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datacommunitydc_2017-10-12_06-03-36.xlsx
datacommunitydc_2017-10-12_06-03-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2017
Short Description:
datacommunitydc via NodeXL http://bit.ly/2gymiYU
@datacommunitydc
@craigparisot
@sorishapragyan
@laurahkahn
@al_dia17
@kirkdborne

Description:
Description
The graph represents a network of 406 Twitter users whose tweets in the requested range contained "datacommunitydc", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 October 2017 at 13:03 UTC.

The requested start date was Thursday, 12 October 2017 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 71-day, 14-hour, 19-minute period from Tuesday, 01 August 2017 at 08:10 UTC to Wednesday, 11 October 2017 at 22:30 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 : 406
Unique Edges : 616
Edges With Duplicates : 2736
Total Edges : 3352
Self-Loops : 148
Reciprocated Vertex Pair Ratio : 0.135309278350515
Reciprocated Edge Ratio : 0.238365493757094
Connected Components : 13
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 391
Maximum Edges in a Connected Component : 3338
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.279957
Graph Density : 0.00535790305905248
Modularity : 0.156371
NodeXL Version : 1.0.1.388

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[75] https://twitter.com/i/web/status/910972744346603520
[56] https://www.linkedin.com/in/kirkdborne
[54] https://twitter.com/i/web/status/912277358350098432
[50] https://www.boozallen.com/s/insight/publication/the-mathematical-corporation.html
[46] http://www.ncsi.com/dcdatacon/2017/
[41] https://www.linkedin.com/in/joewitt26/
[38] https://twitter.com/i/web/status/909416968830296065
[34] https://twitter.com/i/web/status/910602945124761600
[31] https://twitter.com/i/web/status/910818971833782275
[25] https://twitter.com/i/web/status/913063628076732416

Top URLs in Tweet in G1:
[75] https://twitter.com/i/web/status/910972744346603520
[54] https://twitter.com/i/web/status/912277358350098432
[49] https://www.boozallen.com/s/insight/publication/the-mathematical-corporation.html
[38] https://www.linkedin.com/in/kirkdborne
[38] https://twitter.com/i/web/status/909416968830296065
[34] https://twitter.com/i/web/status/910602945124761600
[31] https://twitter.com/i/web/status/910818971833782275
[29] http://www.ncsi.com/dcdatacon/2017/
[25] https://twitter.com/i/web/status/913063628076732416
[24] http://ncsi.com/dcdatacon/2017/

Top URLs in Tweet in G2:
[17] http://www.ncsi.com/dcdatacon/2017/
[15] https://www.linkedin.com/in/kirkdborne
[6] https://www.ncsi.com/dcdatacon/2017/agenda.php
[5] http://www.ncsi.com/dcdatacon/2017/index.php
[4] https://www.linkedin.com/in/stacey-dixon-39a8015
[3] https://www.linkedin.com/in/ali-eskandarian-047a276/
[3] https://www.linkedin.com/in/joewitt26/
[3] https://twitter.com/atallc/status/908364618229219328
[3] https://www.linkedin.com/in/john-eberhardt-6734163
[2] https://twitter.com/craigparisot/status/900399193034035200

Top URLs in Tweet in G3:
[3] https://thedatalass.com/2017/09/12/ethics-of-artificial-intelligence-part-3-ground-truth/
[3] https://www.youtube.com/watch?v=Fxn5sPCNisg
[2] https://www.meetup.com/stats-prog-dc/events/243367222/?_cookie-check=_cjwl97xiSr8fPUj
[2] https://www.meetup.com/Data-Science-DC/events/243361714/?_cookie-check=YI7AtCi5UuJDpxqN
[1] https://www.meetup.com/stats-prog-dc/events/243926205/?_cookie-check=FgqAASkXLxmolweP
[1] https://www.meetup.com/Data-Science-DC/events/243361714/i3/socialmedia/
[1] https://www.youtube.com/watch?v=lzPhUYCrhms
[1] https://twitter.com/i/web/status/917773979615744000
[1] https://twitter.com/i/web/status/907566573967347717
[1] https://twitter.com/i/web/status/915378730444435462

Top URLs in Tweet in G4:
[1] https://twitter.com/DataCommunityDC/status/910628735820484608
[1] https://www.linkedin.com/in/kirkdborne

Top URLs in Tweet in G5:
[15] https://www.linkedin.com/in/joewitt26/

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/915210356175392768
[1] https://twitter.com/i/web/status/915183929606512641

