#dataSciBowl, Twitter, 12/2/2019 9:42:03 PM, 217882


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#dataSciBowl_2019-12-02_10-33-57.xlsx
#dataSciBowl_2019-12-02_10-33-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2DG6MW4
@kirkdborne
@kaggle
@boozallen
@gp_pulipaka
@pbskids
@rohnerjoe
@theadamgabriel
@justbementalist
@_oliviabot
@thecuriousluke

Top hashtags:
#datascience
#datascibowl
#ai
#datascichat
#machinelearning
#bigdata

Description:
Description
The graph represents a network of 392 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 Monday, 02 December 2019 at 18:34 UTC.

The requested start date was Monday, 02 December 2019 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 83-day, 7-hour, 14-minute period from Monday, 09 September 2019 at 13:59 UTC to Sunday, 01 December 2019 at 21:14 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 : 392
Unique Edges : 865
Edges With Duplicates : 1118
Total Edges : 1983
Number of Edge Types : 3
Mentions : 1775
Tweet : 198
Replies to : 10
Self-Loops : 198
Reciprocated Vertex Pair Ratio : 0.010536398467433
Reciprocated Edge Ratio : 0.0208530805687204
Connected Components : 7
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 385
Maximum Edges in a Connected Component : 1977
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.433588
Graph Density : 0.00688318805783183
Modularity : 0.22632
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 392 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 Monday, 02 December 2019 at 18:34 UTC.

The requested start date was Monday, 02 December 2019 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 83-day, 7-hour, 14-minute period from Monday, 09 September 2019 at 13:59 UTC to Sunday, 01 December 2019 at 21:14 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #dataSciBowl
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:
[105] https://dy.si/q3c4E
[30] https://dy.si/mKB3B
[26] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216563
[11] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[9] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[9] https://datasciencebowl.com/
[8] https://datasciencebowl.com/about/competitions/
[8] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[8] https://twitter.com/KirkDBorne

Top URLs in Tweet in G1:
[3] https://www.kaggle.com/c/data-science-bowl-2019
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[3] https://dy.si/q3c4E
[2] https://datasciencebowl.com/
[2] https://twitter.com/BoozAllen/status/1187355334572150784
[1] https://twitter.com/RohnerJoe/status/1187402081310658565
[1] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=11775&g=721cb892-6601-4ebe-948c-f4e297460813&f=98130
[1] https://twitter.com/kirkdborne/status/1192868324939567107
[1] https://twitter.com/KirkDBorne/status/1194706500322824192
[1] https://twitter.com/3blnews/status/1196407343992303616

Top URLs in Tweet in G2:
[33] https://dy.si/q3c4E
[14] https://dy.si/mKB3B
[6] https://datasciencebowl.com/about/competitions/
[6] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[5] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[3] https://mlexplained.com/2019/04/01/tricks-and-lessons-learned-from-getting-into-the-top-1-of-a-kaggle-competition/
[3] http://www.datasciencebowl.com
[3] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[3] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[2] https://datasciencebowl.com/

Top URLs in Tweet in G3:
[6] https://dy.si/q3c4E
[1] https://www.kaggle.com/c/data-science-bowl-2019?utm_medium=social&utm_source=twitter&utm_campaign=dsb-social-launch
[1] http://tweetedtimes.com/v/8957
[1] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[1] https://insidebigdata.com/2019/10/28/competition-uses-ai-to-combat-inequities-in-early-childhood-education/

Top URLs in Tweet in G4:
[60] https://dy.si/q3c4E
[16] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[16] https://dy.si/mKB3B
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216563
[8] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[6] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage
[6] https://twitter.com/kirkdborne/status/1192868324939567107
[6] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[5] https://datasciencebowl.com/
[4] https://twitter.com/KirkDBorne

Top URLs in Tweet in G5:
[1] http://marktechpost.com/2019/11/29/this-lightweight-python-library-steppy-can-be-used-for-fast-and-reproducible-data-science-machine-learning-experimentation/
[1] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[1] https://dy.si/q3c4E

Top URLs in Tweet in G6:
[1] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage
[1] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=36730&g=f168b453-12ba-444f-bccf-60025bd3ed01&f=102507
[1] https://www.kaggle.com/c/data-science-bowl-2019/data
[1] https://dy.si/q3c4E

Top URLs in Tweet in G7:
[3] https://twitter.com/KirkDBorne
[1] https://dy.si/q3c4E

Top Domains
Top Domains in Tweet in Entire Graph:
[135] dy.si
[119] twitter.com
[44] kaggle.com
[33] datasciencebowl.com
[32] bah.com
[15] nodexlgraphgallery.org
[12] medium.com
[8] businesswire.com
[5] mlexplained.com
[4] boozallen.com

Top Domains in Tweet in G1:
[7] twitter.com
[6] kaggle.com
[4] bah.com
[3] datasciencebowl.com
[3] dy.si
[1] datanami.com
[1] medium.com

