dctech, Twitter, 12/18/2019 2:39:56 AM, 219031


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dctech_2019-12-17_17-43-16.xlsx
dctech_2019-12-17_17-43-16.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 18, 2019
Short Description:
dctech via NodeXL http://bit.ly/35xD9Cz
@thesiliconhill
@octodc
@technicallydc
@womenwhocodedc
@blkcodecollctve
@socialtables
@j_dodier
@joseph_santoro
@dc_assemblers
@revolution

Top hashtags:
#dctech
#webdesign
#development
#ui
#washingtondc
#ux
#csedweek
#techjobs

Description:
Description
The graph represents a network of 358 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 Wednesday, 18 December 2019 at 01:43 UTC.

The requested start date was Wednesday, 18 December 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 13-day, 11-hour, 56-minute period from Wednesday, 04 December 2019 at 01:26 UTC to Tuesday, 17 December 2019 at 13:23 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 : 358
Unique Edges : 491
Edges With Duplicates : 456
Total Edges : 947
Number of Edge Types : 3
Mentions : 622
Replies to : 9
Tweet : 316
Self-Loops : 316
Reciprocated Vertex Pair Ratio : 0.0595482546201232
Reciprocated Edge Ratio : 0.112403100775194
Connected Components : 52
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 201
Maximum Edges in a Connected Component : 528
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.647743
Graph Density : 0.00403736913759917
Modularity : 0.461334
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 358 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 Wednesday, 18 December 2019 at 01:43 UTC.

The requested start date was Wednesday, 18 December 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 13-day, 11-hour, 56-minute period from Wednesday, 04 December 2019 at 01:26 UTC to Tuesday, 17 December 2019 at 13:23 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:
[29] https://twinybots.ch/
[17] https://careers.dc.gov/
[13] https://software.af.mil/dsop/documents/
[12] https://www.thecut.co/careers
[8] https://www.reuters.com/article/us-ikea-acquisition-returns/ikea-invests-in-u-s-logistics-startup-optoro-to-better-manage-returns-idUSKBN1Y82FA
[7] https://hacks.mozilla.org/2019/12/firefox-71-a-year-end-arrival/
[7] https://schepp.dev/posts/ad-integration-in-2020/
[6] https://www.bizjournals.com/washington/news/2019/12/06/framebridge-on-tophere-are-the-top-10-most-venture.html
[5] https://www.mckinsey.com/business-functions/organization/our-insights/building-the-tech-talent-pipeline?cid=soc-web
[5] https://docs.google.com/forms/d/e/1FAIpQLSefkbG8BiQcq9mL0N5vJgUaUlTPUuNINy1HQdpp3G5B0nfQFA/viewform

Top URLs in Tweet in G1:
[15] https://careers.dc.gov/
[4] https://twitter.com/sbecouncil/status/1205226641359855616
[3] http://technical.ly/dc/2019/12/06/on-the-market-procurated-hiring-brand-guild-dc-office-chief-technology-officer-jobs
[2] https://twitter.com/OCTODC/status/1126879838118260740
[2] https://twitter.com/CapitolCom/status/1204176153889644546
[2] https://careers.dc.gov/psp/erecruit/EMPLOYEE/HRMS/c/HRS_HRAM_FL.HRS_CG_SEARCH_FL.GBL?Page=HRS_APP_JBPST_FL&Action=U&FOCUS=Applicant&SiteId=1&JobOpeningId=9248&PostingSeq=1
[1] http://technical.ly/dc/2019/12/13/super-power-moves-the-10-biggest-dc-tech-leadership-shifts-of-2019
[1] https://www.thecut.co/careers
[1] https://boards.greenhouse.io/mapbox/jobs/1733831?gh_jid=1733831&gh_src=0896a2111
[1] https://ideamensch.com/ximena-hartsock/

Top URLs in Tweet in G2:
[4] https://ideamensch.com/ximena-hartsock/
[4] https://www.mckinsey.com/business-functions/organization/our-insights/building-the-tech-talent-pipeline?cid=soc-web
[2] https://www.forbes.com/sites/allysonkapin/2019/02/20/50-women-led-startups-who-are-crushing-tech/?ss=healthcare#59b1009d52b3
[2] https://techcrunch.com/2019/12/09/us-vc-investment-in-female-founders-hits-all-time-high/
[2] https://twitter.com/boodleAI/status/1204068417088700416
[1] https://www.americanexpress.com/en-us/business/trends-and-insights/articles/could-your-company-benefit-from-offering-apprenticeships/
[1] https://phone2action.com/about/careers/
[1] https://www.linkedin.com/slink?code=emJ6YwS
[1] https://zoom.us/webinar/register/WN_0iMRPkiKQneAo1fDZnfMAA
[1] https://twitter.com/boodleAI/status/1204797270690013186

