#DataSciChat, Twitter, 11/16/2019 1:42:21 PM, 216563


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#DataSciChat_2019-11-16_05-35-31.xlsx
#DataSciChat_2019-11-16_05-35-31.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 16, 2019
Short Description:
#DataSciChat via NodeXL http://bit.ly/32UeA0k
@kirkdborne
@kaggle
@clairebramley97
@theadamgabriel
@boozallen
@gamergeeknews
@pbskids
@justbementalist
@rlingle
@sebd761

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

Description:
Description
The graph represents a network of 164 Twitter users whose recent tweets contained "#DataSciChat", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 16 November 2019 at 13:36 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 59-minute period from Friday, 08 November 2019 at 18:15 UTC to Saturday, 16 November 2019 at 13:15 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 : 164
Unique Edges : 319
Edges With Duplicates : 527
Total Edges : 846
Self-Loops : 154
Reciprocated Vertex Pair Ratio : 0.0226700251889169
Reciprocated Edge Ratio : 0.0443349753694581
Connected Components : 5
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 159
Maximum Edges in a Connected Component : 842
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.247311
Graph Density : 0.015187789914709
Modularity : 0.201261
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 164 Twitter users whose recent tweets contained "#DataSciChat", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 16 November 2019 at 13:36 UTC.

The tweets in the network were tweeted over the 7-day, 18-hour, 59-minute period from Friday, 08 November 2019 at 18:15 UTC to Saturday, 16 November 2019 at 13:15 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 : TwitterSearch
Graph Term : #DataSciChat
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
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[8] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[8] https://datasciencebowl.com/about/competitions/
[5] https://www.datasciencebowl.com/
[4] https://twitter.com/KirkDBorne/status/1193730506141114368
[4] https://twitter.com/kirkdborne/status/1192868324939567107
[3] https://www.amazon.com/gp/product/1491953241/ref=as_li_tl?ie=UTF8&camp=1789&creative=9325&creativeASIN=1491953241&linkCode=as2&tag=kirkdborne-20&linkId=b6361310ef663b84c00be09392378ddc
[3] https://www.sciencedirect.com/science/article/abs/pii/S0360131519303021?via%3Dihub
[3] https://mlexplained.com/2019/04/01/tricks-and-lessons-learned-from-getting-into-the-top-1-of-a-kaggle-competition/
[3] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F7-machine-learning-lessons-that-stuck-with-me-this-year-27138a96281b

Top URLs in Tweet in G1:
[3] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[1] https://www.kaggle.com/c/data-science-bowl-2019
[1] https://tweetedtimes.com/v/8957?s=tnp

Top URLs in Tweet in G2:
[7] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f
[6] https://datasciencebowl.com/about/competitions/
[3] https://www.datasciencebowl.com/
[2] https://twitter.com/KirkDBorne/status/1193730506141114368
[1] https://twitter.com/RohnerJoe/status/1193167143396708353
[1] https://twitter.com/search?q=(%23Data4Good%20OR%20%23AI4socialgood)%20(from:KirkDBorne)%20until:2019-11-01&src=typed_query&f=live
[1] https://twitter.com/KirkDBorne/status/1193738933798088704
[1] https://www.youtube.com/watch?v=W19sGuvX7lw&feature=youtu.be&t=1527

[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F7-machine-learning-lessons-that-stuck-with-me-this-year-27138a96281b
[1] https://twitter.com/KirkDBorne/status/1181186249257897985

Top URLs in Tweet in G3:
[1] https://pbskids.org/apps/pbs-kids-measure-up.html
[1] https://www.sciencedirect.com/science/article/abs/pii/S0360131519303021?via%3Dihub
[1] https://www.kaggle.com/robikscube/2019-data-science-bowl-an-introduction
[1] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f

Top URLs in Tweet in G4:
[4] https://twitter.com/kirkdborne/status/1192868324939567107
[4] https://www.kaggle.com/c/data-science-bowl-2019/leaderboard
[2] https://twitter.com/KirkDBorne/status/1193730506141114368
[2] https://twitter.com/search?q=(%23Data4Good%20OR%20%23AI4socialgood)%20(from:KirkDBorne)%20until:2019-11-01&src=typed_query&f=live
[2] https://datasciencebowl.com/about/competitions/
[2] https://www.datasciencebowl.com/
[2] https://www.youtube.com/watch?v=W19sGuvX7lw&feature=youtu.be&t=1527

[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2F7-machine-learning-lessons-that-stuck-with-me-this-year-27138a96281b
[2] https://www.sciencedirect.com/science/article/abs/pii/S0360131519303021?via%3Dihub
[2] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f

Top URLs in Tweet in G5:
[2] https://www.cognixia.com/webinars/#utm_source=Twitter&utm_medium=Twitter&utm_campaign=Twitter
[1] https://medium.com/fiverr-engineering/feature-selection-beyond-feature-importance-9b97e5a842f

