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dctech_2020-01-07_17-43-19.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 08, 2020
Short Description:
dctech via NodeXL http://bit.ly/36B28VU
@thesiliconhill
@joseph_santoro
@androidsummit
@technicallydc
@scotteshom
@octodc
@jayroo5245
@seedspot
@stcwdc
@angulardc

Top hashtags:
#dctech
#webdesign
#washingtondc
#development
#virginia
#maryland
#ux
#ui

Description:
Description
The graph represents a network of 270 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, 08 January 2020 at 01:43 UTC.

The requested start date was Wednesday, 08 January 2020 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, 8-hour, 22-minute period from Wednesday, 25 December 2019 at 05:13 UTC to Tuesday, 07 January 2020 at 13:36 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 : 270
Unique Edges : 317
Edges With Duplicates : 292
Total Edges : 609
Number of Edge Types : 4
Tweet : 252
Mentions : 97
MentionsInRetweet : 255
Replies to : 5
Self-Loops : 252
Reciprocated Vertex Pair Ratio : 0.0304054054054054
Reciprocated Edge Ratio : 0.059016393442623
Connected Components : 58
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 150
Maximum Edges in a Connected Component : 304
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.437533
Graph Density : 0.00419936665289825
Modularity : 0.475069
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 270 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, 08 January 2020 at 01:43 UTC.

The requested start date was Wednesday, 08 January 2020 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, 8-hour, 22-minute period from Wednesday, 25 December 2019 at 05:13 UTC to Tuesday, 07 January 2020 at 13:36 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:
[55] https://furniturehandyman.com/
[36] https://twinybots.ch/
[24] http://www.swingsetassemblyservice.com/
[19] https://furnitureassemblyhelpers.com/
[16] https://hub.packtpub.com/data-science-saved-christmas/?utm_campaign=Content
[16] Curation&utm_content=110399902&utm_medium=social&utm_source=twitter&hss_channel=tw-707909475764707328
[8] https://bryanlrobinson.com/blog/three-underused-css-features-to-learn-for-2020/
[7] https://furnitureexpertscorporation.com/
[7] https://events.stcwdc.org/event/the-editor-as-the-collaborator-communication-makes-the-difference-webinar/
[7] https://www.mikenikles.com/blog/why-i-moved-from-react-to-svelte-and-why-others-will-follow/

Top URLs in Tweet in G1:
[47] https://furniturehandyman.com/
[21] http://www.swingsetassemblyservice.com/
[16] https://furnitureassemblyhelpers.com/
[5] https://twinybots.ch/
[4] https://furnitureexpertscorporation.com/
[2] https://medium.com/swlh/re-imagining-the-bottom-navigation-bar-f6f4cb64afa6
[1] https://www.chenhuijing.com/blog/understanding-positioning-in-css/
[1] https://www.eglobaltech.com/case-study-site-monitor/
[1] https://www.mikenikles.com/blog/why-i-moved-from-react-to-svelte-and-why-others-will-follow/
[1] https://daverupert.com/2019/12/why-details-is-not-an-accordion/

Top URLs in Tweet in G2:
[5] https://u.group/
[3] https://twitter.com/androidsummit/status/1212146312759648256
[3] https://www.eventbrite.com/e/2020-edition-so-you-want-to-build-a-mobile-app-tickets-86927180537?ref=eios
[3] https://twitter.com/Phone2Action/status/1124370661378543618
[2] https://twitter.com/MOAA_DC/status/1118553537351495686
[2] https://twitter.com/In3DC/status/1172874093798014977
[2] https://twitter.com/corizarek/status/1212796248484282368
[2] https://u.group/events/
[2] https://www.forbes.com/sites/allysonkapin/2019/02/20/50-women-led-startups-who-are-crushing-tech/?ss=healthcare#59b1009d52b3
[2] https://ideamensch.com/ximena-hartsock/

