#dataSciBowl, Twitter, 6/1/2020 5:49:37 PM, 228630


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#dataSciBowl_2020-06-01_06-51-01.xlsx
#dataSciBowl_2020-06-01_06-51-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 01, 2020
Short Description:
#dataSciBowl via NodeXL https://bit.ly/2zQqYpN
@kirkdborne
@chidambara09
@boozallen
@kaggle
@rlingle
@llnuxbot
@trippbraden
@fmfrancoise
@hazloe3
@ndroid_techk

Top hashtags:
#datascibowl
#datascience
#ai
#bigdata
#machinelearning
#data4good
#ai4good
#datascientists

Description:
Description
The graph represents a network of 88 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, 01 June 2020 at 13:51 UTC.

The requested start date was Monday, 01 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 86-day, 18-hour, 41-minute period from Sunday, 01 March 2020 at 11:40 UTC to Wednesday, 27 May 2020 at 06:21 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 : 88
Unique Edges : 236
Edges With Duplicates : 532
Total Edges : 768
Number of Edge Types : 5
Retweet : 115
MentionsInRetweet : 497
Tweet : 9
Mentions : 142
Replies to : 5
Self-Loops : 15
Reciprocated Vertex Pair Ratio : 0.0484330484330484
Reciprocated Edge Ratio : 0.0923913043478261
Connected Components : 2
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 87
Maximum Edges in a Connected Component : 768
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 2.1123
Graph Density : 0.0480668756530825
Modularity : 0.197056
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 88 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, 01 June 2020 at 13:51 UTC.

The requested start date was Monday, 01 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 86-day, 18-hour, 41-minute period from Sunday, 01 March 2020 at 11:40 UTC to Wednesday, 27 May 2020 at 06:21 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:
[15] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=228271
[9] https://datasciencebowl.com/about/competitions/
[8] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=9748aa6d-de30-487a-9032-6aabd4ca48d9&f=136599
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224957
[5] https://dy.si/q3c4E
[5] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=fc7db978-ce81-4e97-b740-122248cf0a1b&f=136598
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221961
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223523
[4] https://finance.yahoo.com/news/using-data-science-advance-educational-130000881.html

Top URLs in Tweet in G1:
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=228271
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=223523
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=221961
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224957
[2] https://swisscognitive.ch/2020/03/18/how-machine-learning-artificial-intelligence-is-changing-the-face-of-education-industry/
[2] https://finance.yahoo.com/news/using-data-science-advance-educational-130000881.html
[2] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=9748aa6d-de30-487a-9032-6aabd4ca48d9&f=136599
[2] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=226864
[1] https://datasciencebowl.com/about/competitions/

Top URLs in Tweet in G2:
[3] https://datasciencebowl.com/about/competitions/
[2] https://dy.si/q3c4E
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=fc7db978-ce81-4e97-b740-122248cf0a1b&f=136598
[1] https://twitter.com/kirkdborne/status/1248269570701512707

Top URLs in Tweet in G3:
[10] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good
[6] https://engage.bah.com/Article/Redirect/bccb5b18-6c11-4920-a421-fc94857f886d?uc=30185&g=9748aa6d-de30-487a-9032-6aabd4ca48d9&f=136599
[3] https://datasciencebowl.com/about/competitions/
[3] https://engage.bah.com/Article/Redirect/0b81f7df-fd2a-4fec-ac03-5f73ac21d6e5?uc=30185&g=09b497ae-b957-4652-ba2e-f3f98affe5fa&f=138288
[3] https://engage.bah.com/Article/Redirect/f0385e90-0036-4f78-a5db-bba159ed6556?uc=30185&g=099a0253-e900-45f7-aaa1-e278507b589a&f=138864
[2] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=fc7db978-ce81-4e97-b740-122248cf0a1b&f=136598
[2] https://finance.yahoo.com/news/using-data-science-advance-educational-130000881.html
[1] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[1] https://www.kaggle.com/c/data-science-bowl-2019/notebooks
[1] https://dy.si/q3c4E

