#dataSciBowl, Twitter, 2/17/2020 7:23:28 PM, 221364


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#dataSciBowl_2020-02-17_10-52-38.xlsx
#dataSciBowl_2020-02-17_10-52-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 17, 2020
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2Htrfzh
@kirkdborne
@boozallen
@gp_pulipaka
@fmfrancoise
@chidambara09
@kaggle
@rlingle
@datasciencefr
@3blnews
@scieraofficial

Top hashtags:
#datascience
#datascibowl
#datascientists
#ai
#machinelearning
#bigdata
#data4good

Description:
Description
The graph represents a network of 190 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, 17 February 2020 at 18:52 UTC.

The requested start date was Monday, 17 February 2020 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 64-day, 11-hour, 32-minute period from Sunday, 01 December 2019 at 05:16 UTC to Monday, 03 February 2020 at 16:48 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 : 190
Unique Edges : 354
Edges With Duplicates : 332
Total Edges : 686
Number of Edge Types : 4
MentionsInRetweet : 483
Tweet : 26
Mentions : 176
Replies to : 1
Self-Loops : 26
Reciprocated Vertex Pair Ratio : 0.0121359223300971
Reciprocated Edge Ratio : 0.0239808153477218
Connected Components : 3
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 186
Maximum Edges in a Connected Component : 682
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.423048
Graph Density : 0.0116123642439432
Modularity : 0.287133
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 190 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, 17 February 2020 at 18:52 UTC.

The requested start date was Monday, 17 February 2020 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 64-day, 11-hour, 32-minute period from Sunday, 01 December 2019 at 05:16 UTC to Monday, 03 February 2020 at 16:48 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".

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:
[60] https://datasciencebowl.com/get-smart-resources-for-data-science/
[29] https://dy.si/q3c4E
[19] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=30185&g=9d6d4cc3-5ade-4977-8b6c-bbb571381004&f=104860
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219454
[6] http://blog.kaggle.com/2017/05/16/data-science-bowl-2017-predicting-lung-cancer-solution-write-up-team-deep-breath/?utm_content=buffer5335c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[5] https://dy.si/mKB3B
[4] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[4] https://www.kaggle.com/c/data-science-bowl-2019

Top URLs in Tweet in G1:
[27] https://datasciencebowl.com/get-smart-resources-for-data-science/
[16] https://dy.si/q3c4E
[11] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=30185&g=9d6d4cc3-5ade-4977-8b6c-bbb571381004&f=104860
[4] https://dy.si/mKB3B
[3] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[2] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=76436e47-f59e-4931-8743-95387ef58759&f=118569
[1] https://twitter.com/kirkdborne/status/1197542598581338113
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219454
[1] https://twitter.com/BoozAllen/status/1219671255944781825

Top URLs in Tweet in G2:
[12] https://dy.si/q3c4E
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[10] https://datasciencebowl.com/get-smart-resources-for-data-science/
[8] https://engage.bah.com/Article/Redirect/07c7189c-821d-4442-97a9-6c73c367c356?uc=30185&g=9d6d4cc3-5ade-4977-8b6c-bbb571381004&f=104860
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=219454
[2] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=11775&g=c53a339d-1b49-4c90-a87a-4a0f1aa49ae6&f=118671
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=11775&g=3befa449-44d5-4443-b0d4-82e9c7d63003&f=118153
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216591
[1] https://www.3blmedia.com/node/273496

Top URLs in Tweet in G3:
[20] https://datasciencebowl.com/get-smart-resources-for-data-science/
[3] https://www.kaggle.com/c/data-science-bowl-2019
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=23031&g=630c3d9b-85bf-4a72-9de5-e875574ebd5c&f=117953
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[1] https://www.3blmedia.com/node/273496
[1] http://blog.kaggle.com/2017/05/16/data-science-bowl-2017-predicting-lung-cancer-solution-write-up-team-deep-breath/?utm_content=buffer5335c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[1] https://dy.si/q3c4E

Top URLs in Tweet in G4:
[4] http://blog.kaggle.com/2017/05/16/data-science-bowl-2017-predicting-lung-cancer-solution-write-up-team-deep-breath/?utm_content=buffer5335c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://datasciencebowl.com/get-smart-resources-for-data-science/
[1] http://marktechpost.com/2019/11/29/this-lightweight-python-library-steppy-can-be-used-for-fast-and-reproducible-data-science-machine-learning-experimentation/

