#dataSciBowl, Twitter, 1/27/2017 11:07:40 AM, 92293


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#dataSciBowl_2017-01-27_03-01-20.xlsx
#dataSciBowl_2017-01-27_03-01-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2017
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2kaCRNp
@boozallen
@kirkdborne
@kaggle
@nciprevention
@aws_gov
@angelazutavern
@alevergara78

Description:
Description
The graph represents a network of 1,018 Twitter users whose tweets in the requested range contained "#dataSciBowl", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 27 January 2017 at 11:02 UTC.

The requested start date was Friday, 27 January 2017 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 85-day, 0-hour, 30-minute period from Wednesday, 02 November 2016 at 13:25 UTC to Thursday, 26 January 2017 at 13:56 UTC.

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 : 1018
Unique Edges : 2194
Edges With Duplicates : 1742
Total Edges : 3936
Self-Loops : 254
Reciprocated Vertex Pair Ratio : 0.0103585657370518
Reciprocated Edge Ratio : 0.0205047318611987
Connected Components : 28
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 987
Maximum Edges in a Connected Component : 3892
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.461246
Graph Density : 0.00244951734076688
Modularity : 0.329496
NodeXL Version : 1.0.1.367

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[296] http://www.datasciencebowl.com/
[196] http://www.boozallen.com/content/dam/boozallen/documents/2015/12/2015-FIeld-Guide-To-Data-Science.pdf
[154] http://www.datasciencebowl.com
[74] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[63] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[56] http://www.boozallen.com/insights/2015/12/data-science-field-guide-second-edition?utm_source=twitter&utm_medium=social&utm_campaign=data-sci-guide-2
[37] https://www.linkedin.com/pulse/data-science-good-all-kirk-borne
[37] https://dctd.cancer.gov/NewsEvents/data_science_bowl.htm
[37] https://www.kaggle.com/c/data-science-bowl-2017
[34] http://www.datasciencebowl.com/informatics/

Top URLs in Tweet in G1:
[88] http://www.datasciencebowl.com/
[55] http://www.datasciencebowl.com
[17] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/#utm_source=twitter&utm_campaign=DSBLaunch
[16] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[11] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[7] http://www.datasciencebowl.com/5_awesome_problems_solved_through_data_science/?utm_source=Twitter&utm_campaign=DSBArticle5&utm_medium=social
[7] http://www.boozallen.com/insights/2015/12/data-science-field-guide-second-edition?utm_source=twitter&utm_medium=social&utm_campaign=data-sci-guide-2
[3] https://www.kaggle.com/c/data-science-bowl-2017
[2] http://www.datasciencebowl.com/?utm_source=Twitter&utm_campaign=DSBLaunchHome&utm_medium=social
[2] https://t.co/u9OVv2gVLo

Top URLs in Tweet in G2:
[163] http://www.boozallen.com/content/dam/boozallen/documents/2015/12/2015-FIeld-Guide-To-Data-Science.pdf
[36] http://www.datasciencebowl.com/
[34] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[32] http://www.boozallen.com/insights/2015/12/data-science-field-guide-second-edition?utm_source=twitter&utm_medium=social&utm_campaign=data-sci-guide-2
[29] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[27] http://www.datasciencebowl.com
[26] http://www.datasciencebowl.com/informatics/
[14] http://www.kdnuggets.com/2015/03/5-lessons-data-science-chat.html
[9] https://dctd.cancer.gov/NewsEvents/data_science_bowl.htm
[8] https://twitter.com/boozallen/status/804381150470868992

Top URLs in Tweet in G3:
[128] http://www.datasciencebowl.com/
[45] http://www.datasciencebowl.com
[23] http://www.boozallen.com/content/dam/boozallen/documents/2015/12/2015-FIeld-Guide-To-Data-Science.pdf
[23] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[18] https://www.linkedin.com/pulse/data-science-good-all-kirk-borne
[15] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[15] http://www.boozallen.com/insights/2015/12/data-science-field-guide-second-edition?utm_source=twitter&utm_medium=social&utm_campaign=data-sci-guide-2
[12] https://www.kaggle.com/c/data-science-bowl-2017
[9] https://techcrunch.com/2017/01/07/using-data-science-to-beat-cancer/
[7] http://www.gputechconf.com

