dctech, Twitter, 10/12/2021 9:50:22 AM, 264363


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dctech_2021-10-11_22-40-00.xlsx
dctech_2021-10-11_22-40-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
dctech via NodeXL https://bit.ly/3lv1V0C
@bdpadc
@digitalequitydc
@developerbot_v1
@mikejadoo
@pttv4tech
@octodc
@hwingo
@bdpatoday
@datadrivenangel
@scotteshom

Top hashtags:
#dctech
#datascience
#data
#careers
#dataweekdc
#professionaldevelopment
#dc2
#prefect

Description:
Description
The graph represents a network of 184 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, 12 October 2021 at 05:40 UTC.

The requested start date was Tuesday, 12 October 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, 15-hour, 23-minute period from Tuesday, 28 September 2021 at 00:01 UTC to Monday, 11 October 2021 at 15:24 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 : 184
Unique Edges : 148
Edges With Duplicates : 188
Total Edges : 336
Number of Edge Types : 5
Retweet : 66
MentionsInRetweet : 83
Mentions : 66
Tweet : 105
Replies to : 16
Self-Loops : 119
Reciprocated Vertex Pair Ratio : 0.0291970802919708
Reciprocated Edge Ratio : 0.0567375886524823
Connected Components : 86
Single-Vertex Connected Components : 64
Maximum Vertices in a Connected Component : 63
Maximum Edges in a Connected Component : 170
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.020408
Graph Density : 0.00418745545260157
Modularity : 0.459348
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 184 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, 12 October 2021 at 05:40 UTC.

The requested start date was Tuesday, 12 October 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, 15-hour, 23-minute period from Tuesday, 28 September 2021 at 00:01 UTC to Monday, 11 October 2021 at 15:24 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:
[13] https://www.meetup.com/Statistical-Seminars-DC/events/281269588/
[6] https://www.meetup.com/Statistical-Seminars-DC/events/281268288/
[5] https://www.meetup.com/Statistical-Seminars-DC/events/281268276/
[5] https://www.techrepublic.com/article/ai-is-finally-booming-now-that-big-data-has-become-easy/
[4] https://www.dataweekdc.com/event-calendar
[4] https://www.dataweekdc.com/
[2] https://emerj.com/ai-sector-overviews/ai-in-law-legal-practice-current-applications/
[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=

Top URLs in Tweet in G1:
[1] https://twitter.com/cnnphilippines/status/1445056187590869001
[1] http://brendaslunch.com/2017/06/06/washingtondc-squash-tech-realestate-dctech-technology/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://www.linkedin.com/slink?code=g6RqKAW7
[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://thenewstack.io/headless-cms-vs-no-code-website-builders/

Top URLs in Tweet in G2:
[1] https://lims.dccouncil.us/downloads/LIMS/46926/Hearing_Notice/B24-0200-Hearing_Notice3.pdf
[1] https://www.dataweekdc.com/
[1] https://www.dataweekdc.com/event-calendar

Top URLs in Tweet in G3:
[1] https://twitter.com/DigitalEquityDC/status/1446080736449150976
[1] https://twitter.com/fcwnow/status/1446595725282918405

Top URLs in Tweet in G4:
[13] https://www.meetup.com/Statistical-Seminars-DC/events/281269588/
[6] https://www.meetup.com/Statistical-Seminars-DC/events/281268288/
[5] https://www.meetup.com/Statistical-Seminars-DC/events/281268276/
[3] https://www.dataweekdc.com/
[3] https://www.dataweekdc.com/event-calendar
[2] https://www.eventbrite.com/e/how-to-use-linkedin-for-job-search-tickets-187607367687

Top URLs in Tweet in G5:
[2] https://emerj.com/ai-sector-overviews/ai-in-law-legal-practice-current-applications/
[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=
[1] https://cea.howard.edu/articles/new-research-karat-and-howard-university-sheds-light-access-challenges-facing-black
[1] https://octo.dc.gov/page/online-maps-listing
[1] 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=13335&PostingSeq=1

Top URLs in Tweet in G6:
[5] https://www.techrepublic.com/article/ai-is-finally-booming-now-that-big-data-has-become-easy/
[1] https://www.wwlp.com/weather/weather-news/artificial-intelligence-changing-accuracy-of-hurricane-forecasts/
[1] https://www.protocol.com/workplace/cost-of-living-remote-compensation

