#dataSciBowl, Twitter, 11/4/2020 10:32:30 AM, 239413


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#dataSciBowl_2020-11-03_07-37-21.xlsx
#dataSciBowl_2020-11-03_07-37-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 04, 2020
Short Description:
#dataSciBowl via NodeXL https://bit.ly/3er2JhQ
@kirkdborne
@rubiscape
@chidambara09
@cloudpreacher
@fmfrancoise
@how_sustainable
@ssxman2
@datasciencebot_
@cdaitgt
@pansares

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

Description:
Description
The graph represents a network of 182 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 Tuesday, 03 November 2020 at 15:37 UTC.

The requested start date was Monday, 02 November 2020 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, 12-hour, 47-minute period from Monday, 03 August 2020 at 22:28 UTC to Thursday, 29 October 2020 at 11:15 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 : 182
Unique Edges : 216
Edges With Duplicates : 1319
Total Edges : 1535
Number of Edge Types : 5
MentionsInRetweet : 935
Mentions : 254
Retweet : 333
Tweet : 6
Replies to : 7
Self-Loops : 11
Reciprocated Vertex Pair Ratio : 0.06187624750499
Reciprocated Edge Ratio : 0.116541353383459
Connected Components : 2
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 181
Maximum Edges in a Connected Component : 1535
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.241812
Graph Density : 0.0161495962600935
Modularity : 0.158384
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 182 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 Tuesday, 03 November 2020 at 15:37 UTC.

The requested start date was Monday, 02 November 2020 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, 12-hour, 47-minute period from Monday, 03 August 2020 at 22:28 UTC to Thursday, 29 October 2020 at 11:15 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 : 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:
[55] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[22] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[12] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[10] https://dy.si/oeydWg
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=232807
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=236165
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=236292
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=233394
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237813

Top URLs in Tweet in G1:
[9] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[8] https://dy.si/oeydWg
[1] https://engage.bah.com/Article/Redirect/502d307f-3182-4299-926d-5813c9abdbaa?uc=30185&g=4427dca7-0e6d-4ffb-8ba1-34d0558f50ec&f=160823
[1] https://engage.bah.com/Article/Redirect/0b81f7df-fd2a-4fec-ac03-5f73ac21d6e5?uc=30185&g=09b497ae-b957-4652-ba2e-f3f98affe5fa&f=138288
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=233394

Top URLs in Tweet in G2:
[23] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=236165
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=236292
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238244
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237813

Top URLs in Tweet in G3:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[2] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237813
[1] https://dy.si/oeydWg

Top URLs in Tweet in G4:
[13] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[11] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=232807
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=233394
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231750
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234020
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=236165
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238244

Top URLs in Tweet in G5:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238836
[3] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=235610
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=238926
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231750
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=232317
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=232807
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=233394
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234020
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=237813

Top URLs in Tweet in G6:
[5] https://www.datasciencecentral.com/profiles/blogs/iot-s-purview-on-current-environmental-conditions

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[213] datascience
[213] ai
[197] innovation
[159] datascibowl
[82] iot
[67] sustainability
[50] bigdata
[34] data4good
[24] machinelearning
[17] datascientists



Top Hashtags in Tweet in G1:
[104] datascience
[104] ai
[100] innovation
[17] iot
[13] datascibowl
[12] bigdata
[12] machinelearning
[12] ai4good
[12] data4good
[12] datascientists

Top Hashtags in Tweet in G2:
[23] iot
[23] sustainability
[20] datascibowl
[18] datascience
[18] ai
[17] innovation
[3] bigdata
[1] machinelearning
[1] opendata
[1] iiot

Top Hashtags in Tweet in G3:
[36] datascience
[36] ai
[36] innovation
[11] datascibowl
[3] iot
[2] sustainability
[1] machinelearning
[1] bigdata
[1] opendata
[1] iotpl

Top Hashtags in Tweet in G4:
[79] datascibowl
[37] datascience
[33] ai
[29] innovation
[24] iot
[24] sustainability
[21] bigdata
[16] data4good
[8] earlychildhoodeducation
[7] machinelearning

Top Hashtags in Tweet in G5:
[34] datascibowl
[19] ai
[15] datascience
[14] innovation
[10] iot
[8] bigdata
[6] twitter
[5] socialmedia
[4] sustainability
[3] digital

Top Hashtags in Tweet in G6:
[5] iot
[5] sustainability
[5] bigdata
[3] datascience
[3] ai
[2] machinelearning
[2] iiot
[2] iotpl
[2] datascientists
[2] data4good

Top Words
Top Words in Tweet in Entire Graph:
[309] kirkdborne
[213] #datascience
[213] #ai
[197] #innovation
[183] fmfrancoise
[179] power
[179] inform
[179] ignite
[179] social
[179] good

Top Words in Tweet in G1:
[104] #datascience
[104] #ai
[100] power
[100] inform
[100] ignite
[100] social
[100] good
[100] opportunities
[100] inspire
[100] drive

Top Words in Tweet in G2:
[52] kirkdborne
[41] cloudpreacher
[38] fmfrancoise
[28] chidambara09
[23] role
[23] #iot
[23] #sustainability
[23] addressing
[23] current
[23] environmental

Top Words in Tweet in G3:
[36] power
[36] #datascience
[36] #ai
[36] inform
[36] ignite
[36] social
[36] good
[36] opportunities
[36] inspire
[36] drive

