#dataSciBowl, Twitter, 12/23/2019 10:41:46 PM, 219454


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#dataSciBowl_2019-12-23_10-52-37.xlsx
#dataSciBowl_2019-12-23_10-52-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2019
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2tEIN7I
@kirkdborne
@kaggle
@boozallen
@gp_pulipaka
@pbskids
@rohnerjoe
@fmfrancoise
@theadamgabriel
@chidambara09
@rlingle

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

Description:
Description
The graph represents a network of 437 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, 23 December 2019 at 18:52 UTC.

The requested start date was Monday, 23 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 77-day, 22-hour, 8-minute period from Wednesday, 02 October 2019 at 17:25 UTC to Thursday, 19 December 2019 at 15:34 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 : 437
Unique Edges : 961
Edges With Duplicates : 1272
Total Edges : 2233
Number of Edge Types : 4
MentionsInRetweet : 1691
Mentions : 329
Tweet : 203
Replies to : 10
Self-Loops : 203
Reciprocated Vertex Pair Ratio : 0.010230179028133
Reciprocated Edge Ratio : 0.020253164556962
Connected Components : 7
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 430
Maximum Edges in a Connected Component : 2228
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.426591
Graph Density : 0.00621942770768165
Modularity : 0.232666
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 437 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, 23 December 2019 at 18:52 UTC.

The requested start date was Monday, 23 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 77-day, 22-hour, 8-minute period from Wednesday, 02 October 2019 at 17:25 UTC to Thursday, 19 December 2019 at 15:34 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:
[124] https://dy.si/q3c4E
[32] https://datasciencebowl.com/get-smart-resources-for-data-science/
[31] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[31] https://dy.si/mKB3B
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216563
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[11] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[9] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[9] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[9] https://datasciencebowl.com/

Top URLs in Tweet in G1:
[19] https://datasciencebowl.com/get-smart-resources-for-data-science/
[17] https://dy.si/q3c4E
[4] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[3] https://www.kaggle.com/c/data-science-bowl-2019
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[2] https://datasciencebowl.com/
[2] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[2] https://twitter.com/BoozAllen/status/1187355334572150784
[1] https://engage.bah.com/Article/Redirect/68f1ad35-8676-41c6-a296-2cedd132671f?uc=34266&g=6fa22742-de73-49a5-95d9-79098fae4446&f=102661
[1] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=34266&g=8d80b5cb-784f-4402-baac-d4672e791b82&f=102651

Top URLs in Tweet in G2:
[53] https://dy.si/q3c4E
[15] https://dy.si/mKB3B
[9] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[7] https://datasciencebowl.com/get-smart-resources-for-data-science/
[6] https://datasciencebowl.com/about/competitions/
[6] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[5] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=30185&g=9d6d4cc3-5ade-4977-8b6c-bbb571381004&f=104860
[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://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284

Top URLs in Tweet in G3:
[50] https://dy.si/q3c4E
[18] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[15] https://dy.si/mKB3B
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216563
[13] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[8] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[7] https://twitter.com/kirkdborne/status/1192868324939567107
[6] https://datasciencebowl.com/get-smart-resources-for-data-science/
[6] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage
[5] https://datasciencebowl.com/

Top URLs in Tweet in G4:
[3] 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 G5:
[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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[1] http://tweetedtimes.com/#!/datagenius

Top URLs in Tweet in G6:
[3] https://twitter.com/KirkDBorne
[1] https://dy.si/q3c4E

Top Domains
Top Domains in Tweet in Entire Graph:
[155] dy.si
[126] twitter.com
[64] datasciencebowl.com
[49] kaggle.com
[36] bah.com
[30] nodexlgraphgallery.org
[12] medium.com
[8] businesswire.com
[5] mlexplained.com
[4] boozallen.com

Top Domains in Tweet in G1:
[26] datasciencebowl.com
[18] dy.si
[6] kaggle.com
[5] bah.com
[3] twitter.com
[2] medium.com
[1] datanami.com

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

Top Domains in Tweet in G3:
[108] twitter.com
[65] dy.si
[29] kaggle.com
[28] nodexlgraphgallery.org
[19] bah.com
[18] datasciencebowl.com
[6] businesswire.com
[3] medium.com
[2] boozallen.com
[2] yahoo.com

Top Domains in Tweet in G4:
[3] dy.si
[2] kaggle.com
[1] tweetedtimes.com
[1] insidebigdata.com

Top Domains in Tweet in G5:
[1] businesswire.com
[1] bah.com
[1] nodexlgraphgallery.org
[1] tweetedtimes.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[670] datascience
[486] datascibowl
[314] ai
[265] datascichat
[248] machinelearning
[228] bigdata
[173] datascientists
[131] data4good
[111] ai4socialgood
[75] edtech



Top Hashtags in Tweet in G1:
[126] datascience
[43] datascibowl
[22] bigdata
[20] ai
[16] datascichat
[15] datascientists
[12] edtech
[12] machinelearning
[11] education
[2] earlychildhoodeducation

Top Hashtags in Tweet in G2:
[214] datascience
[152] datascibowl
[131] datascichat
[126] ai
[97] machinelearning
[75] bigdata
[64] datascientists
[50] data4good
[48] ai4socialgood
[22] edtech

