#dataSciBowl, Twitter, 9/19/2022 11:00:12 PM, 282130


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#dataSciBowl_2022-09-19_11-30-01.xlsx
#dataSciBowl_2022-09-19_11-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2022
Short Description:
#dataSciBowl via NodeXL https://bit.ly/3Um8m5k
@eli_krumova
@chidambara09
@nodexl
@this0499154500
@michaelbathurst
@fmfrancoise
@salhaj
@docassar
@albertoemachado
@shoutmgb

Top hashtags:
#datascibowl
#socialmedia
#nodexl
#bigdata
#twitter
#datascience
#ai
#smm

Description:
Description
The graph represents a network of 99 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, 19 September 2022 at 18:30 UTC.

The requested start date was Monday, 19 September 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 101-day, 22-hour, 29-minute period from Friday, 03 June 2022 at 09:56 UTC to Tuesday, 13 September 2022 at 08:26 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 : 99
Unique Edges : 238
Edges With Duplicates : 2973
Total Edges : 3211
Number of Edge Types : 4
Retweet : 336
MentionsInRetweet : 2137
Mentions : 692
Replies to : 46
Self-Loops : 26
Reciprocated Vertex Pair Ratio : 0.0805243445692884
Reciprocated Edge Ratio : 0.149046793760832
Connected Components : 3
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 97
Maximum Edges in a Connected Component : 3211
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.936019
Graph Density : 0.059472273757988
Modularity : 0.052329
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 99 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, 19 September 2022 at 18:30 UTC.

The requested start date was Monday, 19 September 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 101-day, 22-hour, 29-minute period from Friday, 03 June 2022 at 09:56 UTC to Tuesday, 13 September 2022 at 08:26 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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[59] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[41] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556
[31] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278259
[25] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[19] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281366
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281796
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277004
[2] https://twitter.com/this0499154500/status/1561924048350740493
[2] https://twitter.com/docassar/status/1559328738428477445

Top URLs in Tweet in G1:
[25] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[21] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[10] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281366
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[2] https://twitter.com/docassar/status/1559328738428477445
[2] https://twitter.com/this0499154500/status/1561924048350740493
[1] https://twitter.com/Eli_Krumova/status/1559584730898726913
[1] https://twitter.com/Eli_Krumova/status/1559583623585595392
[1] https://twitter.com/this0499154500/status/1559410942697431041

Top URLs in Tweet in G2:
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278259
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281366
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281796
[1] http://www.connectedaction.net/shop/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277004

Top URLs in Tweet in G3:
[17] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278259
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281796
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281366
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277004

Top URLs in Tweet in G4:
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=278259
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281366
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281796
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=277004

Top URLs in Tweet in G5:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=279400
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280961
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280139
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280556

Top Domains
Top Domains in Tweet in Entire Graph:
[253] nodexlgraphgallery.org
[18] twitter.com
[1] connectedaction.net

Top Domains in Tweet in G1:
[67] nodexlgraphgallery.org
[18] twitter.com

Top Domains in Tweet in G2:
[72] nodexlgraphgallery.org
[1] connectedaction.net

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[396] datascibowl
[138] socialmedia
[134] nodexl
[128] bigdata
[125] twitter
[98] datascience
[67] ai
[49] smm
[39] smm2022
[28] top10



Top Hashtags in Tweet in G1:
[124] datascibowl
[62] nodexl
[60] socialmedia
[58] bigdata
[58] datascience
[57] twitter
[31] ai
[25] smm
[25] smm2022
[17] stem

Top Hashtags in Tweet in G2:
[121] datascibowl
[43] socialmedia
[40] bigdata
[38] twitter
[37] nodexl
[13] ai
[13] datascience
[7] smm
[5] top10
[4] smm2022

Top Hashtags in Tweet in G3:
[87] datascibowl
[18] nodexl
[17] socialmedia
[13] twitter
[13] bigdata
[11] datascience
[10] smm
[8] smm2022
[8] ai
[7] top10

Top Hashtags in Tweet in G4:
[49] datascibowl
[9] nodexl
[9] socialmedia
[9] bigdata
[8] ai
[8] twitter
[8] datascience
[4] top10
[4] smm
[2] machinelearning

Top Hashtags in Tweet in G5:
[15] datascibowl
[9] socialmedia
[9] twitter
[8] nodexl
[8] bigdata
[8] datascience
[7] ai
[3] smm
[2] happytuesday
[2] tuesdaymotivaton

Top Words
Top Words in Tweet in Entire Graph:
[568] nodexl
[473] eli_krumova
[396] #datascibowl
[394] michaelbathurst
[391] this0499154500
[341] chidambara09
[258] salhaj
[233] fmfrancoise
[213] docassar
[204] shoutmgb

Top Words in Tweet in G1:
[124] #datascibowl
[107] nodexl
[87] eli_krumova
[62] this0499154500
[62] #nodexl
[61] chidambara09
[60] #socialmedia
[58] #bigdata
[58] #datascience
[57] #twitter

Top Words in Tweet in G2:
[199] nodexl
[151] eli_krumova
[130] michaelbathurst
[125] this0499154500
[121] #datascibowl
[83] salhaj
[83] chidambara09
[71] fmfrancoise
[64] shoutmgb
[62] docassar

Top Words in Tweet in G3:
[148] nodexl
[137] eli_krumova
[117] michaelbathurst
[114] this0499154500
[110] chidambara09
[87] #datascibowl
[75] salhaj
[68] fmfrancoise
[58] shoutmgb
[58] docassar

