#dataSciBowl, Twitter, 11/11/2019 4:26:58 PM, 216094


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#dataSciBowl_2019-11-11_08-00-02.xlsx
#dataSciBowl_2019-11-11_08-00-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 11, 2019
Short Description:
#dataSciBowl via NodeXL http://bit.ly/2CyKDbK
@kaggle
@kirkdborne
@boozallen
@pbskids
@rohnerjoe
@theadamgabriel
@jodercomm
@chidambara09
@wynandbooysen
@thecuriousluke

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

Description:
Description
The graph represents a network of 234 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, 11 November 2019 at 16:00 UTC.

The requested start date was Monday, 11 November 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 61-day, 8-hour, 36-minute period from Monday, 09 September 2019 at 13:59 UTC to Saturday, 09 November 2019 at 22:35 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 : 234
Unique Edges : 514
Edges With Duplicates : 378
Total Edges : 892
Number of Edge Types : 3
Mentions : 818
Replies to : 2
Tweet : 72
Self-Loops : 72
Reciprocated Vertex Pair Ratio : 0.00680272108843537
Reciprocated Edge Ratio : 0.0135135135135135
Connected Components : 4
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 230
Maximum Edges in a Connected Component : 890
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.355278
Graph Density : 0.0108580022743113
Modularity : 0.198572
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 234 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, 11 November 2019 at 16:00 UTC.

The requested start date was Monday, 11 November 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 61-day, 8-hour, 36-minute period from Monday, 09 September 2019 at 13:59 UTC to Saturday, 09 November 2019 at 22:35 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[62] https://dy.si/q3c4E
[15] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[14] https://dy.si/mKB3B
[9] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[8] https://datasciencebowl.com/
[8] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage
[7] https://twitter.com/KirkDBorne
[6] https://twitter.com/kirkdborne/status/1192868324939567107
[5] https://twitter.com/BoozAllen/status/1187355334572150784
[4] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=11775&g=721cb892-6601-4ebe-948c-f4e297460813&f=98130

Top URLs in Tweet in G1:
[4] 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

Top URLs in Tweet in G2:
[11] https://dy.si/q3c4E
[2] https://twitter.com/BoozAllen/status/1187355334572150784
[1] https://datasciencebowl.com/
[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
[1] https://insidebigdata.com/2019/10/28/competition-uses-ai-to-combat-inequities-in-early-childhood-education/

Top URLs in Tweet in G3:
[24] https://dy.si/q3c4E
[6] https://dy.si/mKB3B
[4] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[3] https://engage.bah.com/Article/Redirect/4aad0329-4bdf-4abc-bf77-6663bf2b06f0?uc=30185&g=a6201906-a8f2-4d87-b59a-38e975897aa0&f=98284
[3] http://dy.si/q3c4E
[2] https://datasciencebowl.com/
[1] https://datasciencebowl.com
[1] https://www.boozallen.com/e/media/press-release/2018-data-science-bowl-results.html
[1] https://finance.yahoo.com/amphtml/news/booz-allen-kaggle-pbs-kids-141800991.html
[1] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage

Top URLs in Tweet in G4:
[22] https://dy.si/q3c4E
[11] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[8] https://dy.si/mKB3B
[6] 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
[5] https://datasciencebowl.com/
[4] https://twitter.com/kirkdborne/status/1192868324939567107
[4] https://twitter.com/KirkDBorne
[3] https://twitter.com/KirkDBorne/status/1187775082174828544
[2] https://datasciencebowl.com

Top URLs in Tweet in G5:
[2] https://twitter.com/KirkDBorne
[1] https://dy.si/q3c4E
[1] http://www.datasciencebowl.com/

Top URLs in Tweet in G7:
[1] https://www.businesswire.com/news/home/20191024005601/en/Booz-Allen-Kaggle-PBS-KIDS-Partner-Leverage