Top URLs in Tweet in G6:
[2] https://twitter.com/clairebramley97

Top URLs in Tweet in G7:
[1] https://twitter.com/KirkDBorne/status/1194963193132503040

Top URLs in Tweet in G8:
[1] https://www.dqindia.com/data-science-changing-world/

Top Domains
Top Domains in Tweet in Entire Graph:
[90] twitter.com
[15] medium.com
[15] datasciencebowl.com
[13] kaggle.com
[8] bah.com
[3] amazon.com
[3] sciencedirect.com
[3] mlexplained.com
[3] youtube.com
[2] cognixia.com

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

Top Domains in Tweet in G2:
[11] twitter.com
[9] datasciencebowl.com
[9] medium.com
[5] bah.com
[2] kaggle.com
[1] youtube.com
[1] mlexplained.com
[1] amazon.com

Top Domains in Tweet in G3:
[1] pbskids.org
[1] sciencedirect.com
[1] kaggle.com
[1] medium.com

Top Domains in Tweet in G4:
[76] twitter.com
[6] kaggle.com
[6] datasciencebowl.com
[4] medium.com
[3] bah.com
[2] youtube.com
[2] sciencedirect.com
[2] amazon.com
[2] mlexplained.com
[2] oceansofdata.org

Top Domains in Tweet in G5:
[2] cognixia.com
[1] medium.com

Top Domains in Tweet in G6:
[2] twitter.com

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

Top Domains in Tweet in G8:
[1] dqindia.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[397] datascichat
[184] datascience
[179] datascibowl
[128] machinelearning
[83] bigdata
[74] ai
[38] edtech
[33] datascientists
[26] ai4socialgood
[24] data4good



Top Hashtags in Tweet in G1:
[35] datascibowl
[33] datascichat
[26] datascience
[21] machinelearning
[16] bigdata
[7] edtech
[3] ai
[3] ai4socialgood
[2] earlychildhoodeducation
[1] datascientist

Top Hashtags in Tweet in G2:
[173] datascichat
[75] datascience
[56] datascibowl
[51] machinelearning
[40] ai
[28] bigdata
[18] datascientists
[14] reinforcementlearning
[13] edtech
[11] data4good

Top Hashtags in Tweet in G3:
[24] datascichat
[10] datascibowl
[5] machinelearning
[4] datascience
[2] bigdata
[1] warcraft
[1] rohnerjoe
[1] jeremyr46362652
[1] boozallen
[1] pbskids

Top Hashtags in Tweet in G4:
[145] datascichat
[74] datascibowl
[72] datascience
[50] machinelearning
[37] bigdata
[31] ai
[18] edtech
[15] datascientists
[14] ai4socialgood
[13] data4good

Top Hashtags in Tweet in G5:
[14] datascichat
[9] edutwitter
[3] datascience
[3] datascibowl
[2] signup
[2] webinar
[2] today
[2] databreach
[1] powerbi
[1] edutech

Top Hashtags in Tweet in G6:
[4] datascichat
[4] hr
[3] jobsearch
[3] hiring
[3] boomeradvice
[3] it
[3] italy
[3] germany
[2] edutwitter
[2] datascience

Top Hashtags in Tweet in G7:
[3] datascichat
[1] datascience
[1] learndatascience

Top Hashtags in Tweet in G8:
[1] datascience
[1] datascichat
[1] datascientist

Top Words
Top Words in Tweet in Entire Graph:
[489] Words in Sentiment List#1: Positive
[23] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[14722] Non-categorized Words
[15234] Total Words
[512] #datascichat
[313] #datascibowl
[286] #datascience
[225] kirkdborne
[213] #machinelearning

Top Words in Tweet in G1:
[89] #datascichat
[74] #datascibowl
[59] #datascience
[55] #bigdata
[52] #edtech
[49] #machinelearning
[45] kaggle
[43] follow
[42] learn
[41] boozallen

Top Words in Tweet in G2:
[194] #datascichat
[119] #datascibowl
[111] #datascience
[86] #ai
[86] #machinelearning
[82] #bigdata
[60] learning
[42] #data4good
[38] data
[37] pbskids

Top Words in Tweet in G3:
[35] #datascichat
[21] #datascibowl
[15] kirkdborne
[10] data
[10] kaggle
[9] rohnerjoe
[9] pbskids
[9] #bigdata
[8] pbs
[8] kids

Top Words in Tweet in G4:
[176] kirkdborne
[166] #datascichat
[92] #datascibowl
[88] #datascience
[70] ht
[66] #machinelearning
[62] 2019
[59] kaggle
[59] #bigdata
[58] pbskids

Top Words in Tweet in G5:
[17] #datascichat
[15] #datascience
[11] follow
[10] thanks
[9] hi
[9] #edutwitter
[9] newbie
[9] data
[9] world
[9] hoping

Top Words in Tweet in G6:
[7] #datascichat
[6] #hr
[4] #datascience
[3] help
[3] follow
[3] hire
[3] dedicated
[3] staff
[3] comgenux
[3] systems