Top URLs in Tweet in G5:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224957
[3] https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good
[2] http://out.faveeo.com/?url=https://www.mckinsey.com/featured-insights/artificial-intelligence/applying-artificial-intelligence-for-social-good&vertical=future-of-work&lang=en&family=en
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=228271
[2] https://datasciencebowl.com/about/competitions/
[1] https://engage.bah.com/Article/Redirect/51e6fd53-9267-41c2-ba5b-1c5f2d585aec?uc=30185&g=fc7db978-ce81-4e97-b740-122248cf0a1b&f=136598
[1] https://dy.si/q3c4E

Top Domains
Top Domains in Tweet in Entire Graph:
[28] nodexlgraphgallery.org
[24] bah.com
[15] mckinsey.com
[10] datasciencebowl.com
[9] twitter.com
[5] dy.si
[4] yahoo.com
[3] kaggle.com
[3] 3blmedia.com
[2] faveeo.com

Top Domains in Tweet in G1:
[22] nodexlgraphgallery.org
[8] twitter.com
[5] bah.com
[2] swisscognitive.ch
[2] yahoo.com
[2] datasciencebowl.com
[2] mckinsey.com
[1] kaggle.com
[1] 3blmedia.com
[1] dy.si

Top Domains in Tweet in G2:
[3] datasciencebowl.com
[2] dy.si
[1] bah.com
[1] twitter.com

Top Domains in Tweet in G3:
[17] bah.com
[10] mckinsey.com
[3] datasciencebowl.com
[2] kaggle.com
[2] 3blmedia.com
[2] yahoo.com
[1] dy.si
[1] medium.com
[1] businesswire.com
[1] apnews.com

Top Domains in Tweet in G5:
[5] nodexlgraphgallery.org
[3] mckinsey.com
[2] faveeo.com
[2] datasciencebowl.com
[1] bah.com
[1] dy.si

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[89] datascibowl
[75] datascience
[58] ai
[52] bigdata
[46] machinelearning
[36] data4good
[24] ai4good
[21] datascientists
[16] datascientist
[16] artificialintelligence



Top Hashtags in Tweet in G1:
[44] datascibowl
[26] datascience
[23] bigdata
[22] ai
[18] machinelearning
[9] data4good
[8] datascientists
[8] ai4good
[6] datascientist
[5] iot

Top Hashtags in Tweet in G2:
[13] datascience
[7] ai
[7] bigdata
[5] earlychildhoodeducation
[5] machinelearning
[5] datascibowl
[5] datascientist
[3] algorithms
[1] ilovemyjob

Top Hashtags in Tweet in G3:
[32] datascience
[29] datascibowl
[25] ai
[24] data4good
[20] machinelearning
[18] bigdata
[16] ai4good
[11] datascientists
[9] artificialintelligence
[8] earlychildhoodeducation

Top Hashtags in Tweet in G5:
[11] datascibowl
[4] bigdata
[4] ai
[4] datascience
[3] machinelearning
[3] artificialintelligence
[3] data4good
[2] futureofwork
[2] industry40
[2] automation

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[63] kirkdborne
[58] fmfrancoise
[53] boozallen
[45] kaggle
[43] #datascibowl
[42] nodexl
[39] chidambara09
[35] rlingle
[26] #datascience
[25] pbskids

Top Words in Tweet in G2:
[19] kirkdborne
[19] boozallen
[14] kaggle
[13] #datascience
[12] gt
[8] pbskids
[8] winning
[7] bowl
[7] #ai
[7] #bigdata

Top Words in Tweet in G3:
[32] #datascience
[29] #datascibowl
[27] bowl
[25] #ai
[25] kirkdborne
[24] #data4good
[22] boozallen
[20] #machinelearning
[19] kaggle
[18] #bigdata

Top Words in Tweet in G4:
[4] chidambara09
[4] fmfrancoise
[4] kirkdborne
[3] gp_pulipaka
[3] ronald_vanloon
[3] primary_immune
[3] hubofml
[3] spirosmargaris
[3] theinsaneapp
[3] clairebotai