Top Hashtags in Tweet in G3:
[298] datascience
[254] datascibowl
[156] ai
[136] machinelearning
[124] bigdata
[109] datascichat
[89] datascientists
[76] data4good
[60] ai4socialgood
[39] edtech

Top Hashtags in Tweet in G4:
[30] datascibowl
[27] datascience
[9] datascichat
[7] ai
[4] kaggle
[3] bigdata
[3] datascientists
[1] edtech
[1] python
[1] machinelearning

Top Hashtags in Tweet in G5:
[4] datascibowl
[2] bigdata
[1] datascience
[1] datascientists
[1] data4good
[1] ai
[1] a
[1] edtech

Top Hashtags in Tweet in G6:
[3] datascience
[3] ai
[2] datascibowl
[1] bigdata
[1] machinelearning
[1] deeplearning
[1] data4good
[1] a

Top Hashtags in Tweet in G7:
[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:
[766] Words in Sentiment List#1: Positive
[27] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[24062] Non-categorized Words
[24855] Total Words
[865] kirkdborne
[667] #datascience
[592] boozallen
[499] kaggle
[481] #datascibowl

Top Words in Tweet in G1:
[183] boozallen
[162] kirkdborne
[135] pbskids
[126] #datascience
[107] kaggle
[95] data
[91] 2019
[74] bowl
[72] partner
[45] early

Top Words in Tweet in G2:
[227] kirkdborne
[213] #datascience
[150] #datascibowl
[138] boozallen
[131] #datascichat
[126] #ai
[106] kaggle
[105] pbskids
[97] #machinelearning
[83] 2019

Top Words in Tweet in G3:
[416] kirkdborne
[296] #datascience
[252] #datascibowl
[244] boozallen
[204] kaggle
[184] pbskids
[156] #ai
[156] ht
[136] #machinelearning
[129] 2019

Top Words in Tweet in G4:
[81] kaggle
[60] learn
[59] kirkdborne
[50] bowl
[44] competition
[41] help
[41] better
[40] live
[39] data
[38] 5th

Top Words in Tweet in G5:
[4] #datascibowl
[2] #bigdata

Top Words in Tweet in G6:
[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 G7:
[2] mutlu
[2] şefkat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[224] #datascience,bowl
[222] boozallen,pbskids
[190] pbskids,kaggle
[186] #datascience,#ai
[171] social,good
[168] 2019,#datascience
[160] ht,kirkdborne
[155] #ai,social
[149] boozallen,kaggle
[146] world,digital

Top Word Pairs in Tweet in G1:
[60] boozallen,pbskids
[53] pbskids,kaggle
[46] 2019,#datascience
[44] boozallen,kaggle
[42] kaggle,pbskids
[41] early,childhood
[40] #datascience,bowl
[40] kirkdborne,boozallen
[40] pbskids,partner
[39] childhood,education

Top Word Pairs in Tweet in G2:
[78] #datascience,#ai
[74] social,good
[73] #datascience,bowl
[66] kirkdborne,#datascichat
[64] #ai,social
[57] boozallen,pbskids
[54] world,digital
[54] power,#datascience
[52] pbskids,kaggle
[47] digital,learn

Top Word Pairs in Tweet in G3:
[148] ht,kirkdborne
[99] #datascience,bowl
[97] boozallen,pbskids
[81] #datascience,#ai
[81] pbskids,kaggle
[73] social,good
[68] world,digital
[67] #ai,social
[66] power,#datascience
[66] 2019,#datascience

Top Word Pairs in Tweet in G4:
[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 G6:
[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
@rohnerjoe
@booz
@fmfrancoise
@jeremyr46362652

Top Mentioned in G1:
@boozallen
@kirkdborne
@pbskids
@kaggle
@rohnerjoe
@theadamgabriel
@htown725
@vishalpanchal85

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

Top Mentioned in G3:
@kirkdborne
@boozallen
@kaggle
@theadamgabriel
@pbskids
@gp_pulipaka
@fmfrancoise
@rohnerjoe
@clairebramley97
@rlingle

Top Mentioned in G4:
@kaggle
@kirkdborne
@boozallen
@pbskids
@theadamgabriel
@rohnerjoe
@b
@booz
@gp_pulipaka

Top Mentioned in G6:
@iam__network
@jodercomm

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

Top Tweeters in G1:
@nosqldigest
@clairebotai
@itknowingness
@richsimmondsza
@evanderburg
@amazingchevvolt
@akwyz
@openmarketingtv
@ladylisadcantu1
@u40

Top Tweeters in G2:
@arkangelscrap
@evankirstel
@pvalsfr
@7wdata
@btptechsearch
@starchyarchie
@xzpwedvhhh37i3c
@web_pixelportal
@rnaudmeunier
@kirkdborne

Top Tweeters in G3:
@sectest9
@gamergeeknews
@chidambara09
@santchiweb
@data_nerd
@ssxman2
@morioka
@taieb_bot
@ausshot3dave
@abdoul_official

Top Tweeters in G4:
@machinelearnflx
@yvesmulkers
@bernardo_pirola
@capagira
@sshin6591
@joseph_santoro
@tiagoooliveira
@drtao
@agyg2014
@diego_vallarino

Top Tweeters in G5:
@andysugs
@datagenius
@innovatewhat
@puneets06152764
@booza

Top Tweeters in G6:
@iam__network
@07swordking
@datascienceth

Top Tweeters in G7:
@nihalertugrul
@nedenttoldu


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