dctech, Twitter, 9/21/2021 2:12:00 PM, 262557


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dctech_2021-09-20_22-40-00.xlsx
dctech_2021-09-20_22-40-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2021
Short Description:
dctech via NodeXL https://bit.ly/3EGyH6e
@frankisflyyy
@thesiliconhill
@chidambara09
@acmlocal
@gwpengwei
@octodc
@joseph_santoro
@technicallydc
@mayorbowser
@venikunche

Top hashtags:
#dctech
#internetforall
#cybersecurity
#infosec
#business
#devcommunitysummit
#tech

Description:
Description
The graph represents a network of 527 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, 21 September 2021 at 05:40 UTC.

The requested start date was Tuesday, 21 September 2021 at 00:01 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, 12-hour, 9-minute period from Tuesday, 07 September 2021 at 01:58 UTC to Monday, 20 September 2021 at 14:07 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 : 527
Unique Edges : 116
Edges With Duplicates : 933
Total Edges : 1049
Number of Edge Types : 5
Replies to : 15
Tweet : 82
Retweet : 438
MentionsInRetweet : 478
Mentions : 36
Self-Loops : 86
Reciprocated Vertex Pair Ratio : 0.00397614314115308
Reciprocated Edge Ratio : 0.00792079207920792
Connected Components : 64
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 380
Maximum Edges in a Connected Component : 761
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.003553
Graph Density : 0.00182177617766106
Modularity : 0.371139
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 527 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, 21 September 2021 at 05:40 UTC.

The requested start date was Tuesday, 21 September 2021 at 00:01 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, 12-hour, 9-minute period from Tuesday, 07 September 2021 at 01:58 UTC to Monday, 20 September 2021 at 14:07 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:
[6] https://www.startupgrind.com/events/details/startup-grind-washington-dc-presents-randy-altschuler-xometry-in-person-and-virtual-event-1/
[4] https://www.popsci.com/what-to-do-when-hacked/?taid=6146e6fcad296e0001f937f1&utm_campaign=trueanthem_trending-content&utm_medium=social&utm_source=twitter
[4] https://www.linkedin.com/jobs/view/2682096193/
[3] https://www.openculture.com/2021/09/a-10-course-introduction-to-data-science-from-johns-hopkins.html
[3] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ5RvQAL&tSource=
[2] https://www.meetup.com/ACM-DC/events/279918471/?_xtd=gqFyqDYwNjUzMjEyoXCjYXBp&from=ref
[2] https://twitter.com/OCTODC/status/1437826517212479502
[2] https://www.techrepublic.com/article/gartner-talent-shortages-are-behind-lagging-adoption-of-new-technologies/
[2] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ5RbQAL&tSource=
[2] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ7tBQAT&tSource=

Top URLs in Tweet in G2:
[6] https://www.startupgrind.com/events/details/startup-grind-washington-dc-presents-randy-altschuler-xometry-in-person-and-virtual-event-1/
[1] https://www.infosecurity-magazine.com/news/us-doj-announces-cyber-fellowships/?utm_content=178371608&utm_medium=social&utm_source=twitter&hss_channel=tw-558951933
[1] https://techhub.dice.com/Dice-2021-Tech-Salary-Report.html?utm_source=twitter&utm_medium=social_media&utm_campaign=tech_salary_report_2021_twitter_organic_contentdownload
[1] https://twitter.com/RiNebow_Lind/status/1439759765626884098

Top URLs in Tweet in G3:
[4] https://www.popsci.com/what-to-do-when-hacked/?taid=6146e6fcad296e0001f937f1&utm_campaign=trueanthem_trending-content&utm_medium=social&utm_source=twitter
[3] https://www.openculture.com/2021/09/a-10-course-introduction-to-data-science-from-johns-hopkins.html
[2] https://www.meetup.com/ACM-DC/events/279918471/?_xtd=gqFyqDYwNjUzMjEyoXCjYXBp&from=ref
[2] https://twitter.com/OCTODC/status/1437826517212479502
[1] https://www.infosecurity-magazine.com/news/us-doj-announces-cyber-fellowships/?utm_content=178371607&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://www.infosecurity-magazine.com/news/us-doj-announces-cyber-fellowships/?utm_content=178371606&utm_medium=social&utm_source=twitter&hss_channel=tw-18745151
[1] https://startupmindset.com/3-tools-you-can-use-to-grow-your-brand-community/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://startupmindset.com/9-reasons-to-start-your-business-this-year/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://twitter.com/CISAJen/status/1439245592622948353
[1] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ5RvQAL&tSource=