Top URLs in Tweet in G7:
[2] http://www.datacommunitydc.org/
[2] https://bitly.com/a/warning?hash=2tqY3Rn&url=http%3A%2F%2Fceesty.com%2FqXVzuO
[1] https://twitter.com/i/web/status/897578256991485953
[1] https://twitter.com/datacommunitydc/status/900446798531231744
[1] http://www.datacommunitydc.org/blog/2013/08/entity-resolution-for-big-data
[1] https://twitter.com/DataCommunityDC/status/901356058509287424
[1] http://www.datacommunitydc.org/blog/2012/08/data-scientists-survey-results-teaser
[1] http://datable.org
[1] https://www.huntingmoon.com/
[1] http://go.essociate.com/aab917cf67dd56b5109096d61a51663423ef610161abe2a0917857dbad36c9d8727?d=datable.org&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[7] http://www.ncsi.com/dcdatacon/2017/index.php

Top URLs in Tweet in G9:
[3] https://www.facebook.com/DataCommunityDC/videos/1607229842630881/
[1] https://m.facebook.com/story.php?story_fbid=1607229842630881&id=601407966546412

Top Domains
Top Domains in Tweet in Entire Graph:
[621] twitter.com
[147] linkedin.com
[108] ncsi.com
[50] boozallen.com
[33] readwrite.com
[17] oreilly.com
[15] insidebigdata.com
[14] wired.com
[12] medium.com
[11] opendatascience.com

Top Domains in Tweet in G1:
[563] twitter.com
[96] linkedin.com
[73] ncsi.com
[49] boozallen.com
[33] readwrite.com
[17] oreilly.com
[15] insidebigdata.com
[14] wired.com
[12] medium.com
[11] opendatascience.com

Top Domains in Tweet in G2:
[42] twitter.com
[32] linkedin.com
[28] ncsi.com
[1] facebook.com
[1] datacommunitydc.org
[1] bitly.com

Top Domains in Tweet in G3:
[6] meetup.com
[4] youtube.com
[4] twitter.com
[4] thedatalass.com
[1] linkedin.com

Top Domains in Tweet in G4:
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G5:
[15] linkedin.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[5] twitter.com
[4] datacommunitydc.org
[2] bitly.com
[1] datable.org
[1] huntingmoon.com
[1] essociate.com
[1] facebook.com

Top Domains in Tweet in G8:
[7] ncsi.com

Top Domains in Tweet in G9:
[4] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[872] dcdatacon
[188] datascience
[131] datadc
[86] bigdata
[84] cdo
[60] mathematicalcorporation
[43] apache
[43] nifi
[30] ai
[27] d



Top Hashtags in Tweet in G1:
[667] dcdatacon
[123] datadc
[110] datascience
[59] cdo
[59] bigdata
[57] mathematicalcorporation
[27] d
[24] apache
[24] nifi
[20] dcdat

Top Hashtags in Tweet in G2:
[154] dcdatacon
[62] datascience
[22] cdo
[20] bigdata
[14] vizforsocialgood
[8] living
[7] ml
[6] machinelearning
[6] ai
[5] datavizdc

Top Hashtags in Tweet in G3:
[5] rstats
[5] datascience
[4] datadc
[3] dcdatacon
[3] ai
[1] womeninstem
[1] computervision
[1] neuralnetwork
[1] tensorflow
[1] mondaymotivation

Top Hashtags in Tweet in G4:
[22] dcdatacon
[6] deeplearning
[4] artist
[2] quantumcomputing
[2] r
[2] gan
[2] can
[1] physics
[1] rstudio
[1] nate

Top Hashtags in Tweet in G5:
[15] apache
[15] nifi
[15] dcdatacon

Top Hashtags in Tweet in G6:
[3] ai
[1] dcdatacon
[1] datadc

Top Hashtags in Tweet in G7:
[1] dctech

Top Hashtags in Tweet in G8:
[7] dcdatacon
[7] bigdata
[7] datascience

Top Hashtags in Tweet in G9:
[2] fakenews
[1] datadc
[1] datascience

Top Hashtags in Tweet in G10:
[4] eclipsetraffic
[4] eclipse2017

Top Words
Top Words in Tweet in Entire Graph:
[541] Words in Sentiment List#1: Positive
[201] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[22832] Non-categorized Words
[23574] Total Words
[1701] datacommunitydc
[872] dcdatacon
[447] kirkdborne
[425] craigparisot
[263] data

Top Words in Tweet in G1:
[1379] datacommunitydc
[667] dcdatacon
[378] kirkdborne
[321] craigparisot
[209] data
[208] atallc
[146] dc
[133] panel
[123] datadc
[118] md

Top Words in Tweet in G2:
[208] datacommunitydc
[154] dcdatacon
[84] craigparisot
[62] datascience
[50] kirkdborne
[38] panel
[36] oct
[33] atallc
[31] data
[26] boozallen

