FAQ | Problem?

datacommunitydc_2017-09-14_06-07-36.xlsx
datacommunitydc_2017-09-14_06-07-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 14, 2017
Short Description:
datacommunitydc via NodeXL http://bit.ly/2eYizCz
@datacommunitydc
@laurahkahn
@craigparisot
@al_dia17
@iot_newsroundup
@kirkdborne

Description:
Description
The graph represents a network of 193 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, 14 September 2017 at 13:07 UTC.

The requested start date was Thursday, 14 September 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 74-day, 13-hour, 30-minute period from Saturday, 01 July 2017 at 08:10 UTC to Wednesday, 13 September 2017 at 21:40 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 : 193
Unique Edges : 308
Edges With Duplicates : 590
Total Edges : 898
Self-Loops : 57
Reciprocated Vertex Pair Ratio : 0.0980392156862745
Reciprocated Edge Ratio : 0.178571428571429
Connected Components : 12
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 177
Maximum Edges in a Connected Component : 883
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.593615
Graph Density : 0.0105785837651123
Modularity : 0.290689
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[15] http://www.ncsi.com/dcdatacon/2017/index.php
[14] http://www.ncsi.com/dcdatacon/2017/
[9] https://www.linkedin.com/in/kirkdborne
[6] https://twitter.com/i/web/status/895702843981746177
[6] https://www.ncsi.com/dcdatacon/2017/agenda.php
[5] https://www.linkedin.com/in/stacey-dixon-39a8015
[3] https://thedatalass.com/2017/09/12/ethics-of-artificial-intelligence-part-3-ground-truth/
[3] http://www.datacommunitydc.org/
[3] https://bitly.com/a/warning?hash=2tqY3Rn&url=http%3A%2F%2Fceesty.com%2FqXVzuO
[3] https://www.facebook.com/DataCommunityDC/videos/1607229842630881/

Top URLs in Tweet in G1:
[7] https://www.linkedin.com/in/kirkdborne
[3] https://twitter.com/i/web/status/895702843981746177
[3] https://www.meetup.com/stats-prog-dc/events/241334149/
[2] http://www.ncsi.com/dcdatacon/2017/
[2] https://www.omnitecinc.com/index.php/2017/07/18/omnitec-expands-nih-support/
[2] https://www.meetup.com/stats-prog-dc/events/241856018/
[1] http://mailchi.mp/31cd865f68da/data-community-dc-april-24-2017-newsletter-1158577
[1] https://conferences.oreilly.com/strata/strata-eu?cmp=mp-mh-data-confreg-home-steu17_11845_955_pc&utm_content=bufferf65fb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://www.oreilly.com/pub/cpc/79545?utm_content=buffer11a77&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://mailchi.mp/1625f044ee6e/data-community-dc-april-24-2017-newsletter-1158581

Top URLs in Tweet in G2:
[13] http://www.ncsi.com/dcdatacon/2017/index.php
[10] http://www.ncsi.com/dcdatacon/2017/
[6] https://www.ncsi.com/dcdatacon/2017/agenda.php
[4] https://www.linkedin.com/in/stacey-dixon-39a8015
[2] https://twitter.com/craigparisot/status/900399193034035200
[2] https://www.linkedin.com/in/kirkdborne
[1] https://twitter.com/i/web/status/907612417840107521
[1] http://ncsi.com
[1] https://twitter.com/i/web/status/888553044446781444
[1] https://twitter.com/i/web/status/907957592454045697

Top URLs in Tweet in G3:
[1] https://m.facebook.com/story.php?story_fbid=1607229842630881&id=601407966546412
[1] https://twitter.com/i/web/status/901415485497118720
[1] https://twitter.com/i/web/status/901849868049809408
[1] https://twitter.com/i/web/status/901165913700941824
[1] https://twitter.com/i/web/status/901174568060112898
[1] https://twitter.com/i/web/status/907611672591966208
[1] https://twitter.com/i/web/status/902573097110224896
[1] https://twitter.com/i/web/status/902573338156863489
[1] https://twitter.com/i/web/status/902906514649833473
[1] https://twitter.com/i/web/status/902941279314735104

Top URLs in Tweet in G4:
[3] https://thedatalass.com/2017/09/12/ethics-of-artificial-intelligence-part-3-ground-truth/
[2] http://www.ncsi.com/dcdatacon/2017/
[1] https://twitter.com/i/web/status/907566573967347717
[1] https://www.youtube.com/watch?v=RAkGHPPAe88&rel=0
[1] https://twitter.com/i/web/status/885152791085416450
[1] https://thedatalass.com/2017/07/25/a-summer-of-learning-r-part-2/
[1] https://twitter.com/i/web/status/889824990769577989
[1] https://thedatalass.com/2017/08/28/back-from-jupytercon/
[1] https://twitter.com/i/web/status/902192891195469824
[1] https://twitter.com/i/web/status/894070287515496448