Top Domains in Tweet in G2:
[47] dy.si
[15] datasciencebowl.com
[11] twitter.com
[8] kaggle.com
[7] medium.com
[7] bah.com
[3] mlexplained.com
[2] boozallen.com
[2] 3blmedia.com
[1] yahoo.com

Top Domains in Tweet in G3:
[6] dy.si
[2] kaggle.com
[1] tweetedtimes.com
[1] insidebigdata.com

Top Domains in Tweet in G4:
[98] twitter.com
[76] dy.si
[26] kaggle.com
[20] bah.com
[15] datasciencebowl.com
[14] nodexlgraphgallery.org
[6] businesswire.com
[4] medium.com
[2] boozallen.com
[2] yahoo.com

Top Domains in Tweet in G5:
[1] marktechpost.com
[1] kaggle.com
[1] dy.si

Top Domains in Tweet in G6:
[1] businesswire.com
[1] bah.com
[1] kaggle.com
[1] dy.si

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[601] datascience
[447] datascibowl
[279] ai
[259] datascichat
[227] machinelearning
[207] bigdata
[130] datascientists
[117] data4good
[102] ai4socialgood
[74] edtech



Top Hashtags in Tweet in G1:
[90] datascience
[46] datascibowl
[15] bigdata
[14] datascichat
[11] machinelearning
[9] edtech
[9] education
[4] ai
[2] earlychildhoodeducation
[2] datascientists

Top Hashtags in Tweet in G2:
[165] datascience
[136] datascibowl
[128] datascichat
[98] ai
[85] machinelearning
[64] bigdata
[47] datascientists
[40] ai4socialgood
[39] data4good
[20] edtech

Top Hashtags in Tweet in G3:
[33] datascience
[28] datascibowl
[10] ai
[9] datascichat
[4] bigdata
[4] edtech
[4] kaggle
[2] datascientists
[1] education
[1] machinelearning

Top Hashtags in Tweet in G4:
[276] datascience
[202] datascibowl
[156] ai
[124] machinelearning
[119] bigdata
[107] datascichat
[76] datascientists
[74] data4good
[60] ai4socialgood
[40] edtech

Top Hashtags in Tweet in G5:
[30] datascience
[27] datascibowl
[26] python
[4] ai
[2] machinelearning
[2] iot
[2] iiot
[2] rstats
[2] javascript
[2] reactjs

Top Hashtags in Tweet in G6:
[5] datascibowl
[3] datascience
[3] bigdata
[3] ai
[2] datascientists
[2] data4good
[2] machinelearning
[1] a
[1] edtech
[1] ece

Top Hashtags in Tweet in G7:
[3] datascience
[3] ai
[2] datascibowl
[1] bigdata
[1] machinelearning
[1] deeplearning
[1] data4good
[1] a

Top Hashtags in Tweet in G8:
[1] world
[1] ar
[1] datascience
[1] ai
[1] datascibowl
[1] data4good
[1] ai4socialgood
[1] bigdata
[1] ml
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[714] Words in Sentiment List#1: Positive
[27] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[22182] Non-categorized Words
[22923] Total Words
[788] kirkdborne
[598] #datascience
[532] boozallen
[469] kaggle
[442] #datascibowl

Top Words in Tweet in G1:
[147] boozallen
[135] pbskids
[119] kirkdborne
[107] kaggle
[90] 2019
[90] #datascience
[75] data
[70] partner
[69] bowl
[46] #datascibowl

Top Words in Tweet in G2:
[183] kirkdborne
[164] #datascience
[134] #datascibowl
[128] #datascichat
[119] boozallen
[98] #ai
[85] #machinelearning
[82] kaggle
[79] pbskids
[64] #bigdata

Top Words in Tweet in G3:
[85] kaggle
[65] kirkdborne
[63] learn
[50] bowl
[43] competition
[40] data
[40] help
[40] better
[39] live
[38] 5th

Top Words in Tweet in G4:
[411] kirkdborne
[274] #datascience
[229] boozallen
[199] #datascibowl
[191] kaggle
[170] pbskids
[157] ht
[156] #ai
[126] 2019
[124] #machinelearning

Top Words in Tweet in G5:
[30] #datascience
[27] #datascibowl
[26] steppy
[26] lightweight
[26] #python
[26] library
[26] used
[26] competition
[26] 2018
[26] 100k

Top Words in Tweet in G6:
[5] #datascibowl
[3] kirkdborne
[3] boozallen
[3] #datascience
[3] #bigdata
[3] #ai
[2] kaggle
[2] pbskids
[2] early
[2] childhood

Top Words in Tweet in G7:
[3] iam
[3] platform
[3] curated
[3] retweet
[3] world
[3] digital
[3] power
[3] #datascience
[3] #ai
[2] #datascibowl