Top Words in Tweet in G3:
[20] datacommunitydc
[7] altraud
[7] 10
[7] 3
[6] statgarrett
[6] nwstephens
[6] rstudiojoe
[5] rstudio
[5] rstats
[5] datascience

Top Words in Tweet in G4:
[36] datacommunitydc
[22] dcdatacon
[10] stephenhky
[9] artist
[8] data
[6] deeplearning
[5] talking
[5] deep
[5] learning
[5] panel

Top Words in Tweet in G5:
[15] craigparisot
[15] come
[15] hear
[15] joe
[15] witt
[15] inventor
[15] apache
[15] nifi
[15] vp
[15] hortonworks

Top Words in Tweet in G6:
[4] endgameinc
[4] datamachines
[3] thanks
[3] sponsors
[3] datacommunity
[3] angelazutavern
[3] dc
[3] datacon
[3] noting
[3] one

Top Words in Tweet in G7:
[6] data
[2] machine
[2] learning
[2] python
[2] workshop
[2] feb
[2] shared
[2] https
[2] t
[2] co

Top Words in Tweet in G8:
[7] kirkdborne
[7] join
[7] datacommunitydc
[7] dcdatacon
[7] registration
[7] live
[7] bigdata
[7] datascience
[7] craig

Top Words in Tweet in G9:
[4] jengolbeck
[4] datacommunitydc
[3] datasciencedc
[2] video
[2] fakenews

Top Words in Tweet in G10:
[5] datacommunitydc
[5] infobeautiful
[4] pencilsb4pixels
[4] data
[4] everywhere
[4] eclipsetraffic
[4] eclipse2017

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[534] datacommunitydc,datacommunitydc
[195] datacommunitydc,dcdatacon
[121] dc,md
[121] md,va
[91] datacommunitydc,craigparisot
[84] datacommunitydc,atallc
[84] cdo,panel
[81] kirkdborne,dc
[78] kirkdborne,boozallen
[76] va,miss

Top Word Pairs in Tweet in G1:
[511] datacommunitydc,datacommunitydc
[118] dc,md
[118] md,va
[102] datacommunitydc,dcdatacon
[87] datacommunitydc,craigparisot
[79] kirkdborne,dc
[78] datacommunitydc,atallc
[74] va,miss
[59] cdo,panel
[58] kirkdborne,dcdatacon

Top Word Pairs in Tweet in G2:
[65] datacommunitydc,dcdatacon
[26] dcdatacon,oct
[22] oct,3
[22] cdo,panel
[21] kirkdborne,boozallen
[20] panel,datacommunitydc
[19] datachloe,datacommunitydc
[16] community,partner
[15] excited,kirkdborne
[15] boozallen,moderating

Top Word Pairs in Tweet in G3:
[5] statgarrett,nwstephens
[3] datacommunitydc,dcdatacon
[3] datacommunitydc,statgarrett
[3] nwstephens,rstudio
[3] 3,rstats
[3] ethics,ai
[3] ai,ground
[3] ground,truth
[3] truth,topcoder
[3] topcoder,dcfemtech

Top Word Pairs in Tweet in G4:
[6] datacommunitydc,datacommunitydc
[5] artist,talking
[5] talking,deep
[5] deep,learning
[5] learning,dcdatacon
[5] datacommunitydc,stephenhky
[4] dcdatacon,datacommunitydc
[4] dcdatacon,artist
[4] artist,deeplearning
[4] panel,datacommunitydc

Top Word Pairs in Tweet in G5:
[15] craigparisot,come
[15] come,hear
[15] hear,joe
[15] joe,witt
[15] witt,inventor
[15] inventor,apache
[15] apache,nifi
[15] nifi,vp
[15] vp,hortonworks
[15] hortonworks,datacommunitydc

Top Word Pairs in Tweet in G6:
[4] endgameinc,datamachines
[3] thanks,sponsors
[3] angelazutavern,dc
[3] dc,datacon
[3] datacon,noting
[3] noting,one
[3] one,area
[3] area,humans
[3] humans,still
[3] still,beat

Top Word Pairs in Tweet in G7:
[2] machine,learning
[2] learning,python
[2] python,workshop
[2] workshop,feb
[2] feb,shared
[2] shared,https
[2] https,t
[2] t,co
[2] co,3qot8bfvb7
[2] data,science

Top Word Pairs in Tweet in G8:
[7] kirkdborne,join
[7] join,datacommunitydc
[7] datacommunitydc,dcdatacon
[7] dcdatacon,registration
[7] registration,live
[7] live,bigdata
[7] bigdata,datascience
[7] datascience,craig

Top Word Pairs in Tweet in G10:
[5] datacommunitydc,infobeautiful
[4] data,everywhere
[4] everywhere,eclipsetraffic
[4] eclipsetraffic,eclipse2017
[4] eclipse2017,datacommunitydc
[3] pencilsb4pixels,data