Top URLs in Tweet in G3:
[8] https://www.reuters.com/article/us-ikea-acquisition-returns/ikea-invests-in-u-s-logistics-startup-optoro-to-better-manage-returns-idUSKBN1Y82FA
[5] https://www.bizjournals.com/washington/news/2019/12/06/framebridge-on-tophere-are-the-top-10-most-venture.html
[2] https://www.instagram.com/p/B59B6UVBOEW/
[1] https://technical.ly/
[1] https://technical.ly/dc/2019/12/09/optoro-partnership-ikea-reduce-waste-from-returns-ecommerce/
[1] https://www.bizjournals.com/washington/news/2019/12/05/susan-tynan-went-all-out-to-build-framebridge-and.html
[1] https://www.optoro.com/
[1] https://www.forbes.com/sites/robertreiss/2019/12/06/3-things-all-ceos-should-do/#36f440d22f9c
[1] https://www.prnewswire.com/news-releases/whyhotel-secures-over-20m-in-series-b-funding-300972796.html
[1] http://bizj.us/1q0sa6

Top URLs in Tweet in G4:
[2] http://technical.ly/dc/2019/12/09/dc-arlington-alexandria-most-tech-job-openings-report-comptia
[2] https://technical.ly/dc/2019/12/12/yair-flicker-smartlogic-5-things-founder-learned-six-months-living-both-baltimore-dc
[2] http://technical.ly/dc/2019/12/16/nava-sheena-bryant-software-engineers-career-change-inclusion
[2] http://technical.ly/dc/2019/12/13/super-power-moves-the-10-biggest-dc-tech-leadership-shifts-of-2019
[1] http://technical.ly/dc/2019/12/12/mayor-muriel-bowser-awarded-175000-street-entrepreneurs-accelerator-grant-minority-entrepreneurs
[1] http://technical.ly/dc/2019/12/03/dctech-nonprofits-giving-tuesday-2019
[1] http://technical.ly/dc/2019/12/04/amazon-renewable-energy-solar-project-climate-pledge-northern-virginia
[1] https://technical.ly/dc/2019/12/05/a-comprehensive-2020-guide-to-dc-coworking-spaces
[1] http://technical.ly/dc/2019/12/05/four-dockless-escooter-operators-booted-from-dc-2020
[1] http://technical.ly/dc/2019/12/06/pwc-pricewaterhousecoopers-new-dc-office

Top URLs in Tweet in G5:
[7] https://twinybots.ch/
[3] https://schepp.dev/posts/ad-integration-in-2020/
[2] https://hacks.mozilla.org/2019/12/firefox-71-a-year-end-arrival/
[1] https://www.montejadedc.org/events/how-to-break-through-the-bamboo-glass-ceiling-in-tech-10-asian-american-tech-titans/?utm_source=SFMC&utm_medium=email&utm_campaign=AEDEvents_112619
[1] https://twitter.com/awarables/status/1202214642052927489
[1] https://technical.ly/dc/2019/12/05/a-comprehensive-2020-guide-to-dc-coworking-spaces
[1] https://twitter.com/arnotsdgreat/status/1202856465079230469
[1] https://twitter.com/jgarber/status/1202751204012548096
[1] https://www.mfgsinc.com/careers
[1] http://technical.ly/

Top URLs in Tweet in G6:
[1] https://twitter.com/CapitolCom/status/1204176153889644546
[1] https://capitolcommunicator.com/wpp-closes-d-c-based-isl/
[1] https://www.bizjournals.com/washington/news/2019/12/11/peter-corbett-sold-istrategylabs-in-2016-now-its.html

Top URLs in Tweet in G7:
[13] https://software.af.mil/dsop/documents/
[1] https://boards.greenhouse.io/mapbox/jobs/1874316?gh_jid=1874316&gh_src=100180f91
[1] https://boards.greenhouse.io/mapbox/jobs/1526234?gh_jid=1526234&gh_src=d70805281
[1] https://boards.greenhouse.io/mapbox/jobs/1905324?gh_jid=1905324&gh_src=6513cd7e1
[1] https://boards.greenhouse.io/mapbox/jobs/1649696?gh_jid=1649696&gh_src=a18787401
[1] https://boards.greenhouse.io/mapbox/jobs/1846928?gh_jid=1846928&gh_src=cfc8f19c1
[1] https://boards.greenhouse.io/mapbox/jobs/1874316?gh_jid=1874316&gh_src=cf018a0a1
[1] https://boards.greenhouse.io/mapbox/jobs/1905324?gh_jid=1905324&gh_src=4640c9fd1
[1] https://boards.greenhouse.io/mapbox/jobs/1874278?gh_jid=1874278&gh_src=da66eea61
[1] https://boards.greenhouse.io/mapbox/jobs/1905300?gh_jid=1905300&gh_src=34b7d3091