Top URLs in Tweet in G4:
[24] https://dctd.cancer.gov/NewsEvents/data_science_bowl.htm
[7] http://www.boozallen.com/content/dam/boozallen/documents/2015/12/2015-FIeld-Guide-To-Data-Science.pdf
[6] http://www.datasciencebowl.com/
[5] http://www.datasciencebowl.com
[3] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[1] https://twitter.com/i/web/status/823196075695767553
[1] https://twitter.com/i/web/status/822105309481238529
[1] https://twitter.com/i/web/status/822129180422864898
[1] https://twitter.com/i/web/status/822426018354987009
[1] https://twitter.com/i/web/status/822129179676311552

Top URLs in Tweet in G5:
[6] http://oak.ctx.ly/r/5dj9j
[2] http://www.datasciencebowl.com
[1] https://twitter.com/i/web/status/822473883596918785
[1] http://www.datasciencebowl.com/
[1] https://twitter.com/i/web/status/819547597123653632

Top URLs in Tweet in G6:
[10] http://www.datasciencebowl.com/
[2] https://twitter.com/i/web/status/824021512936161282
[1] https://www.kaggle.com/c/data-science-bowl-2017
[1] http://www.businesswire.com/news/home/20170112005573/en/Booz-Allen-Kaggle-Convene-Data-Scientists-Medical
[1] https://twitter.com/i/web/status/819924925276266500
[1] https://twitter.com/markjacobsohn/status/819697118621405186
[1] https://twitter.com/i/web/status/819981358693027840
[1] https://twitter.com/i/web/status/819726921416187904
[1] http://www.datasciencebowl.com/data-science-insights/
[1] https://twitter.com/i/web/status/800938366313385985

Top URLs in Tweet in G7:
[11] https://www.kaggle.com/c/data-science-bowl-2017
[2] http://www.datasciencebowl.com
[1] http://www.boozallen.com/content/dam/boozallen/documents/2015/12/2015-FIeld-Guide-To-Data-Science.pdf

Top URLs in Tweet in G8:
[1] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[1] http://www.datasciencebowl.com

Top URLs in Tweet in G9:
[14] http://www.datasciencebowl.com
[10] http://www.datasciencebowl.com/
[5] https://www.linkedin.com/pulse/data-science-good-all-kirk-borne
[3] http://www.datasciencebowl.com/data_science_cure_cancer/
[3] https://t.co/ACxGi8rovD%E2%80%A6
[3] https://www.kaggle.com/c/data-science-bowl-2017
[3] https://www.kaggle.com/c/data-science-bowl-2017/details/tutorial
[2] http://www.datasciencebowl.com/informatics/
[2] https://twitter.com/i/web/status/804662273402871808
[2] https://twitter.com/i/web/status/806157395005014016

Top URLs in Tweet in G10:
[3] https://www.linkedin.com/pulse/data-science-good-all-kirk-borne
[2] http://www.datasciencebowl.com/
[1] http://www.medpagetoday.com/psychiatry/depression/62494
[1] http://www.datasciencebowl.com/informatics/
[1] http://www.datasciencebowl.com
[1] http://www.gputechconf.com
[1] http://www.datasciencebowl.com/turning-machine-intelligence-against-cancer/
[1] https://twitter.com/i/web/status/820903931874263040

Top Domains
Top Domains in Tweet in Entire Graph:
[630] datasciencebowl.com
[253] boozallen.com
[252] twitter.com
[115] kaggle.com
[41] linkedin.com
[37] cancer.gov
[19] kdnuggets.com
[16] techcrunch.com
[10] gputechconf.com
[9] ctx.ly

Top Domains in Tweet in G1:
[185] datasciencebowl.com
[26] twitter.com
[19] kaggle.com
[8] boozallen.com
[2] facebook.com
[2] t.co
[1] infonomics.today
[1] heartlandd4g.com
[1] linkedin.com

Top Domains in Tweet in G2:
[195] boozallen.com
[147] datasciencebowl.com
[55] twitter.com
[36] kaggle.com
[14] kdnuggets.com
[9] cancer.gov
[8] linkedin.com
[3] techcrunch.com
[2] medpagetoday.com
[1] gputechconf.com

Top Domains in Tweet in G3:
[209] datasciencebowl.com
[60] twitter.com
[38] boozallen.com
[37] kaggle.com
[20] linkedin.com
[12] techcrunch.com
[7] gputechconf.com
[4] kdnuggets.com
[3] github.com
[3] paper.li

Top Domains in Tweet in G4:
[24] cancer.gov
[12] datasciencebowl.com
[7] twitter.com
[7] boozallen.com
[3] kaggle.com
[1] businesswire.com
[1] linkedin.com
[1] techcrunch.com
[1] medpagetoday.com