Top URLs in Tweet in G4:
[2] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ5RvQAL&tSource=
[2] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ5RbQAL&tSource=
[2] https://dcps.secure.force.com/central/ts2__JobDetails?jobId=a0x4U00000HQ7tBQAT&tSource=
[2] https://www.techtogetherdc.com/internetforall
[1] http://unleashthepossible.splashthat.com
[1] https://technical.ly/2021/08/25/reallist-engineers-2021-nominations/
[1] https://technical.ly/dc/2020/11/16/reallist-engineers-2020-dctech-influential-software-developers/
[1] https://www.patriots-ttc.org/
[1] https://bdpatoday.com/

Top URLs in Tweet in G6:
[1] https://devcommunitysummit.org/
[1] https://www.eventbrite.com/e/devcommunity-summit-2021-tickets-165367050299

Top URLs in Tweet in G8:
[4] https://www.linkedin.com/jobs/view/2682096193/

Top URLs in Tweet in G9:
[1] https://www.forumone.com/careers/user-experience-associate/#.YUTRLIJa0OU.twitter
[1] https://www.forumone.com/careers/user-experience-associate/

Top URLs in Tweet in G10:
[1] https://churnzero.bamboohr.com/jobs/view.php?id=64
[1] https://churnzero.bamboohr.com/jobs/view.php?id=78&source=aWQ9Nw%3D%3D

Top Domains
Top Domains in Tweet in Entire Graph:
[7] force.com
[6] startupgrind.com
[6] twitter.com
[4] popsci.com
[4] linkedin.com
[3] infosecurity-magazine.com
[3] openculture.com
[2] startupmindset.com
[2] technical.ly
[2] meetup.com

Top Domains in Tweet in G2:
[6] startupgrind.com
[1] infosecurity-magazine.com
[1] dice.com
[1] twitter.com

Top Domains in Tweet in G3:
[4] popsci.com
[4] twitter.com
[3] openculture.com
[2] infosecurity-magazine.com
[2] startupmindset.com
[2] meetup.com
[1] force.com

Top Domains in Tweet in G4:
[6] force.com
[2] techtogetherdc.com
[2] technical.ly
[1] splashthat.com
[1] patriots-ttc.org
[1] bdpatoday.com

Top Domains in Tweet in G6:
[1] devcommunitysummit.org
[1] eventbrite.com

Top Domains in Tweet in G8:
[4] linkedin.com

Top Domains in Tweet in G9:
[2] forumone.com

Top Domains in Tweet in G10:
[2] bamboohr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] dctech
[13] internetforall
[8] cybersecurity
[7] infosec
[7] business
[7] devcommunitysummit
[6] tech
[6] startup
[6] acmlocal
[5] dc



Top Hashtags in Tweet in G2:
[8] dctech
[1] cybersecurity
[1] washingtondc
[1] doj
[1] cyber
[1] usgov
[1] infosec
[1] ittraining
[1] dc
[1] dcgov

Top Hashtags in Tweet in G3:
[25] dctech
[7] cybersecurity
[7] business
[6] infosec
[6] tech
[6] acmlocal
[5] acmwashingtondc
[4] hacked
[4] privacy
[4] washingtondctech

Top Hashtags in Tweet in G4:
[11] internetforall
[6] dctech
[2] techtogetherdc
[1] techtuesday
[1] softwareengineers
[1] stem
[1] dmv

Top Hashtags in Tweet in G5:
[1] lookinggoooood
[1] justcommunity
[1] assnchat
[1] dctech

Top Hashtags in Tweet in G6:
[7] devcommunitysummit
[1] finalized
[1] dctech
[1] ios
[1] android

Top Hashtags in Tweet in G7:
[1] digitaldivide
[1] socent
[1] dctech

Top Hashtags in Tweet in G8:
[4] dctech
[4] job
[4] startup

Top Hashtags in Tweet in G9:
[2] ux
[2] hiring
[2] design
[2] dc
[2] dctech

Top Hashtags in Tweet in G10:
[2] hiring
[2] jobopening
[2] dctech
[1] uxdesign
[1] productmanagement