Top URLs in Tweet in G7:
[2] https://www.meetup.com/ACM-DC/events/281182118/?_xtd=gqFyqDYwNjUzMjEyoXCjYXBp&from=ref

Top URLs in Tweet in G8:
[1] https://twitter.com/kingscrowdtech/status/1446498961007730690
[1] https://twitter.com/OCTODC/status/1443924406032605244
[1] https://twitter.com/CISAJen/status/1444681660805550083

Top URLs in Tweet in G10:
[2] Awareness
[1] https://player.vimeo.com/video/620215068?h=c30bd02b49&badge=0&autopause=0&player_id=0&app_id=58479&utm_campaign=Cybersecurity
[1] Month&utm_content=182117526&utm_medium=social&utm_source=twitter&hss_channel=tw-1242195480
[1] https://www.thinksecurenet.com/blog/5-ways-bad-customer-service-affects-your-business/?utm_content=181336075&utm_medium=social&utm_source=twitter&hss_channel=tw-1242195480
[1] https://www.thinksecurenet.com/blog/top-5-computer-security-threats-that-could-cost-you-millions/?utm_campaign=Cybersecurity
[1] Month&utm_content=181329849&utm_medium=social&utm_source=twitter&hss_channel=tw-1242195480

Top Domains
Top Domains in Tweet in Entire Graph:
[26] meetup.com
[8] dataweekdc.com
[7] twitter.com
[6] force.com
[5] techrepublic.com
[4] linkedin.com
[2] emerj.com
[2] dc.gov
[2] eventbrite.com
[2] thinksecurenet.com

Top Domains in Tweet in G1:
[1] twitter.com
[1] brendaslunch.com
[1] linkedin.com
[1] dice.com
[1] thenewstack.io

Top Domains in Tweet in G2:
[2] dataweekdc.com
[1] dccouncil.us

Top Domains in Tweet in G3:
[2] twitter.com

Top Domains in Tweet in G4:
[24] meetup.com
[6] dataweekdc.com
[2] eventbrite.com

Top Domains in Tweet in G5:
[6] force.com
[2] emerj.com
[2] dc.gov
[1] howard.edu

Top Domains in Tweet in G6:
[5] techrepublic.com
[1] wwlp.com
[1] protocol.com

Top Domains in Tweet in G7:
[2] meetup.com

Top Domains in Tweet in G8:
[3] twitter.com

Top Domains in Tweet in G10:
[2] thinksecurenet.com
[1] vimeo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[63] dctech
[26] datascience
[25] data
[22] careers
[21] dataweekdc
[19] professionaldevelopment
[19] dc2
[19] prefect
[19] atallc
[18] datacomunitydc



Top Hashtags in Tweet in G1:
[5] dctech
[1] washingtondc
[1] squash
[1] tech
[1] realestate
[1] technology
[1] networking
[1] innovation
[1] event
[1] digitalhealth

Top Hashtags in Tweet in G2:
[3] datascience
[2] dctech
[2] digitaldivide
[1] broadbandforall
[1] techinclusion
[1] adversityandexclusion
[1] techandpolicy
[1] techandmedia
[1] telehealth
[1] newsdeserts

Top Hashtags in Tweet in G3:
[2] dctech
[1] bdpa
[1] bdpadc
[1] adversityandexclusion
[1] digitaldivide
[1] govrel
[1] techandpolicy

Top Hashtags in Tweet in G4:
[21] careers
[21] dataweekdc
[21] dctech
[21] datascience
[19] professionaldevelopment
[19] dc2
[19] prefect
[19] atallc
[18] datacomunitydc
[18] data

Top Hashtags in Tweet in G5:
[6] dctech
[2] ai
[2] law
[2] legal
[2] cyberlaw
[2] research
[2] howarduniversity
[2] black
[2] software
[2] engineers

Top Hashtags in Tweet in G6:
[6] ai
[5] bigdata
[3] tech
[3] dctech
[2] machinelearning
[2] data
[2] datascience
[2] ml
[2] dl
[1] govtech

Top Hashtags in Tweet in G7:
[4] dctech
[4] acmwashingtondc
[4] acmlocal
[3] acm
[3] data
[3] datastorytelling
[3] businessintelligence
[1] dctechnology
[1] washingtondctech

Top Hashtags in Tweet in G8:
[8] dctech

Top Hashtags in Tweet in G9:
[1] tallinn
[1] dctech
[1] estonianmafia
[1] startupestonia
[1] unicorn