Top URLs in Tweet in G5:
[3] https://www.kaggle.com/nirmalf/competitions

Top URLs in Tweet in G6:
[1] https://datasciencebowl.com/get-smart-resources-for-data-science/

Top URLs in Tweet in G7:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[1] http://tweetedtimes.com/#!/datagenius

Top Domains
Top Domains in Tweet in Entire Graph:
[64] datasciencebowl.com
[34] dy.si
[24] bah.com
[23] nodexlgraphgallery.org
[21] twitter.com
[18] kaggle.com
[2] 3blmedia.com
[1] tweetedtimes.com
[1] marktechpost.com

Top Domains in Tweet in G1:
[30] datasciencebowl.com
[20] dy.si
[13] bah.com
[3] kaggle.com
[2] twitter.com
[1] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[20] nodexlgraphgallery.org
[19] twitter.com
[13] dy.si
[10] bah.com
[10] datasciencebowl.com
[4] kaggle.com
[1] 3blmedia.com

Top Domains in Tweet in G3:
[21] datasciencebowl.com
[4] kaggle.com
[1] bah.com
[1] nodexlgraphgallery.org
[1] 3blmedia.com
[1] dy.si

Top Domains in Tweet in G4:
[4] kaggle.com
[2] datasciencebowl.com
[1] marktechpost.com

Top Domains in Tweet in G5:
[3] kaggle.com

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

Top Domains in Tweet in G7:
[1] nodexlgraphgallery.org
[1] tweetedtimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[210] datascience
[173] datascibowl
[121] datascientists
[97] ai
[76] machinelearning
[72] bigdata
[45] data4good
[41] ai4socialgood
[38] datamining
[34] python



Top Hashtags in Tweet in G1:
[71] datascience
[61] datascientists
[43] ai
[40] datascibowl
[35] bigdata
[33] machinelearning
[32] data4good
[25] ai4socialgood
[20] datamining
[13] bedatabrilliant

Top Hashtags in Tweet in G2:
[86] datascience
[65] datascibowl
[46] ai
[37] machinelearning
[33] datascientists
[31] bigdata
[15] datamining
[15] ai4socialgood
[10] data4good
[9] datascichat

Top Hashtags in Tweet in G3:
[28] datascibowl
[20] datascientists
[19] datascience
[12] ourhearts
[5] bigdata
[5] ai
[3] machinelearning
[2] algorithms
[2] analytics
[2] datamining

Top Hashtags in Tweet in G4:
[35] datascibowl
[32] datascience
[31] python
[3] datascientists
[2] ai
[2] machinelearning
[2] iot
[2] iiot
[2] rstats
[2] javascript

Top Hashtags in Tweet in G5:
[3] datascibowl
[1] passioncontinues
[1] datascience

Top Hashtags in Tweet in G6:
[4] datascientists
[1] bigdata
[1] analytics
[1] datamining
[1] datascience
[1] ai
[1] machinelearning
[1] dataliteracy
[1] datascibowl
[1] data4good

Top Hashtags in Tweet in G7:
[1] datascibowl

Top Words
Top Words in Tweet in Entire Graph:
[212] Words in Sentiment List#1: Positive
[10] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[6810] Non-categorized Words
[7032] Total Words
[213] kirkdborne
[210] #datascience
[186] boozallen
[173] #datascibowl
[121] data

Top Words in Tweet in G1:
[71] #datascience
[67] kirkdborne
[61] boozallen
[61] #datascientists
[52] data
[45] big
[45] list
[45] resources
[43] #ai
[40] #datascibowl

Top Words in Tweet in G2:
[106] kirkdborne
[86] #datascience
[75] boozallen
[65] #datascibowl
[62] kaggle
[57] bowl
[57] pbskids
[46] #ai
[38] 2019
[37] #machinelearning

Top Words in Tweet in G3:
[46] boozallen
[36] data
[34] kirkdborne
[28] #datascibowl
[24] big
[24] list
[24] resources
[20] build
[20] brilliance
[20] #datascientists

Top Words in Tweet in G4:
[35] #datascibowl
[33] gp_pulipaka
[32] #datascience
[31] steppy
[31] lightweight
[31] #python
[31] library
[31] used
[31] competition
[31] 2018

Top Words in Tweet in G5:
[3] won
[3] very
[3] first
[3] silver
[3] kaggle
[3] competition
[3] #datascibowl
[3] happy
[3] results
[2] nirmalfdo

Top Words in Tweet in G6:
[4] build
[4] data
[4] brilliance
[4] 2020
[4] explore
[4] options
[4] big
[4] list
[4] resources
[4] #datascientists