Top Domains in Tweet in G5:
[6] ctx.ly
[3] datasciencebowl.com
[2] twitter.com

Top Domains in Tweet in G6:
[20] twitter.com
[11] datasciencebowl.com
[2] linkedin.com
[2] tweetedtimes.com
[1] kaggle.com
[1] businesswire.com
[1] paper.li

Top Domains in Tweet in G7:
[11] kaggle.com
[2] datasciencebowl.com
[1] boozallen.com

Top Domains in Tweet in G8:
[2] datasciencebowl.com

Top Domains in Tweet in G9:
[73] twitter.com
[34] datasciencebowl.com
[6] t.co
[6] kaggle.com
[5] linkedin.com
[2] boozallen.com
[1] gputechconf.com
[1] cancer.gov
[1] medpagetoday.com
[1] kdnuggets.com

Top Domains in Tweet in G10:
[5] datasciencebowl.com
[3] linkedin.com
[1] medpagetoday.com
[1] gputechconf.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2060] datascibowl
[771] datascience
[319] cancer
[243] data4good
[179] bigdata
[164] machinelearning
[91] ai
[90] datascichat
[88] lungcancer
[86] machineintelligence



Top Hashtags in Tweet in G1:
[497] datascibowl
[80] datascience
[43] cancer
[38] ai
[23] data4good
[20] machinelearning
[19] canserve
[17] bigdata
[16] datascichat
[13] machineintelligence

Top Hashtags in Tweet in G2:
[560] datascibowl
[342] datascience
[107] data4good
[102] cancer
[80] bigdata
[60] machinelearning
[38] datascichat
[38] machineintelligence
[20] dareto
[17] algorithms

Top Hashtags in Tweet in G3:
[628] datascibowl
[249] datascience
[142] cancer
[76] data4good
[57] bigdata
[43] machinelearning
[28] ai
[27] machineintelligence
[26] canserve
[25] datascichat

Top Hashtags in Tweet in G4:
[104] datascibowl
[60] lungcancer
[26] datascience
[21] lcsm
[14] machineintel
[7] cancer
[4] machinelearning
[3] data4good
[3] ai
[2] bigdata

Top Hashtags in Tweet in G5:
[44] datascibowl
[1] datascichat
[1] canserve
[1] lungcancer
[1] mi
[1] data
[1] ai
[1] cancer

Top Hashtags in Tweet in G6:
[33] datascibowl
[6] datascience
[5] machineintel
[3] canserve
[2] cancer
[2] lungcancer
[1] fightcancer
[1] machineintelligence
[1] boozallen
[1] machinelearning

Top Hashtags in Tweet in G7:
[16] datascibowl
[2] lungcancer
[1] ai
[1] datascience

Top Hashtags in Tweet in G8:
[8] datascibowl
[4] savelives
[2] cancer
[1] datascichat
[1] machineintelligence
[1] datascience
[1] data4good

Top Hashtags in Tweet in G9:
[114] datascibowl
[49] datascience
[23] machinelearning
[22] data4good
[14] cancer
[13] bigdata
[8] datascichat
[7] ai4socialgood
[7] algorithms
[5] dareto

Top Hashtags in Tweet in G10:
[18] datascibowl
[8] datascience
[8] machinelearning
[5] analytics
[5] artificialintelligence
[4] data4good
[4] bigdata
[2] cancer
[2] health
[2] dareto

Top Words
Top Words in Tweet in Entire Graph:
[1091] Words in Sentiment List#1: Positive
[1335] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[31977] Non-categorized Words
[34403] Total Words
[2060] datascibowl
[1138] cancer
[1071] boozallen
[813] kirkdborne
[771] datascience

Top Words in Tweet in G1:
[497] datascibowl
[359] cancer
[323] kaggle
[290] boozallen
[166] kirkdborne
[162] boozallen's
[161] 1m
[148] lung
[145] join
[141] prizes

Top Words in Tweet in G2:
[560] datascibowl
[387] kirkdborne
[342] datascience
[335] boozallen
[221] cancer
[184] shares
[173] key
[172] next
[163] 9
[163] domains

Top Words in Tweet in G3:
[628] datascibowl
[365] cancer
[313] boozallen
[249] datascience
[191] kirkdborne
[172] kaggle
[158] fight
[135] data
[118] join
[118] lung

