#dataSciBowl, Twitter, 3/1/2021 7:47:13 PM, 249876


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#dataSciBowl_2021-03-01_08-37-21.xlsx
#dataSciBowl_2021-03-01_08-37-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 01, 2021
Short Description:
#dataSciBowl via NodeXL https://bit.ly/302kv4C
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@eli_krumova
@how_sustainable
@salhaj
@datasciencebot_
@boozallen
@johngmcnutt

Top hashtags:
#datascibowl
#ai
#datascience
#innovation
#data4good
#bigdata
#iot

Description:
Description
The graph represents a network of 94 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 March 2021 at 16:37 UTC.

The requested start date was Monday, 01 March 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 8-hour, 40-minute period from Friday, 04 December 2020 at 14:13 UTC to Sunday, 28 February 2021 at 22:54 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 : 94
Unique Edges : 142
Edges With Duplicates : 1092
Total Edges : 1234
Number of Edge Types : 5
Retweet : 144
MentionsInRetweet : 713
Mentions : 369
Replies to : 5
Tweet : 3
Self-Loops : 7
Reciprocated Vertex Pair Ratio : 0.0792682926829268
Reciprocated Edge Ratio : 0.146892655367232
Connected Components : 2
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 1234
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.318418
Graph Density : 0.0404941660947152
Modularity : 0.127015
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 94 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 March 2021 at 16:37 UTC.

The requested start date was Monday, 01 March 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 8-hour, 40-minute period from Friday, 04 December 2020 at 14:13 UTC to Sunday, 28 February 2021 at 22:54 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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[21] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248807
[20] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245938
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244329
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244327
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244252
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246461
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244253

Top URLs in Tweet in G1:
[4] https://dy.si/oeydWg
[1] https://engage.bah.com/Article/Redirect/a6d9010a-817d-40e2-8b9c-551442eeb30e?uc=30185&g=d389ef86-9dd8-44d8-99bf-4c04b08b8b6f&f=215512

Top URLs in Tweet in G2:
[17] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248807
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244329
[5] https://twitter.com/FmFrancoise/status/1320837252495429632
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245938
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246461
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244253
[2] https://twitter.com/Eli_Krumova/status/1361974173220958209
[2] https://twitter.com/FmFrancoise/status/1344005323909169152

Top URLs in Tweet in G3:
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=248807
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245938
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244327
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244252
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244329
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244253
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246461
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457

Top URLs in Tweet in G4:
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245938
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244253
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457

Top URLs in Tweet in G5:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243457
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246461
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243459

Top Domains
Top Domains in Tweet in Entire Graph:
[123] nodexlgraphgallery.org
[11] twitter.com
[4] dy.si
[1] bah.com

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

Top Domains in Tweet in G2:
[52] nodexlgraphgallery.org
[11] twitter.com

Top Domains in Tweet in G3:
[54] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[13] nodexlgraphgallery.org

Top Domains in Tweet in G5:
[4] nodexlgraphgallery.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] datascibowl
[71] ai
[70] datascience
[67] innovation
[54] data4good
[41] bigdata
[35] iot
[18] sustainability
[15] machinelearning
[13] influencers



Top Hashtags in Tweet in G1:
[25] datascience
[25] ai
[24] innovation
[12] datascientists
[8] cybersecurity
[5] machinelearning
[5] datascibowl
[4] bigdata
[4] opendata
[4] iot

Top Hashtags in Tweet in G2:
[63] datascibowl
[18] ai
[16] datascience
[15] innovation
[15] bigdata
[14] iot
[14] data4good
[9] influencers
[8] iiot
[8] iotpl

Top Hashtags in Tweet in G3:
[64] datascibowl
[35] data4good
[24] datascience
[24] ai
[24] innovation
[21] bigdata
[16] iot
[9] sustainability
[4] machinelearning
[4] influencers

Top Hashtags in Tweet in G4:
[19] datascibowl
[3] datascience
[3] ai
[3] innovation
[1] data4good
[1] bigdata
[1] iot
[1] sustainability

Top Hashtags in Tweet in G5:
[6] machinelearning
[5] socialgood
[5] modzychat
[5] datascibowl
[2] datascience
[1] tweetchat
[1] sdgs
[1] artificialintelligence
[1] al
[1] coder

Top Words
Top Words in Tweet in Entire Graph:
[173] kirkdborne
[159] fmfrancoise
[156] #datascibowl
[140] nodexl
[126] salhaj
[109] chidambara09
[105] sallyeaves
[72] eli_krumova
[71] #ai
[70] #datascience

Top Words in Tweet in G1:
[27] kirkdborne
[25] #datascience
[25] #ai
[24] power
[24] inform
[24] ignite
[24] social
[24] good
[24] opportunities
[24] inspire

Top Words in Tweet in G2:
[68] fmfrancoise
[63] #datascibowl
[63] nodexl
[62] kirkdborne
[48] chidambara09
[39] sallyeaves
[39] salhaj
[34] eli_krumova
[23] how_sustainable
[18] #ai

Top Words in Tweet in G3:
[64] #datascibowl
[63] fmfrancoise
[58] kirkdborne
[56] salhaj
[55] nodexl
[39] chidambara09
[38] sallyeaves
[35] #data4good
[29] eli_krumova
[26] how_sustainable