Top URLs in Tweet in G3:
[3] http://technical.ly/dc/2020/01/06/on-the-market-sorcero-mapbox-hiring-tech-jobs
[3] https://technical.ly/dc/2020/01/03/lyft-city-works-advisory-council-transportation-grants-nonprofits
[2] http://technical.ly/dc/2020/01/02/1-million-cups-dc-tech-events-roundup-january
[1] http://technical.ly/dc/2020/01/06/amazon-hired-400-employees-hq2-nova-northern-virginia
[1] http://technical.ly/dc/2019/12/11/whyhotel-20-million-series-b-funding-round-national-expansion
[1] https://technical.ly/dc/2020/01/06/connectpreneur-pitch-event-b2b-startups-medtech-apps-december
[1] http://technical.ly/dc/2020/01/02/inside-taoti-creative-evolving-super-customized-barracks-row-office-space
[1] http://technical.ly/dc/2020/01/03/power-moves-accenture-federal-services-framebridge-givecampus-cnsi-fidelis-cybersecurity-fairfax-county
[1] https://www.prnewswire.com/news-releases/whyhotel-secures-over-20m-in-series-b-funding-300972796.html
[1] https://okt.to/UEsBav

Top URLs in Tweet in G4:
[16] https://hub.packtpub.com/data-science-saved-christmas/?utm_campaign=Content
[16] Curation&utm_content=110399902&utm_medium=social&utm_source=twitter&hss_channel=tw-707909475764707328
[3] https://twitter.com/tobi/status/1210242184341000192
[2] https://www.fedscoop.com/federal-data-strategys-2020-action-plan/?utm_campaign=FedScoop%20-%20Editorial&utm_content=110462622&utm_medium=social&utm_source=twitter&hss_channel=tw-1477949676
[2] https://www.freecodecamp.org/news/the-10-most-popular-coding-challenge-websites-of-2016-fb8a5672d22f/
[2] https://www.instagram.com/p/B6y7jBbBPoJ/
[2] https://jobs.lever.co/hatchit/5007c27b-6830-4ba0-bb54-4a224df297ad
[1] https://www.businessinsider.in/The-idea-that-most-successful-startup-founders-are-in-their-twenties-is-a-myth-the-average-entrepreneur-is-much-older/articleshow/63902970.cms
[1] https://medium.com/swlh/a-ridiculously-detailed-fundraising-guide-dec6f4f33790?_branch_match_id=link-740838018139607253
[1] https://trib.al/j4wAIZ1

Top URLs in Tweet in G5:
[1] https://www.meetup.com/DCFlutter/events/267590943/
[1] https://twitter.com/jsambuo/status/1213823716158623745
[1] https://twitter.com/jonipepin/status/1211510885501550592

Top URLs in Tweet in G6:
[29] https://twinybots.ch/
[8] https://bryanlrobinson.com/blog/three-underused-css-features-to-learn-for-2020/
[6] https://www.mikenikles.com/blog/why-i-moved-from-react-to-svelte-and-why-others-will-follow/
[3] https://www.underconsideration.com/brandnew/archives/the_best_and_worst_identities_of_2019_part_3_the_worst_reviewed.php?utm_source=feedly&utm_medium=webfeeds%60
[3] http://dlvr.it/RLrBkJ
[3] https://www.chenhuijing.com/blog/understanding-positioning-in-css/
[2] http://dlvr.it/RLxHb6
[2] http://dlvr.it/RLxk20
[2] http://dlvr.it/RLxk18
[2] http://dlvr.it/RM0NsR

Top URLs in Tweet in G7:
[1] https://twitter.com/dc_inno/status/1210195308455616512

Top URLs in Tweet in G8:
[3] https://careers.dc.gov/
[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=9386&PostingSeq=1
[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=9244&PostingSeq=1
[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=9248&PostingSeq=1

Top URLs in Tweet in G9:
[1] https://patch.com/district-columbia/washingtondc/diverse-entrepreneurship-scene-washington-dc

Top URLs in Tweet in G10:
[2] https://kickoffdcia2020.splashthat.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[90] dlvr.it
[55] furniturehandyman.com
[36] twinybots.ch
[34] deccanchronicle.com
[24] twitter.com
[24] swingsetassemblyservice.com
[19] furnitureassemblyhelpers.com
[17] technical.ly
[16] packtpub.com
[11] stcwdc.org

