialobserver.com/2021/01/microsoft-signs-major-lease-at-commonwealth-tower-in-rosslyn/
[1] https://www.arlnow.com/2021/01/05/breaking-microsoft-signs-lease-for-major-presence-in-rosslyn/
[1] https://technical.ly/dc/2021/01/05/microsoft-arlington-sales-hub/

Top URLs in Tweet in G8:
[1] https://www.meetup.com/User-Experience-Professionals-Association-DC-Chapter/events/275683833/

Top URLs in Tweet in G9:
[1] https://www.zippia.com/front-end-developer-jobs/demographics/

Top URLs in Tweet in G10:
[1] https://www.linkedin.com/jobs/view/2364133911/?refId=hsxu1WRrRk%2BxB6sPY1fV4w%3D%3D

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[80] dctech
[10] dmvstartup
[7] startups
[6] cybersecurity
[6] infosec
[6] informationsecurity
[6] fairfaxcounty
[6] pgcounty
[6] loudouncounty
[6] virginia



Top Hashtags in Tweet in G1:
[4] dctech
[1] itjobs
[1] dataengineer
[1] dataengineers
[1] pythonjobs
[1] etldeveloper
[1] defensecontractors
[1] defensejobs
[1] hadoopdeveloper
[1] mongodb

Top Hashtags in Tweet in G2:
[19] dctech
[1] startup

Top Hashtags in Tweet in G3:
[23] dctech
[3] dctechcareers
[3] startups
[2] onlinemeetup
[2] startupstowatch
[2] hiring
[2] techjobs
[2] innovation
[1] inclusiveinnovation
[1] ux

Top Hashtags in Tweet in G4:
[6] cybersecurity
[6] infosec
[6] informationsecurity
[6] dctech
[6] fairfaxcounty
[6] pgcounty
[6] loudouncounty
[6] virginia
[6] maryland
[6] baltimore

Top Hashtags in Tweet in G5:
[4] dctech
[1] cre

Top Hashtags in Tweet in G6:
[1] novità2021
[1] studiodevita
[1] dgtech
[1] consulenza
[1] informatica
[1] marketing
[1] strategiadigitale
[1] news
[1] italy

Top Hashtags in Tweet in G8:
[5] ux
[1] research
[1] covid19
[1] dcux
[1] uxpa
[1] uxpadc
[1] dctech

Top Hashtags in Tweet in G10:
[1] programming
[1] php
[1] dev
[1] developer
[1] hiring
[1] dcdevjobs
[1] community
[1] dctech
[1] letsdothis

Top Words
Top Words in Tweet in Entire Graph:
[80] #dctech
[42] dctech
[31] local
[30] hiring
[30] work
[26] opportunities
[26] challenges
[26] remote
[25] cyber
[25] experts

Top Words in Tweet in G1:
[25] dctech
[10] sa
[6] ang
[5] ug
[4] kaayo
[4] #dctech
[4] nga
[3] wala
[3] ka
[3] nako

Top Words in Tweet in G2:
[19] #dctech
[7] technicallydc
[6] more
[6] pie_insurance
[5] tech
[5] year
[5] companies
[4] dc
[3] local
[3] mike

Top Words in Tweet in G3:
[23] #dctech
[9] 21
[9] 2021
[7] startups
[7] watch
[6] technicallydc
[5] hey
[4] dc
[4] area
[4] thesiliconhill

Top Words in Tweet in G4:
[25] local
[25] cyber
[25] experts
[25] weigh
[25] 'huge'
[25] hiring
[25] opportunities
[25] challenges
[25] remote
[25] work

Top Words in Tweet in G5:
[16] microsoft
[8] rosslynva
[6] '
[6] 1300
[6] wilson
[5] icymi
[5] signed
[5] approximate
[5] 180
[5] 000

Top Words in Tweet in G6:
[6] thesitesupply
[4] first
[3] lady
[3] saw
[3] dardiac
[2] flotus
[2] mine
[2] same
[2] farewell
[2] message

Top Words in Tweet in G7:
[4] very
[3] signal
[3] people
[3] ads
[3] eugene
[3] hero
[2] today
[2] 30th
[2] anniversary
[2] desert

Top Words in Tweet in G8:
[5] come
[5] join
[5] jan
[5] 28
[5] talk
[5] zoe
[5] pruitt
[5] theofficialbonk
[5] medstarhealth
[5] medicalhfe

Top Words in Tweet in G9:
[4] malchata
[4] longwing
[4] state
[4] js
[4] dctech
[4] slack
[3] relevant
[3] thing
[3] friend
[3] pointed

Top Words in Tweet in G10:
[4] happening
[2] love
[2] twitter
[2] asks
[2] here's
[2] hiring
[2] brzio
[2] apply
[2] linkedin

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] local,cyber
[25] cyber,experts
[25] experts,weigh
[25] weigh,'huge'
[25] 'huge',hiring
[25] hiring,opportunities
[25] opportunities,challenges
[25] challenges,remote
[25] remote,work
[8] work,#cybersecur

Top Word Pairs in Tweet in G1:
[4] sa,dctech
[3] ang,dctech
[2] dctech,kay
[2] kay,lp
[2] lp,ko
[2] ty,dctech
[2] gkan,ug
[2] tungod,sa

Top Word Pairs in Tweet in G2:
[3] more,#dctech
[3] mike,gionfriddo
[3] gionfriddo,longtime
[3] longtime,technologist
[3] technologist,cto
[3] cto,pie_insurance
[3] pie_insurance,raised
[3] raised,127m
[3] 127m,last
[3] last,year