Top Words in Tweet in G4:
[24] salhaj
[23] fmfrancoise
[21] kirkdborne
[20] sallyeaves
[19] #datascibowl
[18] nodexl
[18] chidambara09
[17] how_sustainable
[16] zaloni
[13] reutsmichael1

Top Words in Tweet in G5:
[8] sallyeaves
[7] salhaj
[6] #machinelearning
[5] use
[5] #socialgood
[5] hope
[5] see
[5] join
[5] #modzychat
[5] today

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[110] #datascibowl,nodexl
[93] nodexl,kirkdborne
[61] sallyeaves,salhaj
[55] kirkdborne,fmfrancoise
[54] #datascience,#ai
[44] kirkdborne,sallyeaves
[35] fmfrancoise,zaloni
[33] power,#datascience
[33] #ai,inform
[33] inform,ignite

Top Word Pairs in Tweet in G1:
[24] power,#datascience
[24] #datascience,#ai
[24] #ai,inform
[24] inform,ignite
[24] ignite,social
[24] social,good
[24] good,opportunities
[24] opportunities,inspire
[24] inspire,drive
[24] drive,#innovation

Top Word Pairs in Tweet in G2:
[54] #datascibowl,nodexl
[41] nodexl,kirkdborne
[24] kirkdborne,fmfrancoise
[19] eli_krumova,#datascibowl
[17] sallyeaves,salhaj
[17] kirkdborne,rubiscape
[17] rubiscape,cloudpreacher
[17] cloudpreacher,chidambara09
[17] chidambara09,fmfrancoise
[14] fmfrancoise,chidambara09

Top Word Pairs in Tweet in G3:
[40] #datascibowl,nodexl
[36] nodexl,kirkdborne
[26] kirkdborne,fmfrancoise
[21] top,hashtags
[21] sallyeaves,salhaj
[19] #datascience,#ai
[16] hashtags,#datascibowl
[16] #innovation,#data4good
[16] #data4good,#bigdata
[16] #bigdata,#iot

Top Word Pairs in Tweet in G4:
[19] sallyeaves,salhaj
[16] kirkdborne,sallyeaves
[12] #datascibowl,nodexl
[12] nodexl,kirkdborne
[9] salhaj,fmfrancoise
[9] fmfrancoise,zaloni
[9] how_sustainable,eli_krumova
[9] eli_krumova,trendsinai
[8] zaloni,chidambara09
[8] reutsmichael1,how_sustainable

Top Word Pairs in Tweet in G5:
[5] use,#machinelearning
[5] #machinelearning,#socialgood
[5] #socialgood,hope
[5] hope,see
[5] see,join
[5] join,#modzychat
[5] #modzychat,today
[5] today,4pm
[5] 4pm,uk
[5] uk,kaggle

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@salhaj
@eli_krumova
@how_sustainable
@zaloni
@nodexl
@reutsmichael1

Top Mentioned in G1:
@kirkdborne
@boozallen

Top Mentioned in G2:
@kirkdborne
@fmfrancoise
@chidambara09
@sallyeaves
@eli_krumova
@nodexl
@salhaj
@how_sustainable
@zaloni
@rubiscape

Top Mentioned in G3:
@kirkdborne
@fmfrancoise
@salhaj
@chidambara09
@sallyeaves
@eli_krumova
@how_sustainable
@zaloni
@johngmcnutt
@reutsmichael1

Top Mentioned in G4:
@kirkdborne
@salhaj
@fmfrancoise
@sallyeaves
@chidambara09
@how_sustainable
@zaloni
@reutsmichael1
@eli_krumova
@trendsinai

Top Mentioned in G5:
@sallyeaves
@kaggle
@kirkdborne
@salhaj
@fmfrancoise
@zaloni
@chidambara09
@bo
@boozallen

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@codegnuts
@cybersecurityn8
@llnuxbot
@calcaware
@andrewmorrisuk
@ssxman2
@dataaugmented

Top Tweeters in G1:
@cybersecurityn8
@andrewmorrisuk
@nancyrubin
@thecuriousluke
@fabriciosx
@dirac7
@the404code
@kirkdborne
@sdgsbot
@blackpeopledata

Top Tweeters in G2:
@sectest9
@chidambara09
@ssxman2
@nvsdata
@botnowa
@iottogether
@godfrey_g_
@iotinternet
@eli_krumova
@nodexl

Top Tweeters in G3:
@dataaugmented
@fmfrancoise
@salhaj
@datasciencebot_
@vivianfrancos
@sassoftware
@albertoemachado
@johngmcnutt
@johnmaynardcpa
@drjosh

Top Tweeters in G4:
@cybersec_feeds
@codegnuts
@llnuxbot
@trendsinai
@30xcodes
@hernangraffe
@pyscalellc
@gautambashanta
@baski_la
@how_sustainable

Top Tweeters in G5:
@calcaware
@korieunfpa
@education_24x7
@elcavalos
@sallyeaves
@kaggle
@techbytes15
@techradiottt
@bo
@aishreer

Top Tweeters in G6:
@ca


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