Top URLs in Tweet in G9:
[11] https://www.thecut.co/careers

Top URLs in Tweet in G10:
[1] https://twitter.com/inc/status/1205117438985150475
[1] https://twitter.com/moonstompmaggie/status/1204960686167728128

Top Domains
Top Domains in Tweet in Entire Graph:
[138] deccanchronicle.com
[88] dlvr.it
[41] technical.ly
[29] twitter.com
[29] twinybots.ch
[26] dc.gov
[13] greenhouse.io
[13] af.mil
[12] thecut.co
[10] lever.co

Top Domains in Tweet in G1:
[24] dc.gov
[12] twitter.com
[7] technical.ly
[1] thecut.co
[1] greenhouse.io
[1] ideamensch.com
[1] bizjournals.com
[1] mckinsey.com
[1] anchor.fm
[1] csedweek.org

Top Domains in Tweet in G2:
[4] ideamensch.com
[4] mckinsey.com
[4] twitter.com
[2] forbes.com
[2] techcrunch.com
[2] meetup.com
[1] americanexpress.com
[1] phone2action.com
[1] linkedin.com
[1] zoom.us

Top Domains in Tweet in G3:
[8] reuters.com
[6] bizjournals.com
[2] technical.ly
[2] bizj.us
[2] instagram.com
[1] optoro.com
[1] forbes.com
[1] prnewswire.com
[1] technologyreview.com
[1] dailydot.com

Top Domains in Tweet in G4:
[27] technical.ly
[1] bit.ly
[1] twitter.com

Top Domains in Tweet in G5:
[7] twinybots.ch
[4] twitter.com
[3] schepp.dev
[3] technical.ly
[2] mozilla.org
[2] t.co
[1] montejadedc.org
[1] mfgsinc.com
[1] nbcwashington.com
[1] sans.org

Top Domains in Tweet in G6:
[1] twitter.com
[1] capitolcommunicator.com
[1] bizjournals.com

Top Domains in Tweet in G7:
[13] af.mil
[12] greenhouse.io
[2] opaq.com

Top Domains in Tweet in G9:
[11] thecut.co

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[373] dctech
[117] webdesign
[63] development
[57] ui
[51] washingtondc
[35] ux
[24] csedweek
[23] techjobs
[17] hiring
[17] aws



Top Hashtags in Tweet in G1:
[46] dctech
[23] csedweek
[9] techtuesday
[7] tech
[7] hourofcode
[6] dc
[6] octodc
[4] obviouslydc
[3] octopod
[2] startup

Top Hashtags in Tweet in G2:
[23] dctech
[8] newyearsresolution
[4] tech
[4] womenintech
[4] fund
[4] ai
[4] ml
[4] nonprofits
[4] android
[3] femalefounder

Top Hashtags in Tweet in G3:
[24] dctech
[6] dmvstartup
[5] holidayparty
[4] gtsc
[4] homelandsecurity
[4] awards
[4] governmentinnovation
[4] dhs
[4] nationalsecurity
[3] tech

Top Hashtags in Tweet in G4:
[28] dctech
[2] technicallyawards
[1] givingtuesday
[1] coworking
[1] startup

Top Hashtags in Tweet in G5:
[16] dctech
[7] webdesign
[6] ui
[2] development
[1] ces
[1] startuplife
[1] coworking
[1] fedgov
[1] dctechjobs
[1] dcjobs

Top Hashtags in Tweet in G6:
[11] dctech

Top Hashtags in Tweet in G7:
[21] dctech
[15] hiring
[15] maps
[15] techjobs
[15] node
[15] aws
[14] cybersecurity
[13] infosec
[13] cyberse
[13] cloudcomputing

Top Hashtags in Tweet in G8:
[2] asaetec19
[2] dctech

Top Hashtags in Tweet in G9:
[1] blacktechtwitter
[1] dctech

Top Hashtags in Tweet in G10:
[6] dctech
[3] connectpreneur
[2] grit

Top Words
Top Words in Tweet in Entire Graph:
[496] Words in Sentiment List#1: Positive
[123] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[13075] Non-categorized Words
[13694] Total Words
[373] #dctech
[117] #webdesign
[61] #development
[57] #ui
[56] year