Top Replied-To
Top Replied-To in Entire Graph:
@datacommunitydc
@juliegikim
@datachloe
@sorishapragyan
@craigparisot
@seanmgonzalez
@johnseberhardt3
@fullvisllc
@cdorobek
@rstudiojoe

Top Replied-To in G1:
@datacommunitydc
@johnseberhardt3

Top Replied-To in G2:
@juliegikim
@sorishapragyan
@datachloe
@craigparisot
@datacommunitydc
@seanmgonzalez
@cdorobek
@fullvisllc
@atallc
@kirkdborne

Top Replied-To in G3:
@datacommunitydc
@rstudiojoe

Top Replied-To in G4:
@datacommunitydc
@stephenhky

Top Replied-To in G6:
@endgameinc

Top Replied-To in G9:
@speedegg1
@danbri
@jengolbeck

Top Replied-To in G10:
@pencilsb4pixels

Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@craigparisot
@kirkdborne
@atallc
@ncsievents
@stephenhky
@angelazutavern
@excellaco
@boozallen
@alisonthaung

Top Mentioned in G1:
@datacommunitydc
@craigparisot
@kirkdborne
@atallc
@ncsievents
@alisonthaung
@statprogdc
@angelazutavern
@excellaco
@stephenhky

Top Mentioned in G2:
@datacommunitydc
@craigparisot
@kirkdborne
@atallc
@boozallen
@ncsievents
@sorishapragyan
@datachloe
@stephenhky
@novadatascience

Top Mentioned in G3:
@datacommunitydc
@altraud
@statgarrett
@nwstephens
@rstudio
@craigparisot
@rstudiojoe
@laurahkahn
@wahalulu
@topcoder

Top Mentioned in G4:
@datacommunitydc
@stephenhky
@vanarman
@kirkdborne
@yourheartscore
@seanmgonzalez
@nicoleadonnelly
@datanurturer
@altraud
@v

Top Mentioned in G5:
@craigparisot
@hortonworks
@datacommunitydc

Top Mentioned in G6:
@datamachines
@datacommunity
@angelazutavern
@endgameinc
@expel_io
@capitalone
@datacommunitydc
@jlewisnews
@camlisorg
@camlis2017

Top Mentioned in G8:
@kirkdborne
@datacommunitydc
@craig

Top Mentioned in G9:
@jengolbeck
@datasciencedc
@datacommunitydc
@seanmgonzalez

Top Mentioned in G10:
@datacommunitydc
@infobeautiful
@pencilsb4pixels

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@startuprealtime
@independent
@alevergara78
@itknowingness
@guardian
@pvalsfr
@andysugs
@biconnections

Top Tweeters in G1:
@arkangelscrap
@nosqldigest
@startuprealtime
@independent
@guardian
@andysugs
@biconnections
@business
@gis_sharer
@tekieboard

Top Tweeters in G2:
@itknowingness
@pvalsfr
@machinelearnbot
@michapuschman
@motolin5
@kirkdborne
@machineslearnit
@un
@cdorobek
@daverubal

Top Tweeters in G3:
@alevergara78
@ayirpelle
@octonion
@neilmartis17
@kdnuggets
@hadleywickham
@topcoder
@jackiekazil
@dcfemtech
@amuellerml

Top Tweeters in G4:
@robotics_monkey
@dez_blanchfield
@scottbot_17
@josefreedomve
@hrabiakent
@science_lan
@twitter
@charisevl
@drsxr
@datakater

Top Tweeters in G5:
@arichduvet
@paasdev
@suneelmarthi
@acmurthy
@hortonworks
@shaunconnolly
@mattyb149
@racoss
@eacmen
@hdpartnerworks

Top Tweeters in G6:
@capitalone
@angelazutavern
@endgameinc
@datacommunity
@jlewisnews
@coolrider
@drhyrum
@camlisorg
@datamachines
@expel_io

Top Tweeters in G7:
@nduley
@udomaining
@future_vis
@chrisbriem
@deppie_pant
@thisradiates
@startupcentr_al
@lotass_42
@botkinjosh

Top Tweeters in G8:
@cjiqbal
@fernandocuenca
@srfusion
@pacehrb
@ashwinswarup
@armaninspace
@sue_kuda
@craig

Top Tweeters in G9:
@danbri
@tplusr
@speedegg1
@jengolbeck
@geoffsnowman
@datasciencedc
@prokopsky
@elo_lewman

Top Tweeters in G10:
@markpoepsel
@infobeautiful
@pencilsb4pixels
@fadetoblack1183
@olegutkin1989
@kjwehm