Top Words in Tweet in G5:
[18] kirkdborne
[11] #datascibowl
[11] boozallen
[11] fmfrancoise
[8] kaggle
[6] applying
[6] social
[6] good
[6] gt
[6] nodexl

Top Word Pairs
Top Word Pairs in Tweet in G2:
[38] boozallen,kaggle
[23] gt,gt
[22] kirkdborne,boozallen
[22] kaggle,pbskids
[20] pbskids,#datascience
[16] #datascience,bowl's
[16] bowl's,winning
[15] winning,algorithms
[15] algorithms,#earlychildhoodeducation
[15] zero,#machinelearning

Top Word Pairs in Tweet in G3:
[10] #datascibowl,#data4good
[8] data,science
[5] science,bowl
[5] #datascience,bowl
[5] using,#datascience
[5] #datascience,advance
[5] advance,educational
[5] educational,tools
[5] tools,young
[5] young,children

Top Word Pairs in Tweet in G4:
[18] chidambara09,fmfrancoise
[15] fmfrancoise,gp_pulipaka
[15] gp_pulipaka,kirkdborne
[12] kirkdborne,ronald_vanloon
[11] ronald_vanloon,primary_immune
[11] primary_immune,hubofml
[11] hubofml,spirosmargaris
[11] spirosmargaris,theinsaneapp
[11] theinsaneapp,clairebotai

Top Word Pairs in Tweet in G5:
[4] social,good
[3] boozallen,kaggle
[3] fmfrancoise,#datascibowl
[3] #datascibowl,nodexl
[3] nodexl,kirkdborne
[3] gt,gt
[3] data,science
[3] science,bowl
[3] bowl,competitions
[] kirkdborne,chidambara09

Top Word Pairs in Tweet in G6:

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

Top Replied-To in G1:
@fmfrancoise

Top Replied-To in G3:
@educofin

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@boozallen
@kaggle
@chidambara09
@fmfrancoise
@pbskids
@rlingle
@trippbraden
@llnuxbot
@hazloe3

Top Mentioned in G1:
@kirkdborne
@boozallen
@chidambara09
@kaggle
@fmfrancoise
@rlingle
@trippbraden
@pbskids
@llnuxbot
@hazloe3

Top Mentioned in G2:
@kirkdborne
@boozallen
@kaggle
@pbskids
@joshdsullivan
@rohnerjoe

Top Mentioned in G3:
@kirkdborne
@boozallen
@kaggle
@pbskids
@mckinsey
@rohnerjoe
@joshdsullivan
@fmfrancoise
@chidambara09
@trippbraden

Top Mentioned in G4:
@chidambara09
@fmfrancoise
@kirkdborne
@gp_pulipaka
@ronald_vanloon
@primary_immune
@hubofml
@spirosmargaris
@theinsaneapp
@clairebotai

Top Mentioned in G5:
@kirkdborne
@boozallen
@kaggle
@fmfrancoise
@chidambara09
@trippbraden
@rl
@rlingle
@mckinsey
@trippb

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@clairebotai
@chidambara09
@cybersec_feeds
@realblack212
@calcaware
@taieb_bot
@trippbraden
@justbementalist
@llnuxbot

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersec_feeds
@calcaware
@taieb_bot
@llnuxbot
@cybersecurityn8
@akdm_bot
@fmfrancoise
@womencodersbot

Top Tweeters in G2:
@realblack212
@justbementalist
@dariosailor86
@thecuriousluke
@machine_ml
@msarozz
@max_lyashko
@terence_mills
@szetoinsitu
@sundaramshrik

Top Tweeters in G3:
@scalarhumanity
@kirkdborne
@wynandbooysen
@industryai
@rodor1960
@eintsein1980
@iotworlds
@andreapontex
@mfuturetech
@calmsannic

Top Tweeters in G4:
@clairebotai
@websecurityit
@dataaugmented
@spirosmargaris
@ronald_vanloon
@primary_immune
@ndroid_techk
@theinsaneapp

Top Tweeters in G5:
@trippbraden
@hubofml
@futureof_work
@almanafsivi
@educofin
@rl

Top Tweeters in G6:
@3ba


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