Top Words
Top Words in Tweet in Entire Graph:
[765] mo
[459] dctech
[401] internet
[388] pldt
[385] wala
[384] ug
[382] hoy
[381] globe
[381] tanan
[381] dira

Top Words in Tweet in G1:
[761] mo
[382] dctech
[380] hoy
[380] pagmata
[380] daw
[380] pldt
[380] globe
[380] sky
[380] converge
[380] ug

Top Words in Tweet in G2:
[53] dctech
[10] yawa
[8] #dctech
[7] 2021
[6] sa
[6] 22
[6] sign
[6] randy
[6] altschuler
[6] xometry

Top Words in Tweet in G3:
[25] #dctech
[13] meetup
[12] gwpengwei
[8] acmlocal
[8] 6p
[8] rsvp
[8] below
[8] distributed
[8] autonomous
[8] separation

Top Words in Tweet in G4:
[17] dc
[13] families
[13] internet
[12] octodc
[11] mayorbowser's
[11] #internetforall
[11] initiative
[11] providing
[11] broadband
[11] homes

Top Words in Tweet in G5:
[3] associationsnow
[2] skimming
[2] asae
[2] summer
[2] 2021
[2] guide
[2] amc
[2] brzio
[2] finds
[2] itself

Top Words in Tweet in G6:
[8] speaker
[8] agenda
[8] excited
[7] announced
[7] #devcommunitysummit
[7] ticket
[7] today
[7] devcommunityorg
[7] team
[6] jayroo5245

Top Words in Tweet in G7:
[2] enjoying
[2] boozallen
[2] game
[2] changers
[2] speaker
[2] series
[2] featuring
[2] ceo
[2] zachleverenz
[2] hosted

Top Words in Tweet in G8:
[4] hiring
[4] join
[4] amazing
[4] team
[4] establishedus
[4] #dctech
[4] #job
[4] #startup
[3] frankgruber

Top Words in Tweet in G9:
[10] design
[7] team
[5] join
[5] hiring
[5] ux
[5] associate
[5] passionate
[5] bringing
[5] skills
[5] nonprofits

Top Words in Tweet in G10:
[6] churnzero
[5] experience
[4] hiring
[4] looking
[4] join
[4] growing
[4] product
[4] team
[4] saas
[2] user

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[381] pldt,dctech
[380] hoy,pagmata
[380] pagmata,daw
[380] daw,mo
[380] mo,pldt
[380] dctech,globe
[380] globe,sky
[380] sky,converge
[380] converge,ug
[380] ug,tanan

Top Word Pairs in Tweet in G1:
[380] hoy,pagmata
[380] pagmata,daw
[380] daw,mo
[380] mo,pldt
[380] pldt,dctech
[380] dctech,globe
[380] globe,sky
[380] sky,converge
[380] converge,ug
[380] ug,tanan

Top Word Pairs in Tweet in G2:
[6] 22,sign
[6] sign,randy
[6] randy,altschuler
[6] altschuler,xometry
[6] xometry,person
[6] person,event
[6] event,dctech
[6] dctech,startup
[6] startup,went
[6] went,ipo

Top Word Pairs in Tweet in G3:
[9] meetup,gwpengwei
[8] 6p,meetup
[8] gwpengwei,rsvp
[8] rsvp,below
[8] below,distributed
[8] distributed,autonomous
[8] autonomous,separation
[8] separation,assurance
[8] assurance,deep
[8] deep,multi

Top Word Pairs in Tweet in G4:
[11] mayorbowser's,#internetforall
[11] #internetforall,initiative
[11] initiative,providing
[11] providing,dc
[11] dc,families
[11] families,broadband
[11] broadband,internet
[11] internet,homes
[11] homes,ensure
[11] ensure,students

Top Word Pairs in Tweet in G5:
[2] skimming,asae
[2] asae,summer
[2] summer,2021
[2] 2021,associationsnow
[2] associationsnow,guide
[2] guide,amc
[2] amc,brzio
[2] brzio,finds
[2] finds,itself
[2] itself,good

Top Word Pairs in Tweet in G6:
[7] speaker,agenda
[7] agenda,announced
[7] announced,#devcommunitysummit
[7] #devcommunitysummit,ticket
[7] ticket,today
[7] today,devcommunityorg
[7] devcommunityorg,team
[7] team,excited
[6] jayroo5245,speaker