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[105] #datascience,bowl
[91] big,list
[91] list,resources
[79] build,data
[79] data,brilliance
[79] resources,#datascientists
[68] bowl,2019
[65] kirkdborne,build
[65] 160,000
[60] 000,#datascience

Top Word Pairs in Tweet in G1:
[45] big,list
[45] list,resources
[38] build,data
[38] data,brilliance
[38] resources,#datascientists
[37] #datascience,bowl
[32] kirkdborne,build
[26] 160,000
[26] bowl,2019
[25] 000,#datascience

Top Word Pairs in Tweet in G2:
[56] #datascience,bowl
[37] boozallen,pbskids
[34] bowl,2019
[31] pbskids,kaggle
[30] 160,000
[29] 000,#datascience
[26] kaggle,boozallen
[23] earn,place
[23] place,160
[23] 2019,leaderboard

Top Word Pairs in Tweet in G3:
[24] big,list
[24] list,resources
[20] build,data
[20] data,brilliance
[20] resources,#datascientists
[19] see,big
[16] #datascientists,boozallen
[16] kirkdborne,build
[15] brilliance,see
[12] advancements,boozallen

Top Word Pairs in Tweet in G4:
[31] steppy,lightweight
[31] lightweight,#python
[31] #python,library
[31] library,used
[31] used,#datascibowl
[31] #datascibowl,competition
[31] competition,2018
[31] 2018,100k
[31] 100k,35k
[31] 35k,prize

Top Word Pairs in Tweet in G5:
[3] won,very
[3] very,first
[3] first,silver
[3] silver,kaggle
[3] kaggle,competition
[3] competition,#datascibowl
[3] #datascibowl,happy
[3] happy,results
[2] nirmalfdo,won
[2] results,cons

Top Word Pairs in Tweet in G6:
[4] build,data
[4] data,brilliance
[4] brilliance,2020
[4] 2020,explore
[4] explore,options
[4] options,big
[4] big,list
[4] list,resources
[4] resources,#datascientists
[2] scieraofficial,build

Top Replied-To
Top Replied-To in Entire Graph:
@fmfrancoise

Top Replied-To in G2:
@fmfrancoise

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@boozallen
@kaggle
@pbskids
@gp_pulipaka
@rohnerjoe
@fmfrancoise
@3blnews
@theadamgabriel

Top Mentioned in G1:
@kirkdborne
@boozallen
@kaggle
@pbskids
@lifeatbooz
@fmfrancoise
@gp_pulipaka
@rohnerjoe

Top Mentioned in G2:
@kirkdborne
@boozallen
@kaggle
@pbskids
@gp_pulipaka
@rohnerjoe
@fmfrancoise
@theadamgabriel
@rlingle
@_oliviabot

Top Mentioned in G3:
@boozallen
@kirkdborne
@3blnews
@kaggle
@pbskids
@gp_pulipaka
@vishalpanchal85
@fmfrancoise
@rohnerjoe

Top Mentioned in G4:
@gp_pulipaka
@kirkdborne
@boozallen
@pbskids
@kaggle
@wil_bielert

Top Mentioned in G5:
@nirmalfdo

Top Mentioned in G6:
@scieraofficial
@kirkdborne
@boozallen

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@clairebotai
@itknowingness
@amazingchevvolt
@taieb_bot
@ssxman2
@7wdata
@morioka
@sshin6591

Top Tweeters in G1:
@clairebotai
@itknowingness
@ssxman2
@7wdata
@xzpwedvhhh37i3c
@kirkdborne
@greentechdon
@khattiy74899201
@albertomunoz
@vestedtech

Top Tweeters in G2:
@chidambara09
@morioka
@sshin6591
@fmfrancoise
@thecuriousluke
@nvsdata
@tjo_datasci
@vivianfrancos
@pjlee01
@bigdata_fr

Top Tweeters in G3:
@amazingchevvolt
@justbementalist
@akdm_bot
@ritmonegro
@meladalklimat
@charlyaztec
@3blnews
@waltermaes
@hazloe3
@osowoiam

Top Tweeters in G4:
@sectest9
@taieb_bot
@abdoul_official
@serverlessfan
@_reactdev
@rstatstweet
@wil_bielert
@llnuxbot
@cybersecurityn8
@machine_ml

Top Tweeters in G5:
@srinath_perera
@dushanmjs
@nirmalfdo

Top Tweeters in G6:
@johngmcnutt
@aclopezh
@scieraofficial

Top Tweeters in G7:
@datagenius


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