Top Domains
Top Domains in Tweet in Entire Graph:
[79] dy.si
[50] twitter.com
[16] kaggle.com
[13] bah.com
[12] datasciencebowl.com
[8] businesswire.com
[3] yahoo.com
[3] boozallen.com
[2] datanami.com
[1] insidebigdata.com

Top Domains in Tweet in G1:
[4] dy.si
[1] kaggle.com

Top Domains in Tweet in G2:
[11] dy.si
[4] twitter.com
[1] datasciencebowl.com
[1] bah.com
[1] insidebigdata.com

Top Domains in Tweet in G3:
[33] dy.si
[4] bah.com
[4] kaggle.com
[4] twitter.com
[3] datasciencebowl.com
[1] boozallen.com
[1] yahoo.com
[1] businesswire.com

Top Domains in Tweet in G4:
[40] twitter.com
[30] dy.si
[11] kaggle.com
[8] bah.com
[7] datasciencebowl.com
[6] businesswire.com
[2] boozallen.com
[2] yahoo.com
[2] datanami.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] dy.si
[1] datasciencebowl.com

Top Domains in Tweet in G7:
[1] businesswire.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[280] datascience
[141] datascibowl
[125] ai
[67] bigdata
[64] machinelearning
[59] data4good
[57] datascientists
[48] ai4socialgood
[20] edtech
[16] deeplearning



Top Hashtags in Tweet in G1:
[61] datascience
[4] datascibowl
[4] ai

Top Hashtags in Tweet in G2:
[33] datascience
[18] datascibowl
[12] ai
[1] datascientists
[1] education

Top Hashtags in Tweet in G3:
[69] datascience
[46] ai
[43] datascibowl
[22] machinelearning
[21] bigdata
[20] ai4socialgood
[19] data4good
[18] datascientists
[11] edtech
[6] datascichat

Top Hashtags in Tweet in G4:
[113] datascience
[70] datascibowl
[59] ai
[43] bigdata
[40] machinelearning
[37] data4good
[36] datascientists
[27] ai4socialgood
[10] deeplearning
[9] edtech

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

Top Hashtags in Tweet in G6:
[1] world
[1] ar
[1] datascience
[1] ai
[1] datascibowl
[1] data4good
[1] ai4socialgood
[1] bigdata
[1] ml
[1] machinelearning

Top Hashtags in Tweet in G7:
[1] datascience
[1] datascientists
[1] bigdata
[1] datascibowl
[1] data4good
[1] ai
[1] a

Top Words
Top Words in Tweet in Entire Graph:
[352] Words in Sentiment List#1: Positive
[12] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9214] Non-categorized Words
[9578] Total Words
[313] kirkdborne
[297] boozallen
[277] #datascience
[251] â
[250] pbskids

Top Words in Tweet in G1:
[96] kaggle
[64] kirkdborne
[61] #datascience
[61] boozallen
[59] bowl
[57] pbskids
[44] data
[44] now
[44] live
[41] help

Top Words in Tweet in G2:
[73] boozallen
[62] pbskids
[60] data
[56] 2019
[48] now
[41] â
[40] ï
[38] bowl
[37] challenge
[37] kirkdborne

Top Words in Tweet in G3:
[96] â
[68] #datascience
[59] kirkdborne
[54] boozallen
[46] #ai
[45] pbskids
[43] #datascibowl
[40] now
[39] kaggle
[33] digital

Top Words in Tweet in G4:
[151] kirkdborne
[111] #datascience
[105] boozallen
[102] â
[84] pbskids
[78] ht
[78] kaggle
[70] #datascibowl
[59] #ai
[57] 2019

Top Words in Tweet in G5:
[4] #datascibowl
[4] challenge
[4] identify
[4] factors
[3] now
[3] boozallen
[3] passion
[3] project
[3] fortunate
[3] part

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

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[118] boozallen,kaggle
[108] kaggle,pbskids
[101] boozallen,pbskids
[98] #datascience,bowl
[98] 2019,#datascience
[91] early,childhood
[89] pbskids,partner
[87] kirkdborne,boozallen
[84] â,ï
[83] â,â