Top Domains in Tweet in G1:
[47] furniturehandyman.com
[21] swingsetassemblyservice.com
[16] furnitureassemblyhelpers.com
[5] twinybots.ch
[4] furnitureexpertscorporation.com
[2] medium.com
[1] chenhuijing.com
[1] eglobaltech.com
[1] mikenikles.com
[1] daverupert.com

Top Domains in Tweet in G2:
[14] twitter.com
[8] u.group
[4] excella.com
[4] technical.ly
[3] eventbrite.com
[2] forbes.com
[2] ideamensch.com
[2] freepressdirectory.com
[1] g2xmedia.io
[1] nextgov.com

Top Domains in Tweet in G3:
[13] technical.ly
[1] prnewswire.com
[1] okt.to

Top Domains in Tweet in G4:
[16] packtpub.com
[3] twitter.com
[3] lever.co
[2] fedscoop.com
[2] freecodecamp.org
[2] instagram.com
[2] hatchit.io
[1] businessinsider.in
[1] medium.com
[1] trib.al

Top Domains in Tweet in G5:
[2] twitter.com
[1] meetup.com

Top Domains in Tweet in G6:
[90] dlvr.it
[29] twinybots.ch
[8] bryanlrobinson.com
[6] mikenikles.com
[3] underconsideration.com
[3] chenhuijing.com
[2] peoplewithcoolavatars.com
[2] swiftjectivec.com
[2] medium.com
[2] fastcompany.com

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

Top Domains in Tweet in G8:
[6] dc.gov

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[361] dctech
[133] webdesign
[123] washingtondc
[64] development
[62] virginia
[62] maryland
[53] ux
[44] ui
[43] furnitureexperts
[43] richmond



Top Hashtags in Tweet in G1:
[62] dctech
[52] washingtondc
[51] virginia
[51] maryland
[35] furnitureexperts
[35] furnitureinstallers
[35] richmond
[35] furnitureexpertscorporation
[16] inhomeassemblyservice
[14] nyc

Top Hashtags in Tweet in G2:
[39] dctech
[4] founders
[3] tech
[3] entrepreneurs
[3] apis
[3] ai
[2] professionaldevelopment
[2] agile
[2] startup
[2] venturecapital

Top Hashtags in Tweet in G3:
[12] dctech
[1] riseofrest
[1] thisiswhyhotel

Top Hashtags in Tweet in G4:
[19] dctech
[17] datascience
[16] datascientist
[16] ai
[9] startups
[6] tech
[5] startup
[5] startuplife
[4] dmvstartup
[4] happynewyear

Top Hashtags in Tweet in G5:
[12] dctech
[8] christmas
[1] web
[1] time
[1] googledevelopergroup
[1] gdg

Top Hashtags in Tweet in G6:
[127] dctech
[124] webdesign
[62] development
[61] washingtondc
[48] ux
[40] ui
[2] virginia
[2] maryland
[2] furnitureexperts
[2] richmond

Top Hashtags in Tweet in G7:
[1] 5g
[1] dctech

Top Hashtags in Tweet in G8:
[7] dctech
[4] octodc
[3] dc
[3] techtuesday
[1] dcnet
[1] happyholidaysdc

Top Hashtags in Tweet in G9:
[1] dctech

Top Hashtags in Tweet in G10:
[2] dctech

Top Words
Top Words in Tweet in Entire Graph:
[299] Words in Sentiment List#1: Positive
[43] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[8508] Non-categorized Words
[8850] Total Words
[360] #dctech
[133] #webdesign
[122] #washingtondc
[77] dc
[75] 2020

Top Words in Tweet in G1:
[62] #dctech
[52] #washingtondc
[51] washington
[51] dc
[51] maryland
[51] virginia
[51] #virginia
[51] #maryland
[35] dmv
[35] top

Top Words in Tweet in G2:
[39] #dctech
[13] looking
[12] 2020
[9] year
[7] check
[6] technicallydc
[6] companies
[6] thesiliconhill
[5] events
[5] see