Top Words in Tweet in G4:
[104] datascibowl
[60] lungcancer
[41] improve
[39] data
[35] cancer
[34] science
[34] screening
[34] 1m
[33] rli_acr
[33] acryps

Top Words in Tweet in G5:
[44] datascibowl
[34] cancer
[33] aws_gov
[29] data
[28] w
[27] calling
[27] scientists
[27] help
[27] improve
[27] screening

Top Words in Tweet in G6:
[33] datascibowl
[18] cancer
[11] 1m
[8] help
[8] compete
[8] join
[7] improve
[7] lung
[6] save
[6] datascience

Top Words in Tweet in G7:
[16] datascibowl
[13] cancer
[12] lung
[11] teams
[11] signed
[11] up
[9] improve
[9] stebbins
[8] make
[8] 300

Top Words in Tweet in G8:
[8] datascibowl
[8] boozallen
[7] kaggle
[6] cancer
[5] data
[5] https
[4] joshdsullivan
[4] using
[4] science
[4] fight

Top Words in Tweet in G9:
[114] datascibowl
[58] boozallen
[53] cancer
[49] datascience
[29] kaggle
[26] join
[23] machinelearning
[22] data4good
[21] 2017
[20] kirkdborne

Top Words in Tweet in G10:
[18] datascibowl
[11] boozallen
[10] kirkdborne
[8] datascience
[8] machinelearning
[6] health
[6] participate
[5] 2017
[5] analytics
[5] artificialintelligence

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[333] lung,cancer
[268] boozallen,kaggle
[209] fight,cancer
[200] cancer,detection
[196] next,datascience
[196] datascience,kirkdborne
[196] kirkdborne,shares
[196] shares,9
[196] 9,key
[196] key,domains

Top Word Pairs in Tweet in G1:
[148] lung,cancer
[140] 1m,prizes
[131] cancer,detection
[128] datascibowl,improve
[121] 3rd,annual
[121] improve,lung
[120] launched,compete
[120] compete,boozallen's
[120] boozallen's,3rd
[120] annual,datascibowl

Top Word Pairs in Tweet in G2:
[163] next,datascience
[163] datascience,kirkdborne
[163] kirkdborne,shares
[163] shares,9
[163] 9,key
[163] key,domains
[160] domains,datascibowl
[149] boozallen,next
[113] imdatascientist,boozallen
[113] datascibowl,ht

Top Word Pairs in Tweet in G3:
[104] lung,cancer
[93] fight,cancer
[82] boozallen,kaggle
[69] boozallen,datascibowl
[62] data,science
[46] datascibowl,data4good
[44] cancer,w
[44] datascibowl,2017
[39] develop,artificial
[39] artificial,intelligence

Top Word Pairs in Tweet in G4:
[34] data,science
[33] rli_acr,acryps
[27] improve,lungcancer
[27] lungcancer,screening
[24] science,bowl
[24] datascibowl,rli_acr
[24] acryps,acrrfs
[21] datascibowl,lcsm
[20] bowl,launched
[20] launched,improve

Top Word Pairs in Tweet in G5:
[27] calling,data
[27] data,scientists
[27] scientists,help
[27] help,improve
[27] improve,cancer
[27] cancer,screening
[27] screening,technology
[27] technology,w
[27] w,datascibowl
[27] datascibowl,learn

Top Word Pairs in Tweet in G6:
[8] 1m,datascibowl
[7] compete,1m
[7] lung,cancer
[5] machineintel,datascience
[5] datascience,improve
[5] improve,cancer
[5] cancer,screening
[5] screening,compete
[4] help,save
[4] save,lives

Top Word Pairs in Tweet in G7:
[12] lung,cancer
[11] signed,up
[9] improve,lung
[8] make,300
[8] 300,teams
[8] teams,already
[8] already,signed
[8] up,improve
[8] cancer,diagnosis
[8] diagnosis,datascibowl

Top Word Pairs in Tweet in G8:
[4] joshdsullivan,using
[4] using,data
[4] data,science
[4] science,fight
[4] fight,cancer
[4] cancer,vp
[4] vp,whitehouse
[4] whitehouse,whitehouseostp
[4] whitehouseostp,kaggle
[4] kaggle,boozallen

Top Word Pairs in Tweet in G9:
[18] boozallen,kaggle
[14] datascience,machinelearning
[12] boozallen,datascibowl
[11] datascibowl,data4good
[10] against,cancer
[10] kaggle,datascibowl
[10] join,datascibowl
[9] datascibowl,2017
[8] fight,cancer
[8] improve,cancer

