#dataSciBowl, Twitter, 8/2/2021 7:51:55 PM, 259429


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#dataSciBowl_2021-08-02_10-42-29.xlsx
#dataSciBowl_2021-08-02_10-42-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 02, 2021
Short Description:
#dataSciBowl via NodeXL https://bit.ly/3rQUpig
@vyom_srivastava
@chidambara09
@veracitiz
@fmfrancoise
@eli_krumova
@salhaj
@albertoemachado
@kirkdborne
@godfrey_g_
@pythonexpertbot

Top hashtags:
#datascibowl
#ai
#datascience
#innovation
#bigdata
#machinelearning

Description:
Description
The graph represents a network of 42 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, 02 August 2021 at 17:43 UTC.

The requested start date was Monday, 02 August 2021 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 64-day, 14-hour, 4-minute period from Monday, 03 May 2021 at 17:20 UTC to Wednesday, 07 July 2021 at 07:24 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 : 42
Unique Edges : 65
Edges With Duplicates : 465
Total Edges : 530
Number of Edge Types : 5
Retweet : 63
MentionsInRetweet : 278
Mentions : 181
Tweet : 3
Replies to : 5
Self-Loops : 4
Reciprocated Vertex Pair Ratio : 0.207692307692308
Reciprocated Edge Ratio : 0.343949044585987
Connected Components : 2
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 41
Maximum Edges in a Connected Component : 530
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.145152
Graph Density : 0.0911730545876887
Modularity : 0.092937
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 42 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, 02 August 2021 at 17:43 UTC.

The requested start date was Monday, 02 August 2021 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 64-day, 14-hour, 4-minute period from Monday, 03 May 2021 at 17:20 UTC to Wednesday, 07 July 2021 at 07:24 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:
[17] https://geekyhumans.com/convert-images-to-8-bit-images-using-python/
[14] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254600
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258375
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254684
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=257407
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256516
[1] https://twitter.com/FmFrancoise/status/1403418134841905152
[1] https://twitter.com/FmFrancoise/status/1392073636773863427

Top URLs in Tweet in G1:
[17] https://geekyhumans.com/convert-images-to-8-bit-images-using-python/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258375
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=257407
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517

Top URLs in Tweet in G2:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254600
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=257407
[1] https://medicalfuturist.com/the-future-of-radiology-and-ai/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258375
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254684

Top URLs in Tweet in G3:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254600
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=254684
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256516
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258375
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=257407
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=255989

Top URLs in Tweet in G4:
[1] https://dy.si/oeydWg
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517

Top URLs in Tweet in G5:
[1] https://twitter.com/AlbertoEMachado/status/1392186575941996548
[1] https://twitter.com/FmFrancoise/status/1392073636773863427
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=256517
[1] https://twitter.com/FmFrancoise/status/1403418134841905152
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=258375

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[73] datascibowl
[21] ai
[20] datascience
[20] innovation
[19] bigdata
[18] machinelearning
[17] 100daysofcode
[17] python
[15] iot
[15] data4good



Top Hashtags in Tweet in G1:
[17] 100daysofcode
[17] python
[17] machinelearning
[12] datascibowl
[5] ai
[5] datascience
[5] innovation
[4] bigdata
[4] iot
[4] data4good

Top Hashtags in Tweet in G2:
[20] datascibowl
[4] bigdata
[4] twitter
[4] socialmedia
[2] deeplearning
[1] ai
[1] influencers

Top Hashtags in Tweet in G3:
[35] datascibowl
[7] ai
[7] bigdata
[7] datascience
[7] innovation
[7] iot
[7] data4good
[4] influencers
[2] iiot

Top Hashtags in Tweet in G4:
[5] datascience
[5] ai
[5] innovation
[2] datascibowl
[1] machinelearning
[1] bigdata
[1] opendata
[1] iot
[1] iotpl
[1] datascientists

Top Hashtags in Tweet in G5:
[4] datascibowl
[3] ai
[3] datascience
[3] innovation
[3] bigdata
[3] iot
[3] data4good
[3] iotpl
[3] iiot
[3] iotcommunity

Top Words
Top Words in Tweet in Entire Graph:
[76] fmfrancoise
[73] #datascibowl
[71] eli_krumova
[68] salhaj
[62] nodexl
[59] veracitiz
[55] chidambara09
[34] images
[30] kirkdborne
[28] vyom_srivastava

Top Words in Tweet in G1:
[34] images
[19] vyom_srivastava
[17] convert
[17] bit
[17] using
[17] python
[17] day44
[17] #100daysofcode
[17] #python
[17] #machinelearning

Top Words in Tweet in G2:
[27] fmfrancoise
[23] salhaj
[23] nodexl
[21] eli_krumova
[20] #datascibowl
[18] veracitiz
[14] chidambara09
[9] kirkdborne
[6] albertoemachado
[5] vyom_srivastava

Top Words in Tweet in G3:
[35] #datascibowl
[34] eli_krumova
[32] fmfrancoise
[31] salhaj
[27] nodexl
[27] chidambara09
[24] veracitiz
[14] kirkdborne
[11] albertoemachado
[11] top