Top Hashtags in Tweet in G10:
[3] thinksecurenet
[3] phillytech
[3] dctech
[2] becybersmart
[2] cybersecurity
[2] delmarvatech
[2] njtech
[1] securenetmd
[1] technology
[1] techsupport

Top Words
Top Words in Tweet in Entire Graph:
[90] dctech
[63] #dctech
[55] dc
[52] internet
[36] data
[32] today
[29] rsvp
[28] oct
[28] 20
[28] week

Top Words in Tweet in G1:
[73] dctech
[13] ang
[11] ka
[8] sa
[8] ko
[6] yawa
[5] nasad
[5] ning
[5] #dctech
[5] ano

Top Words in Tweet in G2:
[46] internet
[25] dc
[24] digitalequitydc
[24] hearing
[23] council
[23] oct
[23] 20
[23] path
[23] universal
[23] access

Top Words in Tweet in G3:
[2] raybelljr
[2] joevetsgroup
[2] patriotstechno
[2] c_innovative
[2] we_byteback
[2] mmtconline
[2] bdpa
[2] bdpatoday
[2] nsbedc
[2] shpedc

Top Words in Tweet in G4:
[26] rsvp
[25] data
[24] linkedin
[23] week
[23] dc
[22] join
[21] free
[21] #careers
[21] #dataweekdc
[21] #dctech

Top Words in Tweet in G5:
[6] #dctech
[3] applications
[3] karat
[2] hwingo
[2] #ai
[2] #law
[2] #legal
[2] practice
[2] comprehensive
[2] view

Top Words in Tweet in G6:
[6] #ai
[5] finally
[5] booming
[5] #bigdata
[5] become
[5] democratized
[5] easy
[5] mjasay
[4] joseph_santoro
[4] #artificialin

Top Words in Tweet in G7:
[6] data
[4] #dctech
[4] #acmwashingtondc
[4] #acmlocal
[4] oct
[4] 20
[4] automated
[4] storytelling
[4] nate
[4] nichols

Top Words in Tweet in G8:
[8] #dctech
[7] thesiliconhill
[4] news
[4] events
[4] tweet
[4] share
[4] simply
[4] email
[4] dm
[4] team

Top Words in Tweet in G10:
[4] dc
[4] discuss
[4] cybersecurity
[4] awareness
[3] thinksecurenet
[3] #thinksecurenet
[3] #phillytech
[3] #dctech
[3] today
[3] thinksecurenet's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] oct,20
[25] data,week
[25] week,dc
[24] council,hearing
[24] hearing,oct
[24] 20,path
[24] path,universal
[24] universal,internet
[24] internet,access
[24] access,dc

Top Word Pairs in Tweet in G1:
[8] ang,dctech
[3] sa,dctech
[3] ning,dctech
[3] abi,nakog
[2] yawa,dctech
[2] dctech,uy
[2] dctech,oy
[2] dctech,bobo
[2] dctech,hahahah
[2] dctech,anona

Top Word Pairs in Tweet in G2:
[23] council,hearing
[23] hearing,oct
[23] oct,20
[23] 20,path
[23] path,universal
[23] universal,internet
[23] internet,access
[23] access,dc
[23] dc,internet
[23] internet,equity

Top Word Pairs in Tweet in G3:
[2] raybelljr,joevetsgroup
[2] joevetsgroup,patriotstechno
[2] patriotstechno,c_innovative
[2] c_innovative,we_byteback
[2] we_byteback,mmtconline
[2] mmtconline,bdpa
[2] bdpa,bdpatoday
[2] bdpatoday,nsbedc
[2] nsbedc,shpedc
[2] shpedc,wabjdc

Top Word Pairs in Tweet in G4:
[23] data,week
[23] week,dc
[20] dc,join
[19] #careers,#professionaldevelopment
[19] #dc2,#dctech
[19] #prefect,#atallc
[19] join,today
[18] #datacomunitydc,#dc2
[17] #data,#careers
[16] #dctech,#datascience

Top Word Pairs in Tweet in G5:
[2] #ai,#law
[2] #law,#legal
[2] #legal,practice
[2] practice,comprehensive
[2] comprehensive,view
[2] view,35
[2] 35,current
[2] current,applications
[2] applications,#cyberlaw
[2] #cyberlaw,#dctech