Top Word Pairs in Tweet in G1:
[40] 5th,annual
[40] annual,data
[40] data,science
[40] science,bowl
[40] bowl,competition
[40] competition,now
[40] now,live
[40] live,help
[40] help,educators
[40] educators,around

Top Word Pairs in Tweet in G2:
[36] registration,now
[36] now,open
[36] open,2019
[36] pbskids,challenge
[36] challenge,identify
[30] â,ï
[29] data,science
[29] science,bowl
[28] 2019,data
[28] identify,factors

Top Word Pairs in Tweet in G3:
[36] â,â
[31] #ai,social
[31] social,good
[30] world,digital
[30] digital,now
[30] power,#datascience
[30] #datascience,#ai
[24] â,ï
[22] kirkdborne,world
[22] learn,power

Top Word Pairs in Tweet in G4:
[74] ht,kirkdborne
[49] #datascience,bowl
[47] â,â
[46] boozallen,kaggle
[40] kaggle,pbskids
[39] boozallen,pbskids
[38] theadamgabriel,ht
[36] 2019,#datascience
[31] world,digital
[31] digital,now

Top Word Pairs in Tweet in G5:
[4] challenge,identify
[4] identify,factors
[3] passion,project
[3] project,fortunate
[3] fortunate,part
[3] part,5
[3] 5,years
[3] years,#datascibowl
[3] #datascibowl,launched
[3] launched,today

Top Replied-To
Top Replied-To in Entire Graph:
@evankirstel
@nedenttoldu

Top Replied-To in G3:
@evankirstel

Top Replied-To in G6:
@nedenttoldu

Top Mentioned
Top Mentioned in Entire Graph:
@boozallen
@kaggle
@kirkdborne
@pbskids
@theadamgabriel
@rohnerjoe
@booz
@rlingle
@iam__network

Top Mentioned in G1:
@kaggle
@kirkdborne
@boozallen
@pbskids

Top Mentioned in G2:
@boozallen
@pbskids
@kirkdborne
@kaggle
@rohnerjoe
@ronald_vanloon
@gp_pulipaka
@merv
@data_nerd
@granvilledsc

Top Mentioned in G3:
@kirkdborne
@boozallen
@pbskids
@kaggle
@theadamgabriel
@booz
@rohnerjoe
@techlearning
@nvidiaai

Top Mentioned in G4:
@theadamgabriel
@kirkdborne
@boozallen
@kaggle
@pbskids
@rlingle
@iam__network
@datanami

Top Mentioned in G5:
@jodercomm
@boozallen
@iam__network
@kaggle
@pbs
@kirkdborne
@pbskids

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@nosqldigest
@gamergeeknews
@evankirstel
@chidambara09
@itknowingness
@andysugs
@iam__network
@evanderburg
@richsimmondsza

Top Tweeters in G1:
@arkangelscrap
@evanderburg
@richsimmondsza
@akwyz
@yvesmulkers
@ssxman2
@bernardo_pirola
@openmarketingtv
@capagira
@u40

Top Tweeters in G2:
@itknowingness
@data_nerd
@ladylisadcantu1
@ronald_vanloon
@elcavalos
@tableteer
@rosycoaching
@merv
@thomashilbig2
@kdnuggets

Top Tweeters in G3:
@gamergeeknews
@evankirstel
@7wdata
@thecuriousluke
@kirkdborne
@justbementalist
@albertomunoz
@erkanguntore
@cabridea2
@hugoallanmori

Top Tweeters in G4:
@nosqldigest
@chidambara09
@ausshot3dave
@scalarhumanity
@machine_ml
@nvsdata
@wynandbooysen
@brainroaring
@e_nterdiscipl
@msarozz

Top Tweeters in G5:
@iam__network
@07swordking
@pbs
@dataioticshub
@jodercomm

Top Tweeters in G6:
@nedenttoldu
@nihalertugrul

Top Tweeters in G7:
@andysugs
@booza


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