#dataSciBowl, Twitter, 12/17/2019 5:32:39 AM, 218956


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#dataSciBowl_2019-12-16_10-52-38.xlsx
#dataSciBowl_2019-12-16_10-52-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 17, 2019
Short Description:
#dataSciBowl via NodeXL http://bit.ly/38K56Jl
@kirkdborne
@kaggle
@boozallen
@gp_pulipaka
@pbskids
@rohnerjoe
@theadamgabriel
@fmfrancoise
@_oliviabot
@thecuriousluke

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

Description:
Description
The graph represents a network of 415 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, 16 December 2019 at 18:52 UTC.

The requested start date was Monday, 16 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 74-day, 7-hour, 32-minute period from Wednesday, 02 October 2019 at 17:25 UTC to Monday, 16 December 2019 at 00:58 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 : 415
Unique Edges : 891
Edges With Duplicates : 1178
Total Edges : 2069
Number of Edge Types : 3
Mentions : 1861
Replies to : 10
Tweet : 198
Self-Loops : 198
Reciprocated Vertex Pair Ratio : 0.0101757631822387
Reciprocated Edge Ratio : 0.0201465201465201
Connected Components : 7
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 408
Maximum Edges in a Connected Component : 2063
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.454647
Graph Density : 0.00635585821547058
Modularity : 0.222989
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 415 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, 16 December 2019 at 18:52 UTC.

The requested start date was Monday, 16 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 74-day, 7-hour, 32-minute period from Wednesday, 02 October 2019 at 17:25 UTC to Monday, 16 December 2019 at 00:58 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:
[120] https://dy.si/q3c4E
[30] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[30] https://dy.si/mKB3B
[16] https://datasciencebowl.com/get-smart-resources-for-data-science/
[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://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:
[14] https://dy.si/q3c4E
[8] https://datasciencebowl.com/get-smart-resources-for-data-science/
[3] https://www.kaggle.com/c/data-science-bowl-2019
[3] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[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

Top URLs in Tweet in G2:
[7] 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] https://www.datanami.com/this-just-in/booz-allen-kaggle-pbs-kids-aim-to-advance-early-education-with-data-science/
[1] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=1ccd6c88-874b-45b4-9fb9-7c30f1d4bb7e&f=102156
[1] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[1] http://tweetedtimes.com/v/8957

Top URLs in Tweet in G3:
[30] https://dy.si/q3c4E
[14] https://dy.si/mKB3B
[8] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[6] https://datasciencebowl.com/about/competitions/
[6] https://datasciencebowl.com/get-smart-resources-for-data-science/
[6] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[4] 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 G4:
[66] https://dy.si/q3c4E
[18] 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
[5] 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://www.kaggle.com/c/data-science-bowl-2019

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://datasciencebowl.com/get-smart-resources-for-data-science/
[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:
[150] dy.si
[121] twitter.com
[48] kaggle.com
[46] datasciencebowl.com
[34] bah.com
[16] nodexlgraphgallery.org
[12] medium.com
[8] businesswire.com
[5] mlexplained.com
[4] boozallen.com

Top Domains in Tweet in G1:
[14] datasciencebowl.com
[14] dy.si
[7] twitter.com
[6] kaggle.com
[6] bah.com
[1] insidebigdata.com

Top Domains in Tweet in G2:
[7] dy.si
[1] kaggle.com
[1] datanami.com
[1] bah.com
[1] medium.com
[1] tweetedtimes.com

Top Domains in Tweet in G3:
[44] dy.si
[18] datasciencebowl.com
[12] twitter.com
[11] kaggle.com
[9] bah.com
[7] medium.com
[3] mlexplained.com
[2] boozallen.com
[2] 3blmedia.com
[1] yahoo.com

Top Domains in Tweet in G4:
[99] twitter.com
[82] dy.si
[28] kaggle.com
[17] bah.com
[15] nodexlgraphgallery.org
[13] datasciencebowl.com
[6] businesswire.com
[4] medium.com
[2] boozallen.com
[2] yahoo.com

Top Domains in Tweet in G5:
[1] marktechpost.com
[1] datasciencebowl.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:
[646] datascience
[458] datascibowl
[298] ai
[260] datascichat
[235] machinelearning
[215] bigdata
[148] datascientists
[125] data4good
[108] ai4socialgood
[75] edtech



Top Hashtags in Tweet in G1:
[112] datascience
[51] datascibowl
[19] bigdata
[17] ai
[15] datascichat
[13] education
[13] edtech
[11] machinelearning
[4] datascientists
[2] earlychildhoodeducation

Top Hashtags in Tweet in G2:
[32] datascience
[24] datascibowl
[11] datascichat
[10] ai
[5] bigdata
[4] datascientists
[4] kaggle
[3] machinelearning
[2] edtech
[1] datasciencebowl