Top Words in Tweet in G1:
[49] octodc
[46] #dctech
[39] week
[27] join
[25] computer
[24] science
[23] learn
[23] #csedweek
[22] education
[21] apply

Top Words in Tweet in G2:
[23] #dctech
[17] womenwhocodedc
[10] women
[9] great
[9] help
[8] thinking
[8] #newyearsresolution
[8] already
[8] one
[8] yours

Top Words in Tweet in G3:
[24] #dctech
[18] ikea
[13] ceo
[11] revolution
[9] dc
[8] framebridge
[8] startup
[7] invests
[7] logistics
[7] better

Top Words in Tweet in G4:
[28] #dctech
[11] dc
[10] technicallydc
[6] seedspot
[6] tech
[6] more
[5] sheena
[5] navapbc
[5] learn
[4] virginia

Top Words in Tweet in G5:
[16] #dctech
[7] #webdesign
[7] tech
[7] dctech
[6] #ui
[6] dc
[3] dealing
[3] ads
[3] 2020
[3] meet

Top Words in Tweet in G6:
[15] istrategylabs
[11] #dctech
[8] sad
[8] hear
[7] open
[7] closing
[6] layoffs
[6] today
[6] end
[6] stalwart

Top Words in Tweet in G7:
[21] #dctech
[15] mapbox
[15] #hiring
[15] #maps
[15] #techjobs
[15] #node
[15] #aws
[14] #cybersecurity
[13] dod
[13] enterprise

Top Words in Tweet in G8:
[2] tecbyasae
[2] #asaetec19
[2] #dctech

Top Words in Tweet in G9:
[22] full
[22] stack
[11] cut
[11] hiring
[11] engineer
[11] designer
[11] operations
[11] lead
[10] blkcodecollctve
[10] #blacktâ

Top Words in Tweet in G10:
[6] #dctech
[4] glehel
[3] danberger
[3] #connectpreneur
[2] inspiring
[2] chat
[2] fellow
[2] msb_mba
[2] executive
[2] coach

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[117] #webdesign,#dctech
[36] #dctech,#development
[25] #dctech,#ui
[25] computer,science
[24] full,stack
[23] #dctech,#washingtondc
[23] science,education
[23] education,week
[23] week,#csedweek
[21] #dctech,#ux

Top Word Pairs in Tweet in G1:
[24] computer,science
[22] science,education
[22] education,week
[22] week,#csedweek
[18] join,movement
[17] movement,empower
[17] empower,student
[17] student,school
[17] school,learn
[16] next,week

Top Word Pairs in Tweet in G2:
[8] thinking,#newyearsresolution
[8] #newyearsresolution,already
[8] already,one
[8] one,yours
[8] yours,help
[8] help,support
[8] support,women
[8] women,trans
[8] trans,non
[8] non,binary

Top Word Pairs in Tweet in G3:
[7] ikea,invests
[7] invests,logistics
[7] logistics,startup
[7] startup,better
[7] better,manage
[7] manage,returns
[7] returns,ikea
[7] dc,based
[7] ceo,year
[7] susan,tynan

Top Word Pairs in Tweet in G4:
[5] dc,#dctech
[4] virginia,#dctech
[4] sheena,byrant
[4] byrant,saw
[4] saw,opportunities
[4] opportunities,good
[4] good,navapbc
[4] navapbc,gave
[4] gave,platform
[4] platform,learn

Top Word Pairs in Tweet in G5:
[7] #webdesign,#dctech
[5] #ui,#webdesign
[3] dealing,ads
[3] ads,2020
[2] 2020,#ui
[2] firefox,71
[2] 71,year
[2] year,end
[2] end,arrival
[2] arrival,mozilla

Top Word Pairs in Tweet in G6:
[6] sad,hear
[6] hear,istrategylabs
[6] istrategylabs,layoffs
[6] layoffs,today
[6] today,end
[6] end,#dctech
[6] #dctech,stalwart
[6] stalwart,two
[6] two,open
[6] open,positions

Top Word Pairs in Tweet in G7:
[15] mapbox,#hiring
[15] #maps,#dctech
[15] #dctech,#techjobs
[15] #techjobs,#node
[15] #node,#aws
[13] dod,enterprise
[13] enterprise,devsecops
[13] devsecops,documents
[13] documents,#infosec
[13] #infosec,#cyberse