Top Words in Tweet in G4:
[5] power
[5] #datascience
[5] #ai
[5] inform
[5] ignite
[5] social
[5] good
[5] opportunities
[5] inspire
[5] drive

Top Words in Tweet in G5:
[7] fmfrancoise
[6] chidambara09
[6] salhaj
[6] eli_krumova
[5] veracitiz
[5] albertoemachado
[5] pythonexpertbot
[5] education_24x7
[4] #datascibowl
[4] nodexl

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[56] #datascibowl,nodexl
[52] salhaj,chidambara09
[48] veracitiz,fmfrancoise
[46] chidambara09,eli_krumova
[43] nodexl,salhaj
[26] eli_krumova,veracitiz
[23] eli_krumova,kirkdborne
[21] kirkdborne,veracitiz
[17] fmfrancoise,#datascibowl
[17] convert,images

Top Word Pairs in Tweet in G1:
[17] convert,images
[17] images,bit
[17] bit,images
[17] images,using
[17] using,python
[17] python,day44
[17] day44,#100daysofcode
[17] #100daysofcode,#python
[17] #python,#machinelearning
[16] vyom_srivastava,convert

Top Word Pairs in Tweet in G2:
[17] #datascibowl,nodexl
[15] veracitiz,fmfrancoise
[13] salhaj,chidambara09
[12] nodexl,salhaj
[12] chidambara09,eli_krumova
[10] eli_krumova,veracitiz
[7] fmfrancoise,#datascibowl
[5] eli_krumova,kirkdborne
[5] kirkdborne,veracitiz
[5] salhaj,eli_krumova

Top Word Pairs in Tweet in G3:
[27] #datascibowl,nodexl
[27] salhaj,chidambara09
[25] chidambara09,eli_krumova
[23] nodexl,salhaj
[23] veracitiz,fmfrancoise
[13] eli_krumova,kirkdborne
[11] eli_krumova,veracitiz
[11] kirkdborne,veracitiz
[7] top,hashtags
[7] hashtags,#datascibowl

Top Word Pairs in Tweet in G4:
[5] power,#datascience
[5] #datascience,#ai
[5] #ai,inform
[5] inform,ignite
[5] ignite,social
[5] social,good
[5] good,opportunities
[5] opportunities,inspire
[5] inspire,drive
[5] drive,#innovation

Top Word Pairs in Tweet in G5:
[4] veracitiz,fmfrancoise
[4] #datascibowl,nodexl
[4] salhaj,chidambara09
[3] chidambara09,eli_krumova
[3] eli_krumova,kirkdborne
[3] kirkdborne,veracitiz
[3] pythonexpertbot,boozallen
[3] boozallen,albertoemachado
[3] albertoemachado,education_24x7
[3] #datascience,#innovation

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@eli_krumova
@veracitiz
@salhaj
@fmfrancoise
@chidambara09
@kirkdborne
@vyom_srivastava
@albertoemachado
@education_24x7
@pythonexpertbot

Top Mentioned in G1:
@vyom_srivastava
@salhaj
@chidambara09
@eli_krumova
@fmfrancoise
@veracitiz
@albertoemachado
@godfrey_g_
@education_24x7
@pythonexpertbot

Top Mentioned in G2:
@eli_krumova
@veracitiz
@fmfrancoise
@salhaj
@chidambara09
@kirkdborne
@nodexl
@albertoemachado
@vyom_srivastava
@education_24x7

Top Mentioned in G3:
@salhaj
@chidambara09
@eli_krumova
@fmfrancoise
@veracitiz
@kirkdborne
@albertoemachado
@nodexl
@education_24x7
@pythonexpertbot

Top Mentioned in G4:
@veracitiz
@kirkdborne
@boozallen
@fmfrancoise
@salhaj
@chidambara09
@eli_krumova

Top Mentioned in G5:
@chidambara09
@salhaj
@eli_krumova
@fmfrancoise
@veracitiz
@albertoemachado
@pythonexpertbot
@education_24x7
@nodexl
@kirkdborne

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@codedailybot
@trendsinai
@discovertech3
@morolswediu
@ipythonistabot
@fabriciosx
@coderretweet
@godfrey_g_
@thecuriousluke

Top Tweeters in G1:
@codedailybot
@discovertech3
@morolswediu
@ipythonistabot
@coderretweet
@100daysof2020
@aprogrammerbot
@pythonexpertbot
@_funbot
@salhaj

Top Tweeters in G2:
@chidambara09
@trendsinai
@fabriciosx
@iot_technojeder
@kirkdborne
@py
@godataanalytic
@mo
@fmfrancois

Top Tweeters in G3:
@godfrey_g_
@education_24x7
@fmfrancoise
@albertoemachado
@boozallen
@nodexl
@go
@pythonexpert
@veraci

Top Tweeters in G4:
@thecuriousluke
@greentechdon
@nvsdata
@thomashilbig2
@sigularityhub
@veracitiz

Top Tweeters in G5:
@pyscalellc
@eli_krumova
@iotcommunity
@nodexl_mktng

Top Tweeters in G6:
@albertoa


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