Top URLs in Tweet in G5:
[1] https://www.swarmapp.com/c/60dmhQEIFeY
[1] https://www.swarmapp.com/c/9A8KCnb7gi7
[1] https://www.linkedin.com/slink?code=ezxWT5s
[1] https://twitter.com/i/web/status/886191807872212992

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/885294893685518337

Top URLs in Tweet in G7:
[3] https://www.facebook.com/DataCommunityDC/videos/1607229842630881/
[1] https://m.facebook.com/story.php?story_fbid=1607229842630881&id=601407966546412

Top URLs in Tweet in G8:
[2] https://twitter.com/i/web/status/895702843981746177
[2] http://www.datacommunitydc.org/
[2] https://bitly.com/a/warning?hash=2tqY3Rn&url=http%3A%2F%2Fceesty.com%2FqXVzuO
[1] http://www.ncsi.com/dcdatacon/2017/index.php
[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

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[44] readwrite.com
[37] ncsi.com
[19] oreilly.com
[17] linkedin.com
[15] insidebigdata.com
[12] medium.com
[10] mailchi.mp
[9] wired.com
[9] opendatascience.com

Top Domains in Tweet in G1:
[44] readwrite.com
[19] oreilly.com
[15] insidebigdata.com
[12] medium.com
[10] mailchi.mp
[9] opendatascience.com
[9] wired.com
[8] linkedin.com
[8] datafloq.com
[6] twitter.com

Top Domains in Tweet in G2:
[30] ncsi.com
[18] twitter.com
[8] linkedin.com
[1] datacommunitydc.org
[1] bitly.com

Top Domains in Tweet in G3:
[12] twitter.com
[1] facebook.com

Top Domains in Tweet in G4:
[5] thedatalass.com
[5] twitter.com
[2] ncsi.com
[1] youtube.com

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

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

Top Domains in Tweet in G7:
[4] facebook.com

Top Domains in Tweet in G8:
[5] twitter.com
[4] datacommunitydc.org
[2] bitly.com
[1] ncsi.com
[1] datable.org
[1] huntingmoon.com
[1] essociate.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[152] datadc
[87] dcdatacon
[53] datascience
[29] bigdata
[13] vizforsocialgood
[10] ai
[9] cdo
[9] rstats
[8] ml
[8] stratadata



Top Hashtags in Tweet in G1:
[143] datadc
[17] dcdatacon
[9] datascience
[8] stratadata
[7] cdo
[7] jupytercon
[3] bigdata
[3] spdc
[3] gwu
[3] deeplearning

Top Hashtags in Tweet in G2:
[68] dcdatacon
[40] datascience
[26] bigdata
[7] living
[7] ml
[6] machinelearning
[6] ai
[3] statistics
[2] cdo
[1] dataethics

Top Hashtags in Tweet in G3:
[12] vizforsocialgood
[2] datavizdc
[1] fakenews
[1] datadc

Top Hashtags in Tweet in G4:
[3] ai
[3] datascience
[2] ds
[2] dataproducts
[2] data
[2] devops
[2] statistics
[1] r
[1] sods17
[1] mondaymotivation

Top Hashtags in Tweet in G5:
[7] rstats
[5] datadc
[5] nycdatamafia
[3] r
[2] data

Top Hashtags in Tweet in G7:
[2] fakenews
[1] datadc
[1] datascience

Top Hashtags in Tweet in G8:
[2] dcdatacon
[1] rstats
[1] datadc
[1] nycdatamaf
[1] bigdat

Top Hashtags in Tweet in G9:
[4] eclipsetraffic
[4] eclipse2017

Top Words
Top Words in Tweet in Entire Graph:
[149] Words in Sentiment List#1: Positive
[49] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[4952] Non-categorized Words
[5150] Total Words
[183] datacommunitydc
[153] datadc
[87] dcdatacon
[87] data
[62] statprogdc

Top Words in Tweet in G1:
[143] datadc
[73] data
[62] statprogdc
[47] datasciencedc
[45] rww
[37] datacommunitydc
[31] datavizdc
[27] ai
[25] w
[19] big

Top Words in Tweet in G2:
[68] dcdatacon
[57] datacommunitydc
[40] datascience
[34] craigparisot
[26] bigdata
[25] kirkdborne
[23] join
[22] atallc
[16] oct
[15] registration

