#dataSciBowl, Twitter, 2/26/2020 6:49:33 PM, 221961


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#dataSciBowl_2020-02-25_10-52-37.xlsx
#dataSciBowl_2020-02-25_10-52-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2020
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2I3TN2l
@kirkdborne
@boozallen
@gp_pulipaka
@fmfrancoise
@chidambara09
@kaggle
@3blnews
@rlingle
@datasciencefr
@scieraofficial

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

Description:
Description
The graph represents a network of 196 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 Tuesday, 25 February 2020 at 18:52 UTC.

The requested start date was Monday, 24 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 84-day, 6-hour, 14-minute period from Sunday, 01 December 2019 at 05:16 UTC to Sunday, 23 February 2020 at 11:30 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 : 196
Unique Edges : 404
Edges With Duplicates : 409
Total Edges : 813
Number of Edge Types : 4
MentionsInRetweet : 581
Mentions : 203
Tweet : 27
Replies to : 2
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0166666666666667
Reciprocated Edge Ratio : 0.0327868852459016
Connected Components : 3
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 192
Maximum Edges in a Connected Component : 809
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.37018
Graph Density : 0.0127681841967556
Modularity : 0.285686
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 196 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 Tuesday, 25 February 2020 at 18:52 UTC.

The requested start date was Monday, 24 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 84-day, 6-hour, 14-minute period from Sunday, 01 December 2019 at 05:16 UTC to Sunday, 23 February 2020 at 11:30 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
[16] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221364
[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/

Top URLs in Tweet in G1:
[46] https://datasciencebowl.com/get-smart-resources-for-data-science/
[17] 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
[4] https://datasciencebowl.com/data-science-of-chocolate-brownies/
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[3] https://www.kaggle.com/c/data-science-bowl-2019
[2] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=76436e47-f59e-4931-8743-95387ef58759&f=118569
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221364
[1] https://twitter.com/kirkdborne/status/1197542598581338113

Top URLs in Tweet in G2:
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221364
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218956
[12] https://dy.si/q3c4E
[12] 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
[2] 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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=216591
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=11775&g=c53a339d-1b49-4c90-a87a-4a0f1aa49ae6&f=118671

Top URLs in Tweet in G3:
[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 G4:
[3] https://www.kaggle.com/nirmalf/competitions

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

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[213] datascience
[193] datascibowl
[124] datascientists
[101] ai
[78] machinelearning
[75] bigdata
[47] data4good
[41] ai4socialgood
[38] datamining
[34] python



Top Hashtags in Tweet in G1:
[92] datascience
[79] datascientists
[66] datascibowl
[47] ai
[40] bigdata
[36] machinelearning
[34] data4good
[26] ai4socialgood
[22] datamining
[13] bedatabrilliant

Top Hashtags in Tweet in G2:
[91] datascibowl
[91] datascience
[52] ai
[42] datascientists
[40] machinelearning
[35] bigdata
[16] datamining
[15] ai4socialgood
[13] data4good
[9] datascichat

Top Hashtags in Tweet in G3:
[32] datascibowl
[29] datascience
[28] python
[3] datascientists
[2] ai
[2] machinelearning
[2] iot
[2] iiot
[2] rstats
[2] javascript

Top Hashtags in Tweet in G4:
[3] datascibowl
[1] passioncontinues
[1] datascience

Top Hashtags in Tweet in G5:
[1] datascibowl

Top Words
Top Words in Tweet in Entire Graph:
[215] Words in Sentiment List#1: Positive
[10] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7084] Non-categorized Words
[7309] Total Words
[232] kirkdborne
[213] #datascience
[204] boozallen
[193] #datascibowl
[123] #datascientists

Top Words in Tweet in G1:
[110] boozallen
[102] kirkdborne
[92] #datascience
[84] data
[79] #datascientists
[67] big
[67] list
[67] resources
[66] #datascibowl
[56] build

Top Words in Tweet in G2:
[125] kirkdborne
[91] #datascibowl
[91] boozallen
[91] #datascience
[75] kaggle
[56] bowl
[53] pbskids
[52] #ai
[47] fmfrancoise
[44] gp_pulipaka

Top Words in Tweet in G3:
[32] #datascibowl
[30] gp_pulipaka
[29] #datascience
[28] steppy
[28] lightweight
[28] #python
[28] library
[28] used
[28] competition
[28] 2018

Top Words in Tweet in G4:
[3] won
[3] very
[3] first
[3] silver
[3] kaggle
[3] competition
[3] #datascibowl
[3] happy
[3] results
[2] nirmalfdo

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:
[67] big,list
[67] list,resources
[56] build,data
[56] data,brilliance
[56] resources,#datascientists
[49] #datascience,bowl
[46] kirkdborne,build
[42] see,big
[32] 160,000
[31] brilliance,see

Top Word Pairs in Tweet in G2:
[54] #datascience,bowl
[37] boozallen,gp_pulipaka
[37] bowl,2019
[34] #datascibowl,nodexl
[34] nodexl,kirkdborne
[33] boozallen,pbskids
[32] 160,000
[31] 000,#datascience
[27] pbskids,kaggle
[26] kaggle,boozallen

Top Word Pairs in Tweet in G3:
[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 G4:
[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 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
@gp_pulipaka
@pbskids
@fmfrancoise
@rohnerjoe
@chidambara09
@3blnews

Top Mentioned in G1:
@boozallen
@kirkdborne
@kaggle
@pbskids
@3blnews
@fmfrancoise
@gp_pulipaka
@lifeatbooz
@rohnerjoe

Top Mentioned in G2:
@kirkdborne
@boozallen
@kaggle
@gp_pulipaka
@pbskids
@fmfrancoise
@rohnerjoe
@chidambara09
@rl
@rlingle

Top Mentioned in G3:
@gp_pulipaka
@kirkdborne
@boozallen
@pbskids
@kaggle
@wil_bielert

Top Mentioned in G4:
@nirmalfdo

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

Top Tweeters in G1:
@clairebotai
@itknowingness
@amazingchevvolt
@ssxman2
@7wdata
@xzpwedvhhh37i3c
@akdm_bot
@kirkdborne
@meladalklimat
@ritmonegro

Top Tweeters in G2:
@chidambara09
@morioka
@sshin6591
@justbementalist
@fmfrancoise
@lesguer_lionel
@thecuriousluke
@llnuxbot
@nvsdata
@tjo_datasci

Top Tweeters in G3:
@sectest9
@taieb_bot
@abdoul_official
@serverlessfan
@_reactdev
@rstatstweet
@wil_bielert
@cybersecurityn8
@machine_ml
@wynandbooysen

Top Tweeters in G4:
@srinath_perera
@dushanmjs
@nirmalfdo

Top Tweeters in G5:
@datagenius


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