Top Words in Tweet in G3:
[12] #dctech
[8] technicallydc
[7] latest
[6] dc
[5] office
[4] find
[4] whyhotel
[3] edition
[3] market
[3] open

Top Words in Tweet in G4:
[22] joseph_santoro
[19] #dctech
[17] #datascience
[16] night
[16] santa
[16] saved
[16] christmas
[16] using
[16] #datascientist
[16] #ai

Top Words in Tweet in G5:
[17] january
[12] #dctech
[10] dcflutter
[9] know
[9] faisalabid
[8] coming
[8] town
[8] #christmas
[8] monday
[8] 27th

Top Words in Tweet in G6:
[127] #dctech
[124] #webdesign
[62] #development
[60] #washingtondc
[47] #ux
[40] #ui
[26] cartisien
[23] css
[20] design
[16] 2020

Top Words in Tweet in G8:
[7] #dctech
[5] octodc
[4] cio
[4] wishing
[4] loved
[4] ones
[4] happy
[4] holiday
[4] season
[4] year

Top Words in Tweet in G9:
[10] somewhat
[10] surprisingly
[10] change
[10] being
[10] seen
[10] clearly
[10] nation's
[10] capital
[10] become
[10] one

Top Words in Tweet in G10:
[16] impact
[8] ready
[8] meet
[8] inspirational
[8] cohort
[8] driven
[8] entrepreneurs
[8] selected
[8] seed
[8] spot's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[133] #webdesign,#dctech
[75] #dctech,#washingtondc
[65] washington,dc
[65] dc,maryland
[65] maryland,virginia
[45] dmv,top
[45] installers,washington
[45] virginia,call
[45] call,240
[45] 240,7646143

Top Word Pairs in Tweet in G1:
[51] washington,dc
[51] dc,maryland
[51] maryland,virginia
[36] #dctech,#washingtondc
[35] dmv,top
[35] installers,washington
[35] virginia,call
[35] call,240
[35] 240,7646143
[35] 7646143,#dctech

Top Word Pairs in Tweet in G2:
[4] looking,forward
[4] forward,androidsummit
[4] androidsummit,2020
[3] happy,year
[3] 2020,#dctech
[3] icymi,techstars
[3] techstars,opening
[3] opening,accelerator
[3] accelerator,focused
[3] focused,longevity

Top Word Pairs in Tweet in G3:
[4] technicallydc,latest
[3] latest,edition
[3] edition,market
[3] market,find
[3] find,open
[3] open,tech
[3] tech,roles
[3] roles,mapbox
[3] mapbox,sorceroco
[3] sorceroco,beyond

Top Word Pairs in Tweet in G4:
[16] night,santa
[16] santa,saved
[16] saved,christmas
[16] christmas,using
[16] using,#datascience
[16] #datascience,#datascientist
[16] #datascientist,#ai
[15] joseph_santoro,night
[15] #ai,#artificialintelligen
[5] #dctech,#startups

Top Word Pairs in Tweet in G5:
[8] #dctech,know
[8] know,faisalabid
[8] faisalabid,coming
[8] coming,town
[8] town,#christmas
[8] #christmas,january
[8] january,monday
[8] monday,january
[8] january,27th
[8] 27th,dcflutter

Top Word Pairs in Tweet in G6:
[124] #webdesign,#dctech
[42] #dctech,#development
[33] #dctech,#washingtondc
[22] #dctech,#ui
[17] #dctech,#ux
[16] #development,#washingtondc
[12] #ux,#webdesign
[12] 2020,#webdesign
[9] #washingtondc,#ux
[9] underused,css

Top Word Pairs in Tweet in G8:
[4] wishing,loved
[4] loved,ones
[4] ones,happy
[4] happy,holiday
[4] holiday,season
[4] season,year
[4] year,peace
[4] peace,love
[4] love,tech
[4] tech,team

Top Word Pairs in Tweet in G9:
[10] somewhat,surprisingly
[10] surprisingly,change
[10] change,being
[10] being,seen
[10] seen,clearly
[10] clearly,nation's
[10] nation's,capital
[10] capital,become
[10] become,one
[6] murielbowser,somewhat