Top Word Pairs in Tweet in G3:
[7] 21,startups
[7] startups,watch
[7] watch,2021
[5] hey,#dctech
[3] sign,pitch
[3] pitch,investors
[3] investors,funded
[3] funded,virtual
[3] virtual,event
[3] event,ilebow1

Top Word Pairs in Tweet in G4:
[25] local,cyber
[25] cyber,experts
[25] experts,weigh
[25] weigh,'huge'
[25] 'huge',hiring
[25] hiring,opportunities
[25] opportunities,challenges
[25] challenges,remote
[25] remote,work
[8] work,#cybersecur

Top Word Pairs in Tweet in G5:
[6] 1300,wilson
[5] icymi,'
[5] ',microsoft
[5] microsoft,signed
[5] signed,approximate
[5] approximate,180
[5] 180,000
[5] 000,sf
[5] sf,lease
[5] lease,tishmanspeyer

Top Word Pairs in Tweet in G6:
[3] first,lady
[3] dardiac,thesitesupply
[2] farewell,message
[2] message,first
[2] lady,melania
[2] melania,trump

Top Word Pairs in Tweet in G7:
[2] today,30th
[2] 30th,anniversary
[2] anniversary,desert
[2] desert,storm
[2] storm,huge
[2] huge,part
[2] part,history
[2] history,honor
[2] honor,courage
[2] courage,soldiers

Top Word Pairs in Tweet in G8:
[5] come,join
[5] join,jan
[5] jan,28
[5] 28,talk
[5] talk,zoe
[5] zoe,pruitt
[5] pruitt,theofficialbonk
[5] theofficialbonk,medstarhealth
[5] medstarhealth,medicalhfe
[5] medicalhfe,safely

Top Word Pairs in Tweet in G9:
[4] malchata,longwing
[4] state,js
[4] dctech,slack
[3] longwing,relevant
[3] relevant,thing
[3] thing,friend
[3] friend,pointed
[3] pointed,dctech
[3] slack,tell
[3] tell,skewed

Top Word Pairs in Tweet in G10:
[2] love,twitter
[2] twitter,asks
[2] asks,happening
[2] happening,here's
[2] here's,happening
[2] happening,hiring
[2] hiring,brzio
[2] brzio,apply
[2] apply,linkedin

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@technicallydc
@microsoft
@rosslynva
@trainace
@pie_insurance
@tishmanspeyer
@theofficialbonk
@medstarhealth
@medicalhfe
@wbjonline

Top Mentioned in G2:
@technicallydc
@pie_insurance
@ordwaylabs
@carefirst
@comcast
@sbagov
@greengensol
@advantiahealth
@bradphil66
@gulatisa

Top Mentioned in G3:
@technicallydc
@wbjonline
@thesiliconhill
@ilebow1
@dc_inno
@startupgrinddc
@electoapp
@allaylamp
@ximenahartsock

Top Mentioned in G4:
@trainace
@pmpclass
@advanced_sec
@secplusclasses
@cehcoursecom

Top Mentioned in G5:
@microsoft
@rosslynva
@tishmanspeyer
@commobserver
@arlnowdotcom
@stephenbabcock
@technicallydc

Top Mentioned in G6:
@thesitesupply
@dardiac
@dctech
@sagsmi
@flotus

Top Mentioned in G7:
@101staasltdiv
@elonmusk
@micahzenko
@cafinus
@signalapp
@18airbornecorps
@brhodes

Top Mentioned in G8:
@theofficialbonk
@medstarhealth
@medicalhfe
@uxpadc

Top Mentioned in G9:
@longwing
@malchata
@maco_nix

Top Mentioned in G10:
@twitter
@brzio
@linkedin
@benmuscolino
@programmingcom
@amsjobsinc

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@cybersecurityn8
@myloc_tracker
@25thcenturygirl
@gdprai
@joseph_santoro
@thesiliconhill
@dinzlee
@humanre41270855

Top Tweeters in G1:
@jayjayghatt
@lrmnttsmnl
@_xliyah
@fudgeebear_
@tinenaj
@cessmontero
@migysht_
@jhnbryllcrs
@tomrisen
@_xtianace

Top Tweeters in G2:
@comcast
@sbagov
@powderkegco
@technicallydc
@carefirst
@dcodethegov
@think_moco
@dcalive
@ms_megan__smith
@pie_insurance

Top Tweeters in G3:
@myloc_tracker
@thesiliconhill
@wbjonline
@dc_inno
@gcease
@clpauwels
@rkwdc
@wbjsara
@tonylenzi
@startupgrinddc

Top Tweeters in G4:
@sectest9
@cybersec_feeds
@cybersecurityn8
@gdprai
@hostinfonet
@alix_lex
@lovescience15
@pmpclass
@cehcoursecom
@trainace

Top Tweeters in G5:
@ilovearlingtonv
@markbonakp82
@k_tkmr
@arlnowdotcom
@commobserver
@microsoft
@rosslynva
@geny4transit
@merinopc
@stephenbabcock

Top Tweeters in G6:
@craftyguru
@thesitesupply
@flotus
@dctech
@dardiac
@pete_cookd
@damonboyz
@studiodevita1
@sagsmi

Top Tweeters in G7:
@cafinus
@micahzenko
@elonmusk
@18airbornecorps
@brhodes
@101staasltdiv
@signalapp
@erik_dctech

Top Tweeters in G8:
@reg_inee
@medstarhealth
@jhiggins
@dcux
@medicalhfe
@uxpadc
@theofficialbonk

Top Tweeters in G9:
@maco_nix
@sachagreif
@longwing
@malchata
@agggka
@pkanane

Top Tweeters in G10:
@linkedin
@twitter
@benmuscolino
@brzio
@programmingcom
@amsjobsinc


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