Top Words in Tweet in G3:
[38] datacommunitydc
[25] sorishapragyan
[22] datachloe
[12] juliegikim
[12] vizforsocialgood
[12] dc
[9] novadatascience
[7] thanks
[7] look
[7] forward

Top Words in Tweet in G4:
[7] datacommunitydc
[4] altraud
[3] laurahkahn
[3] ethics
[3] ai
[3] ground
[3] truth
[3] topcoder
[3] dcfemtech
[3] jackiekazil

Top Words in Tweet in G5:
[23] datacommunitydc
[18] jaredlander
[13] wahalulu
[8] everything
[7] rstats
[5] talking
[5] datadc
[5] nycdatamafia
[3] gwtweets
[3] up

Top Words in Tweet in G6:
[4] sandramoscoso
[4] mayorbowser
[4] codefordc
[4] datacommunitydc
[4] datakinddc
[4] dcopengov
[4] octodc
[3] thelab_dc
[3] hyesookchung
[3] love

Top Words in Tweet in G7:
[4] jengolbeck
[4] datacommunitydc
[3] datasciencedc
[2] video
[2] fakenews

Top Words in Tweet in G8:
[4] kirkdborne
[3] datacommunitydc
[2] join
[2] dcdatacon
[2] registration
[2] live
[2] machine
[2] learning
[2] python
[2] workshop

Top Words in Tweet in G9:
[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:
[44] datadc,rww
[34] datacommunitydc,dcdatacon
[24] rww,statprogdc
[21] kirkdborne,join
[20] bigdata,datascience
[19] datachloe,datacommunitydc
[18] join,datacommunitydc
[18] registration,live
[18] big,data
[17] dcdatacon,registration

Top Word Pairs in Tweet in G1:
[44] datadc,rww
[24] rww,statprogdc
[17] big,data
[15] datadc,insidebigdata
[14] rww,datavizdc
[13] datadc,medium
[12] data,community
[12] community,dc
[12] 2017,newsletter
[12] data,datadc

Top Word Pairs in Tweet in G2:
[22] datacommunitydc,dcdatacon
[19] bigdata,datascience
[16] kirkdborne,join
[14] community,partner
[13] registration,live
[12] become,dcdatacon
[12] dcdatacon,community
[12] join,datacommunitydc
[12] dcdatacon,registration
[12] live,bigdata

Top Word Pairs in Tweet in G3:
[18] datachloe,datacommunitydc
[9] datacommunitydc,sorishapragyan
[9] datacommunitydc,novadatascience
[8] juliegikim,datacommunitydc
[7] look,forward
[5] sorishapragyan,datacommunitydc
[5] datacommunitydc,hosting
[5] hosting,vizforsocialgood
[5] vizforsocialgood,hackathon
[5] hackathon,dc

Top Word Pairs in Tweet in G4:
[3] ethics,ai
[3] ai,ground
[3] ground,truth
[3] truth,topcoder
[3] topcoder,dcfemtech
[3] dcfemtech,altraud
[3] altraud,jackiekazil
[2] laurahkahn,ethics
[2] jackiekazil,datacommunitydc
[2] datacommunitydc,marcu

Top Word Pairs in Tweet in G5:
[7] everything,datacommunitydc
[7] wahalulu,datacommunitydc
[6] wahalulu,jaredlander
[5] jaredlander,talking
[5] talking,rstats
[5] rstats,everything
[5] datacommunitydc,datadc
[5] datadc,nycdatamafia
[4] jaredlander,datacommunitydc
[3] richmanmax,wahalulu

Top Word Pairs in Tweet in G6:
[4] sandramoscoso,mayorbowser
[4] mayorbowser,codefordc
[4] codefordc,datacommunitydc
[4] datacommunitydc,datakinddc
[4] datakinddc,dcopengov
[4] dcopengov,octodc
[3] hyesookchung,sandramoscoso
[3] octodc,love
[2] thelab_dc,hyesookchung
[2] love,spirit

Top Word Pairs in Tweet in G8:
[2] kirkdborne,join
[2] join,datacommunitydc
[2] datacommunitydc,dcdatacon
[2] dcdatacon,registration
[2] registration,live
[2] machine,learning
[2] learning,python
[2] python,workshop
[2] workshop,feb
[2] feb,shared

Top Word Pairs in Tweet in G9:
[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:
@juliegikim
@datacommunitydc
@sorishapragyan
@datachloe
@jaredlander
@richmanmax
@seanmgonzalez
@wahalulu
@fullvisllc
@laurahkahn