Top Word Pairs in Tweet in G6:
[5] #ai,finally
[5] finally,booming
[5] booming,#bigdata
[5] #bigdata,become
[5] become,democratized
[5] democratized,easy
[5] easy,mjasay
[4] joseph_santoro,#ai
[4] mjasay,#artificialin
[2] #tech,#dctech

Top Word Pairs in Tweet in G7:
[4] oct,20
[4] automated,data
[4] data,storytelling
[4] nate,nichols
[4] nichols,narrativesci
[3] #dctech,#acmwashingtondc
[2] 20,6p
[2] 6p,automated
[2] storytelling,nate
[2] narrativesci,rsvp

Top Word Pairs in Tweet in G8:
[4] news,events
[4] events,tweet
[4] tweet,share
[4] share,simply
[4] simply,email
[4] email,dm
[4] dm,team
[3] hey,#dctech
[3] #dctech,sure
[3] sure,join

Top Word Pairs in Tweet in G10:
[4] discuss,cybersecurity
[4] cybersecurity,awareness
[3] today,thinksecurenet's
[3] thinksecurenet's,jack
[3] jack,mark
[3] mark,go
[3] go,dc
[3] dc,wgmd
[3] wgmd,radio
[3] radio,discuss

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@digitalequitydc
@mikejadoo
@thesiliconhill
@mjasay
@narrativesci
@adamrossnelson
@joseph_santoro
@careerconfiden2
@fed_careers
@nsbedc

Top Mentioned in G2:
@digitalequitydc
@mikejadoo
@ward7edcouncil
@ward5eec
@w6pspo
@wtuteacher
@unsuckdcschools
@ward1edcouncil
@ward4ed
@robertwhite_dc

Top Mentioned in G3:
@joevetsgroup
@patriotstechno
@c_innovative
@we_byteback
@mmtconline
@bdpa
@bdpatoday
@nsbedc
@shpedc
@wabjdc

Top Mentioned in G4:
@mikejadoo
@adamrossnelson
@careerconfiden2
@fed_careers
@usajobs
@governmentjobs
@metaflowoss
@linkedinmktg
@banjtheman

Top Mentioned in G5:
@hwingo
@karat
@howardu
@howardunews
@octodc

Top Mentioned in G6:
@mjasay
@joseph_santoro

Top Mentioned in G7:
@narrativesci
@theofficialacm
@acmlocal

Top Mentioned in G8:
@thesiliconhill
@kingscrowdtech

Top Mentioned in G9:
@lift99co
@idme
@startupestonia

Top Mentioned in G10:
@thinksecurenet
@wgmdradio

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@andrewmorrisuk
@womencodersbot
@developerbot_v1
@smartecocity
@ucloudify
@joseph_santoro
@thesiliconhill
@brendaslunch

Top Tweeters in G1:
@brendaslunch
@strawmariii
@annanabananaxx
@cheynnegalvez
@arisheun
@fudgeebear_
@grnmjvckcgs
@kathyiring
@dice4employers
@chrshrnls

Top Tweeters in G2:
@developerbot_v1
@smartecocity
@gordonachaffin
@keshinil
@sandramoscoso
@evan_yeats
@erinpalmerdc
@w6pspo
@allycrinerbrown
@rdaddy1976

Top Tweeters in G3:
@afronews
@washinformer
@bdpatoday
@nabj
@bdpa
@blackpressusa
@councilofdc
@mmtconline
@raybelljr
@we_byteback

Top Tweeters in G4:
@linkedinmktg
@usajobs
@fed_careers
@governmentjobs
@adamrossnelson
@datadrivenangel
@banjtheman
@mikejadoo
@metaflowoss
@cjsaysthis

Top Tweeters in G5:
@elizabot9
@hwingo
@howardu
@octodc
@howardunews
@karat

Top Tweeters in G6:
@chidambara09
@andrewmorrisuk
@joseph_santoro
@news_nocode
@mjasay
@lowcodebot

Top Tweeters in G7:
@ucloudify
@theofficialacm
@narrativesci
@acmlocal

Top Tweeters in G8:
@thesiliconhill
@rkwdc
@capitolideasdc
@kingscrowdtech

Top Tweeters in G9:
@idme
@scotteshom
@startupestonia
@lift99co

Top Tweeters in G10:
@cybersec_feeds
@wgmdradio
@thinksecurenet
@markkosloski