Top Word Pairs in Tweet in G8:
[2] #asaetec19,#dctech

Top Word Pairs in Tweet in G9:
[22] full,stack
[11] cut,hiring
[11] hiring,full
[11] stack,engineer
[11] engineer,full
[11] stack,designer
[11] designer,operations
[11] operations,lead
[10] blkcodecollctve,cut
[10] lead,#blacktâ

Top Word Pairs in Tweet in G10:
[2] inspiring,chat
[2] chat,fellow
[2] fellow,msb_mba
[2] msb_mba,danberger
[2] danberger,executive
[2] executive,coach
[2] coach,glehel
[2] glehel,everyday
[2] everyday,school
[2] school,day

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@octodc
@technicallydc
@cartisien
@womenwhocodedc
@istrategylabs
@revolution
@ga_dc
@framebridge
@houmanh
@blkcodecollctve

Top Mentioned in G1:
@octodc
@technicallydc
@dchrdc
@codeorg
@connectdotdc
@dcdpr
@accenture
@does_dc
@dcp
@thesiliconhill

Top Mentioned in G2:
@womenwhocodedc
@boodleai
@pamela_furst
@fqhoang
@ideamensch
@ximenahartsock
@phone2action
@mckins
@onecause
@brwngrldev

Top Mentioned in G3:
@framebridge
@revolution
@ikea
@wbjonline
@whyhotel
@stevecase
@riseofrest
@optoroinc
@susanrtynan
@joseph_santoro

Top Mentioned in G4:
@technicallydc
@seedspot
@navapbc
@hatchappshq
@bytebackdc
@halcyonincubate
@givecampus
@bgirlventures
@tech_rebalanced
@optoroinc

Top Mentioned in G6:
@istrategylabs
@elgreg
@corbett3000
@darienjay100
@marissahalpert
@slate
@3advance
@seangriffey
@arenaonhighway9
@nnedv

Top Mentioned in G7:
@houmanh
@joseph_santoro
@opaqcloud
@taylordriesell

Top Mentioned in G8:
@tecbyasae
@r_achurch
@moiraedwards
@teritally
@e11creative
@membernova
@danscheeler
@dennisonassoc
@reggiehenry
@nxthompson

Top Mentioned in G9:
@blkcodecollctve
@thehaircutapp

Top Mentioned in G10:
@glehel
@danberger
@msb_mba
@j_dodier
@connectpr
@connectpreneur
@socialtables
@tienwong
@iampyourbrand
@msbalum

Top Tweeters
Top Tweeters in Entire Graph:
@javascriptd
@cybersec_feeds
@slate
@myloc_tracker
@nicochan33
@skyserves
@deccanchronicle
@femtech_
@vievararosel
@forbes

Top Tweeters in G1:
@myloc_tracker
@thesiliconhill
@desertdave2012
@mabyillah
@bibacus
@dcdpr
@dcpublicschools
@accenture
@ohmichgee
@mmtconline

Top Tweeters in G2:
@femtech_
@forbes
@techcrunch
@womencodersbot
@sonofnels
@androiddevrtbot
@holytoastr
@diversityup
@venikunche
@ibm

Top Tweeters in G3:
@zimrirosas
@amartino
@lydia91436965
@joseph_santoro
@jag_____
@wbjonline
@stevecase
@ronaldklain
@simonclarkfp4a
@faiyfar

Top Tweeters in G4:
@vievararosel
@socialtables
@dxctechnology
@mayorbowser
@comscore
@wdcep
@technicallydc
@rdpiazza
@bgirlventures
@seedspot

Top Tweeters in G5:
@brendaslunch
@amruthasuri
@ittechbuz
@arnotsdgreat
@jgarber
@msager
@technical_ly
@sansforensics
@brianbpark
@nextwave

Top Tweeters in G6:
@slate
@kingkool68
@freshyill
@elgreg
@nnedv
@rossk
@kegleblanc
@jmdembe
@istrategylabs
@seangriffey

Top Tweeters in G7:
@cybersec_feeds
@hebertkonlabs
@wynandbooysen
@yourxss
@securityxtv
@janeparrish
@lanterninst
@quasagroup
@2b_622_b
@opaqcloud

Top Tweeters in G8:
@wired
@nxthompson
@chatterbachs
@danscheeler
@teritally
@tecbyasae
@reggiehenry
@moiraedwards
@r_achurch
@membernova

Top Tweeters in G9:
@jsdevplusplus
@dpp
@botblacktech
@cooledflame
@rkofman
@zurihunter
@_mbii
@engineering_bae
@thehaircutapp
@blkcodecollctve

Top Tweeters in G10:
@danberger
@tienwong
@glehel
@iampyourbrand
@connectpreneur
@msb_mba
@msbalum
@j_dodier
@connectpr