Top Replied-To in G1:
@datacommunitydc

Top Replied-To in G2:
@datacommunitydc
@kirkdborne

Top Replied-To in G3:
@juliegikim
@sorishapragyan
@datachloe
@datacommunitydc
@seanmgonzalez
@fullvisllc

Top Replied-To in G4:
@laurahkahn

Top Replied-To in G5:
@jaredlander
@richmanmax
@wahalulu
@caseydriscoll
@cmastication

Top Replied-To in G6:
@sandramoscoso
@hyesookchung

Top Replied-To in G7:
@speedegg1
@danbri
@jengolbeck

Top Replied-To in G9:
@pencilsb4pixels

Top Mentioned
Top Mentioned in Entire Graph:
@datacommunitydc
@statprogdc
@datasciencedc
@rww
@craigparisot
@datavizdc
@kirkdborne
@atallc
@sorishapragyan
@datachloe

Top Mentioned in G1:
@statprogdc
@datasciencedc
@rww
@datavizdc
@datacommunitydc
@insidebigdata
@medium
@wired
@craigparisot
@atallc

Top Mentioned in G2:
@datacommunitydc
@craigparisot
@kirkdborne
@atallc
@craig
@ncsievents
@datac
@novatechcouncil
@boo
@datawomen

Top Mentioned in G3:
@datacommunitydc
@sorishapragyan
@datachloe
@novadatascience
@juliegikim
@no
@billglennon
@seanmgonzalez
@bfongdata
@cesarpicco

Top Mentioned in G4:
@datacommunitydc
@altraud
@topcoder
@dcfemtech
@jackiekazil
@laurahkahn
@marcu
@mrdatascience
@evankirstel
@deloittedigital

Top Mentioned in G5:
@datacommunitydc
@jaredlander
@wahalulu
@gwtweets
@heathrharrs
@juliasilge
@ayrenay
@drfreedy

Top Mentioned in G6:
@mayorbowser
@codefordc
@datacommunitydc
@datakinddc
@dcopengov
@octodc
@thelab_dc
@sandramoscoso
@hyesookchung
@hyeso

Top Mentioned in G7:
@jengolbeck
@datasciencedc
@datacommunitydc
@seanmgonzalez

Top Mentioned in G9:
@datacommunitydc
@infobeautiful
@pencilsb4pixels

Top Mentioned in G10:
@tordatascience
@big_data_news
@coolprodexp
@datacommunitydc
@datamaintenance
@kirkdborne

Top Tweeters
Top Tweeters in Entire Graph:
@independent
@alevergara78
@evankirstel
@itknowingness
@guardian
@andysugs
@business
@johnwetzel39
@cjiqbal
@jerusalem_post

Top Tweeters in G1:
@independent
@guardian
@business
@johnwetzel39
@jerusalem_post
@theatlantic
@newsweek
@buzzfeednews
@thesiliconhill
@wired

Top Tweeters in G2:
@alevergara78
@itknowingness
@cjiqbal
@zimmermann_st
@kirkdborne
@fernandocuenca
@motolin5
@machineslearnit
@daverubal
@srfusion

Top Tweeters in G3:
@sorishapragyan
@emily1852
@davidmpires
@no
@seanmgonzalez
@datachloe
@cesarpicco
@bfongdata
@billglennon
@aish22011988

Top Tweeters in G4:
@evankirstel
@neilmartis17
@becomingdatasci
@topcoder
@jackiekazil
@harlanh
@dcfemtech
@amuellerml
@altraud
@datalensdc

Top Tweeters in G5:
@cmastication
@juliasilge
@caseydriscoll
@magnum_revolver
@gwtweets
@richmanmax
@refaellav
@jaredlander
@wahalulu
@jessenialyons7

Top Tweeters in G6:
@sandramoscoso
@hyesookchung
@mayorbowser
@octodc
@codefordc
@dcopengov
@datakinddc
@thelab_dc
@hyeso

Top Tweeters in G7:
@danbri
@tplusr
@speedegg1
@jengolbeck
@geoffsnowman
@datasciencedc
@prokopsky
@elo_lewman

Top Tweeters in G8:
@andysugs
@udomaining
@chrisbriem
@future_vis
@deppie_pant
@lotass_42
@botkinjosh

Top Tweeters in G9:
@markpoepsel
@infobeautiful
@pencilsb4pixels
@fadetoblack1183
@olegutkin1989
@kjwehm

Top Tweeters in G10:
@big_data_news
@al_dia17
@coolprodexp
@datamaintenance
@tordatascience