Top Words in Tweet in G4:
[69] nodexl
[56] eli_krumova
[53] michaelbathurst
[51] this0499154500
[49] #datascibowl
[47] chidambara09
[32] salhaj
[24] fmfrancoise
[19] docassar
[19] shoutmgb

Top Words in Tweet in G5:
[45] nodexl
[42] eli_krumova
[41] docassar
[40] chidambara09
[39] this0499154500
[39] michaelbathurst
[39] fmfrancoise
[39] salhaj
[39] shoutmgb
[36] top

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[260] #datascibowl,nodexl
[188] michaelbathurst,this0499154500
[129] chidambara09,michaelbathurst
[118] eli_krumova,salhaj
[117] this0499154500,eli_krumova
[113] nodexl,eli_krumova
[101] #datascibowl,#nodexl
[100] nodexl,salhaj
[82] michaelbathurst,nodexl
[82] shoutmgb,docassar

Top Word Pairs in Tweet in G1:
[67] #datascibowl,nodexl
[46] #datascibowl,#nodexl
[41] #nodexl,#socialmedia
[39] eli_krumova,#datascibowl
[34] #socialmedia,#bigdata
[33] #bigdata,#twitter
[25] chidambara09,michaelbathurst
[24] #smm,#smm2022
[23] michaelbathurst,this0499154500
[21] #ai,#datascience

Top Word Pairs in Tweet in G2:
[81] #datascibowl,nodexl
[60] michaelbathurst,this0499154500
[41] nodexl,eli_krumova
[39] this0499154500,eli_krumova
[38] eli_krumova,salhaj
[37] chidambara09,michaelbathurst
[30] #bigdata,#twitter
[29] michaelbathurst,nodexl
[28] nodexl,salhaj
[27] #datascibowl,#nodexl

Top Word Pairs in Tweet in G3:
[67] #datascibowl,nodexl
[53] michaelbathurst,this0499154500
[37] chidambara09,michaelbathurst
[34] nodexl,eli_krumova
[33] eli_krumova,salhaj
[32] this0499154500,eli_krumova
[31] eli_krumova,chidambara09
[30] nodexl,salhaj
[27] this0499154500,nodexl
[27] salhaj,fmfrancoise

Top Word Pairs in Tweet in G4:
[39] #datascibowl,nodexl
[28] michaelbathurst,this0499154500
[26] chidambara09,michaelbathurst
[21] this0499154500,eli_krumova
[21] eli_krumova,salhaj
[17] nodexl,eli_krumova
[13] nodexl,chidambara09
[12] this0499154500,chidambara09
[9] shoutmgb,docassar
[9] eli_krumova,this0499154500

Top Word Pairs in Tweet in G5:
[31] top,10
[24] michaelbathurst,this0499154500
[22] chidambara09,fmfrancoise
[21] albertoemachado,top
[18] eli_krumova,salhaj
[18] shoutmgb,albertoemachado
[18] nodexl,salhaj
[18] shoutmgb,docassar
[17] this0499154500,eli_krumova
[16] salhaj,shoutmgb

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@eli_krumova
@nodexl
@this0499154500
@michaelbathurst
@chidambara09
@salhaj
@fmfrancoise
@docassar
@shoutmgb
@albertoemachado

Top Mentioned in G1:
@nodexl
@eli_krumova
@this0499154500
@chidambara09
@michaelbathurst
@docassar
@salhaj
@fmfrancoise
@shoutmgb
@albertoemachado

Top Mentioned in G2:
@this0499154500
@eli_krumova
@nodexl
@michaelbathurst
@chidambara09
@salhaj
@shoutmgb
@docassar
@fmfrancoise
@albertoemachado

Top Mentioned in G3:
@eli_krumova
@this0499154500
@chidambara09
@michaelbathurst
@nodexl
@salhaj
@fmfrancoise
@docassar
@shoutmgb
@albertoemachado

Top Mentioned in G4:
@eli_krumova
@this0499154500
@michaelbathurst
@chidambara09
@nodexl
@salhaj
@fmfrancoise
@docassar
@shoutmgb
@albertoemachado

Top Mentioned in G5:
@eli_krumova
@docassar
@chidambara09
@nodexl
@michaelbathurst
@fmfrancoise
@salhaj
@shoutmgb
@this0499154500
@albertoemachado

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@codedailybot
@botraj1
@fabriciosx
@goaidev
@codewithtwitchi
@fluttbot
@xeronbot
@godfrey_g_

Top Tweeters in G1:
@wrix2
@scalarhumanity
@corpus_news
@markj_ohnson
@pawansomanchi
@eli_krumova
@hackingdom_io
@mary_gambara
@developerkc
@makifa_network

Top Tweeters in G2:
@chidambara09
@pyscalellc
@rosiaxbot
@fmfrancoise
@xthebigdatabotx
@techie_wiz
@barron00
@betamoroney
@_jakashi
@smm_news_feed

Top Tweeters in G3:
@fabriciosx
@godfrey_g_
@botfemale
@wordpressvee
@metoscm
@albertoemachado
@vegasazure
@dqserv
@micha
@this0499154500

Top Tweeters in G4:
@codewithtwitchi
@thecuriousluke
@b0tsci
@datasciencebot_
@salhaj
@michaelbathurst
@nvsdata
@readtechhere
@enrikelopez
@suebecks

Top Tweeters in G5:
@xaelbot
@codedailybot
@botraj1
@goaidev
@fluttbot
@xeronbot
@pythonroboto
@shoutmgb
@pythonbot_by_pm
@c4d_official

Top Tweeters in G6:
@a
@nodea