Top Word Pairs in Tweet in G7:
[2] enjoying,boozallen
[2] boozallen,game
[2] game,changers
[2] changers,speaker
[2] speaker,series
[2] series,featuring
[2] featuring,ceo
[2] ceo,zachleverenz
[2] zachleverenz,hosted
[2] hosted,bah

Top Word Pairs in Tweet in G8:
[4] hiring,join
[4] join,amazing
[4] amazing,team
[4] team,establishedus
[4] establishedus,#dctech
[4] #dctech,#job
[4] #job,#startup
[3] frankgruber,hiring

Top Word Pairs in Tweet in G9:
[5] join,design
[5] design,team
[5] team,hiring
[5] hiring,ux
[5] ux,associate
[5] associate,passionate
[5] passionate,bringing
[5] bringing,design
[5] design,skills
[5] skills,nonprofits

Top Word Pairs in Tweet in G10:
[4] hiring,looking
[2] churnzero,hiring
[2] looking,user
[2] user,experience
[2] experience,designer
[2] designer,join
[2] join,growing
[2] growing,product
[2] product,team
[2] team,churnzero

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@frankisflyyy
@octodc
@mayorbowser
@gwpengwei
@acmlocal
@devcommunityorg
@theofficialacm
@jayroo5245
@joseph_santoro
@churnzero

Top Mentioned in G1:
@frankisflyyy

Top Mentioned in G3:
@gwpengwei
@acmlocal
@theofficialacm
@joseph_santoro
@octodc
@johnshopkins
@bobehayes
@coursera
@venikunche
@rkwdc

Top Mentioned in G4:
@octodc
@mayorbowser
@patriotstechno
@bdpadc
@michaelaalthou1
@bdpatoday
@technicallydc

Top Mentioned in G5:
@brzio
@benmuscolino
@noa
@noah_ams
@fonteva
@delcor
@confexsolution
@altaisystems
@asaecenter
@associationsnow

Top Mentioned in G6:
@devcommunityorg
@jayroo5245

Top Mentioned in G7:
@boozallen
@zachleverenz
@susanpenfield
@seedspot
@lifeatbooz

Top Mentioned in G8:
@establishedus
@frankgruber

Top Mentioned in G9:
@circlish
@avainie

Top Mentioned in G10:
@churnzero

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@coder_487
@myloc_tracker
@blkhwk0ps
@codewithtwitchi
@socentlive
@techrepublic
@joseph_santoro
@thesiliconhill
@manifattura40

Top Tweeters in G1:
@esjaytabernero
@lucieyuh
@agitagodz
@yanie_yiee
@canzjv
@pidzeymey
@juniokeisha
@tatadssss
@ailahooot
@postmanel

Top Tweeters in G2:
@trixxreyes
@hobidokie
@annanabananaxx
@yssarancel
@persedaphne
@fudgeebear_
@princesssarpafo
@heeyyy_jude
@jmabonales
@dice4employers

Top Tweeters in G3:
@chidambara09
@myloc_tracker
@blkhwk0ps
@joseph_santoro
@thesiliconhill
@manifattura40
@cybazesocial
@crazygoose
@techie_wiz
@bobehayes

Top Tweeters in G4:
@thedcarts
@bdpatoday
@dcpublicschools
@mayorbowser
@technicallydc
@amac
@octodc
@bdpadc
@pttv4tech
@digitalequitydc

Top Tweeters in G5:
@noa
@associationsnow
@asaecenter
@delcor
@benmuscolino
@fonteva
@altaisystems
@brzio
@confexsolution
@noah_ams

Top Tweeters in G6:
@coder_487
@handstandsam
@madona_syombua
@wajahatkarim
@jayroo5245
@deluxdolemite
@devcommunityorg
@androiddevhang

Top Tweeters in G7:
@socentlive
@boozallen
@seedspot
@lifeatbooz
@zachleverenz
@susanpenfield

Top Tweeters in G8:
@codewithtwitchi
@frankgruber
@startupofyear
@boonejes
@establishedus

Top Tweeters in G9:
@tamarastampone
@hiringcare
@avainie
@circlish

Top Tweeters in G10:
@churnzero
@designjobsbot
@_jakashi