Top Word Pairs in Tweet in G10:
[8] ready,meet
[8] meet,inspirational
[8] inspirational,cohort
[8] cohort,impact
[8] impact,driven
[8] driven,entrepreneurs
[8] entrepreneurs,selected
[8] selected,seed
[8] seed,spot's
[8] spot's,spring

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cartisien
@joseph_santoro
@technicallydc
@dcflutter
@murielbowser
@faisalabid
@androidsummit
@seedspot
@stcwdc
@jayroo5245

Top Mentioned in G2:
@technicallydc
@thesiliconhill
@ximenahartsock
@androidsummit
@phone2action
@ugroupsocial
@joseph_santoro
@techstars
@melindagates
@eventbrite

Top Mentioned in G3:
@technicallydc
@whyhotel
@mapbox
@sorceroco
@lyft
@connectpreneur
@americanesports
@change_roots
@breachbits
@postagraphapp

Top Mentioned in G4:
@joseph_santoro
@tajhalanier
@hatchitdc

Top Mentioned in G5:
@dcflutter
@faisalabid
@jayroo5245
@androidsummit
@chethaase
@flutterdev
@gdevdc
@fluttercomm
@meetup
@jsambuo

Top Mentioned in G6:
@cartisien
@bird7g
@amruthasuri
@vizworld
@dmv_dave_dc
@cornichecorp

Top Mentioned in G7:
@curiositystream
@bioenergydevco
@mpowerfinancing
@arcellx
@qomplxos
@vielabio
@hawkeye360
@ionq_inc
@xometry
@fedwireless

Top Mentioned in G8:
@octodc
@dchrdc
@dbhre
@dbhrecoversdc
@ossedc

Top Mentioned in G9:
@murielbowser

Top Mentioned in G10:
@seedspot
@boozallen

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@solutioneer72
@aaroncuddeback
@pldt_cares
@myloc_tracker
@nytimes
@jailingtrump
@entwistletx
@cnbc
@femtech_

Top Tweeters in G1:
@bearubii
@lubowskibartek
@theressepregon
@northwhile1
@kcgcse
@womendream_home
@sinstalisman
@sevatec
@_eglobaltech
@somd_assembly

Top Tweeters in G2:
@myloc_tracker
@femtech_
@forbes
@philshapiro
@thesiliconhill
@shawmainstreets
@nextgov
@eventbrite
@khoney
@libel_vox

Top Tweeters in G3:
@martingaedt
@shashib
@lyft
@jag_____
@tienwong
@cvent
@mapbox
@connectpreneur
@technicallydc
@riseofrest

Top Tweeters in G4:
@aaroncuddeback
@entwistletx
@ssxman2
@justbementalist
@thecuriousluke
@joseph_santoro
@startupbulletin
@machine_ml
@nvsdata
@kyle2usuccess

Top Tweeters in G5:
@handstandsam
@meetup
@faisalabid
@chethaase
@henggaocai
@mikhais
@jayroo5245
@gdevdc
@ksivamuthu
@flutterdev

Top Tweeters in G6:
@amruthasuri
@grjenkin
@vizworld
@ittechbuz
@bird7g
@cornichecorp
@nextwave
@cartisien
@gregherboek
@codewilliams1

Top Tweeters in G7:
@curiositystream
@xometry
@scotteshom
@fedwireless
@mpowerfinancing
@hawkeye360
@bioenergydevco
@qomplxos
@ionq_inc
@americaninno

Top Tweeters in G8:
@emenoguwoe2020
@myfull2cynts
@ossedc
@octodc
@ahnnakim
@dbhrecoversdc
@dchrdc
@connectdotdc
@lindseyvparker
@dbhre

Top Tweeters in G9:
@diamonddust129
@jimslatterydc
@jackiereyesdc
@msgarbo
@senatorsllfour
@murielbowser
@rogueloonwoman7
@dcmoapia
@talamantedc
@tldavis5728

Top Tweeters in G10:
@advertisingdiva
@boozallen
@syxx_deleone
@seedspot
@phxstartupweek
@mrljgunsbledso1
@cphergresham
@gretchennaugle


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