Top Words in Tweet in G7:
[3] #datascichat
[3] early
[2] a3
[2] truly
[2] believe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[100] boozallen,pbskids
[82] #datascience,bowl
[75] pbskids,kaggle
[69] ht,kirkdborne
[66] check,out
[64] transform,#edtech
[62] #datascichat,#datascibowl
[59] #bigdata,#datascience
[58] join,boozallen
[54] kirkdborne,#datascichat

Top Word Pairs in Tweet in G1:
[35] boozallen,pbskids
[35] transform,#edtech
[31] pbskids,kaggle
[30] #datascience,bowl
[29] 1pm,est
[25] join,boozallen
[23] follow,#datascichat
[23] learn,more
[22] #datascichat,#datascibowl
[22] twitter,chat

Top Word Pairs in Tweet in G2:
[31] #bigdata,#datascience
[31] video,games
[25] #datascience,#ai
[25] social,good
[22] #data4good,#ai4socialgood
[20] #datascience,bowl
[20] boozallen,pbskids
[18] check,out
[15] #ai,#machinelearning
[15] #machinelearning,#data4good

Top Word Pairs in Tweet in G3:
[9] #datascichat,#datascibowl
[8] pbs,kids
[7] check,out
[7] boozallen,pbskids
[5] kids,measure
[5] measure,up
[4] data,science
[4] transform,#edtech
[4] design,learning
[3] 2019,#datascibowl

Top Word Pairs in Tweet in G4:
[69] ht,kirkdborne
[51] kirkdborne,#datascichat
[36] boozallen,pbskids
[32] november,14
[29] #datascience,bowl
[27] kirk,borne
[27] pbskids,kaggle
[25] borne,kirkdborne
[25] 14,2019
[24] kirkdborne,november

Top Word Pairs in Tweet in G5:
[9] hi,#edutwitter
[9] #edutwitter,#datascichat
[9] #datascichat,newbie
[9] newbie,data
[9] data,world
[9] world,hoping
[9] hoping,help
[9] help,anyone
[9] anyone,recommend
[9] recommend,good

Top Word Pairs in Tweet in G6:
[3] hire,dedicated
[3] dedicated,staff
[3] staff,comgenux
[3] comgenux,systems
[3] systems,stay
[3] stay,easy
[3] easy,#jobsearch
[3] #jobsearch,#hr
[3] #hr,#hiring
[3] #hiring,#boomeradvice

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kaggle
@pbskids
@boozallen
@kirkdborne
@rohnerjoe
@jeremyr46362652
@rainydata
@harvardbiz
@datascience
@kidaptive

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

Top Mentioned in G2:
@pbskids
@kaggle
@boozallen
@jeremyr46362652
@rohnerjoe
@rainydata
@harvardbiz
@kidaptive
@enlearnorg
@kirkdborne

Top Mentioned in G3:
@kaggle
@pbskids
@boozallen
@rohnerjoe
@kirkdborne
@datascience
@jeremyr46362652
@kidaptive
@enlearnorg
@ucla_cresst

Top Mentioned in G4:
@kaggle
@boozallen
@pbskids
@rohnerjoe

Top Mentioned in G5:
@boozallen
@pbskids
@kaggle
@rainydata

Top Mentioned in G6:
@kaggle
@boozallen
@pbskids

Top Mentioned in G8:
@thejudgegroup

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@gamergeeknews
@chidambara09
@pvalsfr
@iam__network
@calcaware
@machinelearnflx
@ladylisadcantu1
@yukinari230
@btptechsearch

Top Tweeters in G1:
@machinelearnflx
@fmfrancoise
@machine_ml
@tiagoooliveira
@wynandbooysen
@tableteer
@msarozz
@urbansqr
@chuck_moeller
@markj_ohnson

Top Tweeters in G2:
@arkangelscrap
@calcaware
@yukinari230
@btptechsearch
@kirkdborne
@rnaudmeunier
@domingonarvaez1
@harvardbiz
@hernangraffe
@sphix_1

Top Tweeters in G3:
@pvalsfr
@ladylisadcantu1
@akdm_bot
@osowoiam
@pbskids
@whtrslugcaviie1
@kidaptive
@enlearnorg
@lizettesimons
@rohnerjoe

Top Tweeters in G4:
@chidambara09
@pardoe_ai
@thecuriousluke
@justbementalist
@scalarhumanity
@nvsdata
@thomashilbig2
@nyandy777
@wiomax_pa
@usdatascience

Top Tweeters in G5:
@rzembo
@ajkd
@keesmanmatthijs
@skp1621
@akashpatra26
@gullain_bisimwa
@edudatasci
@techlearninghub
@sebd761
@clairebramley97

Top Tweeters in G6:
@gamergeeknews
@iam__network
@linuxdreams
@comgenux

Top Tweeters in G7:
@divyeshardeshan
@bigrampoetry
@rachelwinfree

Top Tweeters in G8:
@dataquest_india
@thejudgegroup


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