Top Words in Tweet in G8:
[2] mutlu
[2] şefkat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[211] boozallen,pbskids
[195] #datascience,bowl
[179] pbskids,kaggle
[163] #datascience,#ai
[163] 2019,#datascience
[161] ht,kirkdborne
[156] social,good
[149] boozallen,kaggle
[140] #ai,social
[127] world,digital

Top Word Pairs in Tweet in G1:
[57] boozallen,pbskids
[48] pbskids,kaggle
[45] boozallen,kaggle
[43] kaggle,pbskids
[42] 2019,#datascience
[39] early,childhood
[39] challenge,identify
[38] kirkdborne,boozallen
[38] pbskids,partner
[37] registration,open

Top Word Pairs in Tweet in G2:
[67] kirkdborne,#datascichat
[56] #datascience,#ai
[55] social,good
[50] #datascience,bowl
[46] #ai,social
[42] boozallen,pbskids
[38] pbskids,kaggle
[34] world,digital
[34] power,#datascience
[32] 2019,#datascience

Top Word Pairs in Tweet in G3:
[38] 5th,annual
[38] annual,data
[38] data,science
[38] science,bowl
[38] bowl,competition
[38] competition,live
[38] live,help
[38] help,educators
[38] educators,around
[38] around,globe

Top Word Pairs in Tweet in G4:
[147] ht,kirkdborne
[99] boozallen,pbskids
[95] #datascience,bowl
[86] #datascience,#ai
[84] social,good
[84] pbskids,kaggle
[78] #ai,social
[77] world,digital
[75] power,#datascience
[74] 2019,#datascience

Top Word Pairs in Tweet in G5:
[26] steppy,lightweight
[26] lightweight,#python
[26] #python,library
[26] library,used
[26] used,#datascibowl
[26] #datascibowl,competition
[26] competition,2018
[26] 2018,100k
[26] 100k,35k
[26] 35k,prize

Top Word Pairs in Tweet in G6:
[2] early,childhood
[2] childhood,education
[2] #datascibowl,#data4good
[2] ht,kirkdborne

Top Word Pairs in Tweet in G7:
[3] iam,platform
[3] platform,curated
[3] curated,retweet
[3] retweet,world
[3] world,digital
[3] digital,power
[3] power,#datascience
[3] #datascience,#ai
[2] iam__network,iam

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@boozallen
@kaggle
@pbskids
@theadamgabriel
@gp_pulipaka
@booz
@rohnerjoe
@jeremyr46362652

Top Mentioned in G1:
@boozallen
@pbskids
@kirkdborne
@kaggle
@rohnerjoe
@theadamgabriel
@htown725
@ronald_vanloon
@gp_pulipaka

Top Mentioned in G2:
@kirkdborne
@boozallen
@kaggle
@pbskids
@jeremyr46362652
@rohnerjoe
@grahamgilmer
@booz
@harvardbiz

Top Mentioned in G3:
@kaggle
@kirkdborne
@boozallen
@pbskids
@booz
@theadamgabriel
@b
@rlingle

Top Mentioned in G4:
@kirkdborne
@boozallen
@theadamgabriel
@kaggle
@pbskids
@booz
@rlingle
@clairebramley97
@fmfrancoise
@gamergeek

Top Mentioned in G5:
@gp_pulipaka
@theadamgabriel
@kirkdborne
@wil_bielert
@boozallen
@pbskids
@kaggle

Top Mentioned in G7:
@iam__network
@jodercomm

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@nosqldigest
@gamergeeknews
@evankirstel
@chidambara09
@itknowingness
@clairebotai
@andysugs
@pvalsfr

Top Tweeters in G1:
@nosqldigest
@itknowingness
@clairebotai
@evanderburg
@richsimmondsza
@akwyz
@data_nerd
@openmarketingtv
@u40
@spirosmargaris

Top Tweeters in G2:
@arkangelscrap
@evankirstel
@pvalsfr
@ladylisadcantu1
@btptechsearch
@kirkdborne
@rnaudmeunier
@harvardbiz
@elcavalos
@hernangraffe

Top Tweeters in G3:
@machinelearnflx
@yvesmulkers
@bernardo_pirola
@capagira
@jessesprawl
@tiagoooliveira
@drtao
@agyg2014
@rodor1960
@diego_vallarino

Top Tweeters in G4:
@gamergeeknews
@chidambara09
@santchiweb
@ssxman2
@7wdata
@ausshot3dave
@pardoe_ai
@fmfrancoise
@akdm_bot
@starchyarchie

Top Tweeters in G5:
@sectest9
@abdoul_official
@taieb_bot
@serverlessfan
@_reactdev
@wil_bielert
@rstatstweet
@nvsdata
@gentoobot
@gp_pulipaka

Top Tweeters in G6:
@andysugs
@bigdata_fr
@innovatewhat
@puneets06152764
@booza

Top Tweeters in G7:
@iam__network
@07swordking
@datascienceth

Top Tweeters in G8:
@nedenttoldu
@nihalertugrul