Top Hashtags in Tweet in G3:
[166] datascience
[144] datascibowl
[127] datascichat
[99] ai
[92] machinelearning
[70] bigdata
[60] datascientists
[47] data4good
[46] ai4socialgood
[19] edtech

Top Hashtags in Tweet in G4:
[296] datascience
[202] datascibowl
[161] ai
[123] machinelearning
[116] bigdata
[106] datascichat
[76] datascientists
[74] data4good
[60] ai4socialgood
[40] edtech

Top Hashtags in Tweet in G5:
[33] datascience
[29] datascibowl
[28] 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:
[740] Words in Sentiment List#1: Positive
[27] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[23200] Non-categorized Words
[23967] Total Words
[825] kirkdborne
[643] #datascience
[553] boozallen
[480] kaggle
[453] #datascibowl

Top Words in Tweet in G1:
[164] boozallen
[146] kirkdborne
[129] pbskids
[112] #datascience
[106] kaggle
[90] 2019
[85] data
[71] bowl
[67] partner
[50] #datascibowl

Top Words in Tweet in G2:
[81] kaggle
[61] kirkdborne
[60] learn
[46] bowl
[41] competition
[38] live
[37] 5th
[37] annual
[37] data
[37] science

Top Words in Tweet in G3:
[175] kirkdborne
[165] #datascience
[142] #datascibowl
[127] #datascichat
[117] boozallen
[99] #ai
[92] #machinelearning
[87] kaggle
[84] pbskids
[70] #bigdata

Top Words in Tweet in G4:
[431] kirkdborne
[294] #datascience
[239] boozallen
[202] kaggle
[200] #datascibowl
[181] pbskids
[161] #ai
[160] ht
[141] 2019
[123] #machinelearning

Top Words in Tweet in G5:
[33] #datascience
[29] #datascibowl
[28] steppy
[28] lightweight
[28] #python
[28] library
[28] used
[28] competition
[28] 2018
[28] 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:
[216] boozallen,pbskids
[215] #datascience,bowl
[184] pbskids,kaggle
[179] #datascience,#ai
[168] 2019,#datascience
[167] social,good
[160] ht,kirkdborne
[151] #ai,social
[149] boozallen,kaggle
[142] world,digital

Top Word Pairs in Tweet in G1:
[55] boozallen,pbskids
[46] pbskids,kaggle
[43] boozallen,kaggle
[42] 2019,#datascience
[39] kaggle,pbskids
[39] challenge,identify
[37] early,childhood
[37] registration,open
[37] open,2019
[37] pbskids,challenge

Top Word Pairs in Tweet in G2:
[37] 5th,annual
[37] annual,data
[37] data,science
[37] science,bowl
[37] bowl,competition
[37] competition,live
[37] live,help
[37] help,educators
[37] educators,around
[37] around,globe

Top Word Pairs in Tweet in G3:
[66] kirkdborne,#datascichat
[58] #datascience,bowl
[54] #datascience,#ai
[50] social,good
[45] boozallen,pbskids
[41] #ai,social
[41] pbskids,kaggle
[34] 2019,#datascience
[31] world,digital
[31] power,#datascience

Top Word Pairs in Tweet in G4:
[148] ht,kirkdborne
[108] #datascience,bowl
[105] boozallen,pbskids
[93] #datascience,#ai
[89] social,good
[88] pbskids,kaggle
[84] world,digital
[83] #ai,social
[82] power,#datascience
[81] 2019,#datascience

Top Word Pairs in Tweet in G5:
[28] steppy,lightweight
[28] lightweight,#python
[28] #python,library
[28] library,used
[28] used,#datascibowl
[28] #datascibowl,competition
[28] competition,2018
[28] 2018,100k
[28] 100k,35k
[28] 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
@booz
@gp_pulipaka
@rohnerjoe
@jeremyr46362652

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

Top Mentioned in G2:
@kaggle
@kirkdborne
@boozallen
@pbskids
@booz
@b
@rlingle

Top Mentioned in G3:
@kirkdborne
@boozallen
@kaggle
@pbskids
@jeremyr46362652
@rohnerjoe
@grahamgilmer
@booz
@harvardbiz

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

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

Top Mentioned in G7:
@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
@akwyz
@data_nerd
@openmarketingtv
@ladylisadcantu1
@u40

Top Tweeters in G2:
@machinelearnflx
@yvesmulkers
@bernardo_pirola
@capagira
@sshin6591
@domingonarvaez1
@jessesprawl
@tiagoooliveira
@drtao
@agyg2014

Top Tweeters in G3:
@arkangelscrap
@evankirstel
@pvalsfr
@btptechsearch
@rnaudmeunier
@kirkdborne
@harvardbiz
@hernangraffe
@albertomunoz
@urbansqr

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

Top Tweeters in G5:
@sectest9
@taieb_bot
@abdoul_official
@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:
@nihalertugrul
@nedenttoldu


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