Top Words in Tweet in G4:
[92] kirkdborne
[87] fmfrancoise
[79] #datascibowl
[68] chidambara09
[60] nodexl
[44] cloudpreacher
[41] ssxman2
[37] #datascience
[36] rubiscape
[34] boozallen

Top Words in Tweet in G5:
[37] fmfrancoise
[37] nodexl
[34] kirkdborne
[34] #datascibowl
[19] #ai
[18] chidambara09
[15] #datascience
[14] #innovation
[14] rubiscape
[14] cloudpreacher

Top Words in Tweet in G6:
[5] role
[5] #iot
[5] #sustainability
[5] addressing
[5] current
[5] environmental
[5] conditions
[5] #bigdata
[3] #datascience
[3] #ai

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[199] #datascience,#ai
[179] power,#datascience
[179] #ai,inform
[179] inform,ignite
[179] ignite,social
[179] social,good
[179] good,opportunities
[179] opportunities,inspire
[179] inspire,drive
[179] drive,#innovation

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

Top Word Pairs in Tweet in G2:
[23] role,#iot
[23] #iot,#sustainability
[23] #sustainability,addressing
[23] addressing,current
[23] current,environmental
[23] environmental,conditions
[21] increasing,role
[18] #datascience,#ai
[18] fmfrancoise,#datascibowl
[18] #datascibowl,nodexl

Top Word Pairs in Tweet in G3:
[36] power,#datascience
[36] #datascience,#ai
[36] #ai,inform
[36] inform,ignite
[36] ignite,social
[36] social,good
[36] good,opportunities
[36] opportunities,inspire
[36] inspire,drive
[36] drive,#innovation

Top Word Pairs in Tweet in G4:
[59] #datascibowl,nodexl
[44] nodexl,kirkdborne
[41] fmfrancoise,#datascibowl
[35] kirkdborne,rubiscape
[28] #datascience,#ai
[22] kirkdborne,boozallen
[22] #iot,#sustainability
[22] chidambara09,fmfrancoise
[21] boozallen,kaggle
[21] ssxman2,trippbraden

Top Word Pairs in Tweet in G5:
[17] #datascibowl,nodexl
[14] fmfrancoise,#datascibowl
[12] kirkdborne,rubiscape
[11] #datascience,#ai
[10] power,#datascience
[10] #ai,inform
[10] inform,ignite
[10] ignite,social
[10] social,good
[10] good,opportunities

Top Word Pairs in Tweet in G6:
[5] role,#iot
[5] #iot,#sustainability
[5] #sustainability,addressing
[5] addressing,current
[5] current,environmental
[5] environmental,conditions
[5] conditions,#bigdata
[3] #datascience,#ai
[3] #bigdata,#datasc
[2] #bigdata,#datascience

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

Top Replied-To in G5:
@fmfrancoise

Top Mentioned
Top Mentioned in Entire Graph:
@kirkdborne
@fmfrancoise
@chidambara09
@cloudpreacher
@rubiscape
@ssxman2
@boozallen
@kaggle
@botnowa
@trippbraden

Top Mentioned in G1:
@kirkdborne
@boozallen
@kaggle
@rubiscape
@pbskids
@fmfrancoise
@chidambara09
@ssxman2
@trippbraden
@fmfran

Top Mentioned in G2:
@kirkdborne
@cloudpreacher
@chidambara09
@fmfrancoise
@rubiscape
@botnowa
@cardanoae
@fabriciosx
@digitalmktnghub
@danielakeane10

Top Mentioned in G3:
@kirkdborne
@rubiscape
@fmfrancoise
@chidambara09
@cloudpreacher
@ssxman2
@boozallen

Top Mentioned in G4:
@kirkdborne
@fmfrancoise
@chidambara09
@cloudpreacher
@ssxman2
@rubiscape
@boozallen
@kaggle
@trippbraden
@botnowa

Top Mentioned in G5:
@kirkdborne
@fmfrancoise
@chidambara09
@rubiscape
@cloudpreacher
@boozallen
@kaggle
@trippbraden
@ssxman2
@botnowa

Top Mentioned in G6:
@kirkdborne
@cdaitgt
@praxics

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@itknowingness
@calcaware
@cybersecurityn8
@andrewmorrisuk
@bot_innovation
@llnuxbot
@codegnuts
@ssxman2

Top Tweeters in G1:
@itknowingness
@ipfconline1
@greentechdon
@joseph_santoro
@corruptpunjab
@topcybernews
@athigah
@kirkdborne
@natashareid95
@sdg2030

Top Tweeters in G2:
@sectest9
@cybersecurityn8
@andrewmorrisuk
@codegnuts
@friday_js_bot
@thomasclone_us
@botnowa
@e_nterdiscipl
@_codenewbiebot
@dailyvigour

Top Tweeters in G3:
@calcaware
@bot_innovation
@dataaugmented
@machine_ml
@nvsdata
@manifattura40
@iot_technojeder
@vivianfrancos
@max_lyashko
@chinseunghee

Top Tweeters in G4:
@llnuxbot
@ssxman2
@trippbraden
@techtrendingnow
@fabriciosx
@fmfrancoise
@datasciencebot_
@developersbot
@pbs
@titas37

Top Tweeters in G5:
@chidambara09
@gezgintrk
@thecuriousluke
@mark3ds
@trendsinai
@how_sustainable
@rlingle
@johngmcnutt
@eli_krumova
@experimentworld

Top Tweeters in G6:
@sdgsbot
@_oliviabot
@c4d_official
@praxics
@cdaitgt

Top Tweeters in G7:
@pbsa


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