Top Word Pairs in Tweet in G10:
[5] participate,analytics
[5] analytics,machinelearning
[5] machinelearning,artificialintelligence
[5] artificialintelligence,blend
[5] blend,u
[5] u,resist
[5] resist,datascibowl
[4] vinithaomn,participate
[4] datascibowl,boozalle
[3] kirkdborne,datascience

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@boozallen
@kirkdborne
@kaggle
@imdatascientist
@joshdsullivan
@nciprevention
@nvidia
@datasci4good
@radiologyacr
@rli_acr

Top Mentioned in G1:
@boozallen
@kaggle
@kirkdborne
@swimdrukes
@joshdsullivan
@datasci4good
@nciprevention
@bo
@nvidia
@grantrmc

Top Mentioned in G2:
@kirkdborne
@boozallen
@imdatascientist
@kaggle
@stevndmills
@lja_foundation
@ncitreatment
@datasci4good
@nciprevention
@b

Top Mentioned in G3:
@boozallen
@kirkdborne
@kaggle
@joshdsullivan
@nvidia
@nciprevention
@datasci4good
@angelazutavern
@b
@imdatascientist

Top Mentioned in G4:
@rli_acr
@acryps
@radiologyacr
@acrrfs
@boozallen
@ncitreatment
@kirkdborne
@kaggle
@thenci
@imdatascientist

Top Mentioned in G5:
@aws_gov
@boozallen
@kaggle
@kirkdborne
@grantrmc
@nvidia
@awscloud
@psemery
@t
@nciprevention

Top Mentioned in G6:
@amritshukla

Top Mentioned in G7:
@stebbins
@boozallen
@kirkdborne
@kaggle
@lja_foundation
@caradoxical
@imdatascientist

Top Mentioned in G8:
@boozallen
@kaggle
@joshdsullivan
@vp
@whitehouse
@whitehouseostp
@kirkdborne
@caradoxical

Top Mentioned in G9:
@kirkdborne
@rahulsaini07
@bo
@boozallen
@imdatascientist
@kaggle

Top Mentioned in G10:
@boozallen
@kirkdborne
@kaggle
@vinithaomn
@joshdsullivan
@nvidia

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@robre62
@arkangelscrap
@innova_scape
@octavianotatau
@itknowingness
@annwalthour
@shobz
@ottlegalrebels
@techguard1

Top Tweeters in G1:
@walesbuzz
@rosenchild
@blue__black
@chrisifg
@ceobillionaire
@heatherswifty
@infonomicstoday
@montreal_ai
@ceep757
@eric_kavanagh

Top Tweeters in G2:
@robre62
@arkangelscrap
@sushthesis
@trippbraden
@zillman
@beefent
@thugmetricsnews
@dopaminergic13
@nancyrubin
@nandito94

Top Tweeters in G3:
@innova_scape
@octavianotatau
@itknowingness
@annwalthour
@ottlegalrebels
@jeremy_chauvet
@lopezgovlaw
@dukdaffe
@homeaiinfo
@techcrunch

Top Tweeters in G4:
@claudioalpalice
@parvez1
@pedagogyce
@o2webdev
@ritmonegro
@hal4
@lungcancerfaces
@vilavaite
@btrfly12
@jogyogi

Top Tweeters in G5:
@bobehayes
@jedsundwall
@digimaverick
@amrit_sharma
@rrtwts
@godslazi
@t
@bicho_0
@g_sahib
@glenrdixon

Top Tweeters in G6:
@techguard1
@womprco
@jenstirrup
@brcdsoftwarese
@excaliburhealth
@innovarch
@chuck_moeller
@_lkatherine
@jonshrair1
@karlas_3blmedia

Top Tweeters in G7:
@jenniferkeene
@yuifu
@morganlinton
@jenngustetic
@klakhani
@eabrilm
@rlingle
@aesfceo
@stebbins
@eperakslis

Top Tweeters in G8:
@whitehouseostp
@j_p_raymond
@hyougetu18313
@jsylvest
@maryjorobinson
@whitehouse
@vp

Top Tweeters in G9:
@7wdata
@mannitan
@binaryloom
@rahulsaini07
@wellmindness
@theturingspirit

Top Tweeters in G10:
@neelc_mktg
@shahryary
@savanvisalpara7
@__misswynn
@vinithaomn