The graph represents a network of 1,379 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 December 2021 at 03:28 UTC.
The requested start date was Sunday, 05 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 9-hour, 51-minute period from Sunday, 21 November 2021 at 02:00 UTC to Saturday, 04 December 2021 at 11:51 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
Vertices : 1379
Unique Edges : 1404
Edges With Duplicates : 7387
Total Edges : 8791
Number of Edge Types : 5
Tweet : 1188
Retweet : 2536
MentionsInRetweet : 3615
Replies to : 79
Mentions : 1373
Self-Loops : 1233
Reciprocated Vertex Pair Ratio : 0.0206799859796705
Reciprocated Edge Ratio : 0.040521978021978
Connected Components : 117
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 1242
Maximum Edges in a Connected Component : 8511
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.100339
Graph Density : 0.00153242026625802
Modularity : 0.235763
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,379 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 December 2021 at 03:28 UTC.
The requested start date was Sunday, 05 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 9-hour, 51-minute period from Sunday, 21 November 2021 at 02:00 UTC to Saturday, 04 December 2021 at 11:51 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 : kdnuggets
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[616] #bigdata,#analytics [551] #analytics,#ai [473] #iot,#iiot [451] #ai,#datascience [450] #python,#bigdata [427] #ai,#ml [378] #datascience,#iot [343] data,science [299] machine,learning [260] #rstats,#dotnet Top Word Pairs in Tweet in G1:
[53] kdnuggets,top [43] data,science [42] #machinelearning,#kdn [41] machine,learning [37] time,series [33] #python,#kdn [26] #datascience,#machinelearning [25] engineers,replacing [23] data,scientists [22] #ai,#machinelearning Top Word Pairs in Tweet in G2:
[569] #bigdata,#analytics [501] #analytics,#ai [424] #iot,#iiot [416] #python,#bigdata [399] #ai,#datascience [348] #datascience,#iot [245] #rstats,#dotnet [232] #iiot,#pytorch [156] #dotnet,#c [144] #pytorch,#rstats Top Word Pairs in Tweet in G3:
[35] #fintech,#bigdata [35] stop,blaming [31] #ai,#ml [28] #ai,#machinelearning [24] #bias,#ai [23] kdnuggets,#datascience [22] #datascience,#machinelearning [21] ethical,#ai [20] towards,responsible [20] responsible,ethical Top Word Pairs in Tweet in G4:
[324] #ai,#ml [87] data,science [78] machine,learning [35] deep,learning [31] data,scientist [22] #datascience,#datavisualization [22] learning,#ai [20] #datavisualization,#dataanalytics [20] #dataanalytics,#datafam [20] project,ideas Top Word Pairs in Tweet in G5:
[47] machine,learning [45] data,science [23] data,scientists [21] learning,engineers [21] engineers,replacing [21] replacing,data [18] data,scientist [18] common,sql [18] sql,mistakes [18] mistakes,data Top Word Pairs in Tweet in G6:
[48] #ai,#machinelearning [36] kdnuggets,#ai [17] dream,come [17] come,true [17] true,building [17] building,websites [17] websites,thinking [16] #100daysofcode,cc [16] thinking,kdnuggets [16] kdnuggets,#datascience Top Word Pairs in Tweet in G7:
[14] #bigdata,#datascience [14] engineers,replacing [13] #datascience,#ai [13] #machinelearning,engineers [13] replacing,#datascientists [13] #datascientists,kdnuggets [13] kdnuggets,#bigdata [12] #ai,#machinelearning [12] kirkdborne,#machinelearning [12] #bigdata,#datas Top Word Pairs in Tweet in G8:
[9] #ai,#artificialintelligence [6] look,great [6] great,#computervision [6] #computervision,demo [6] demo,welcomeai [6] welcomeai,#ai [6] #artificialintelligence,#innovation [6] #innovation,thx [6] machine,learning [5] swisscognitive,look Top Word Pairs in Tweet in G9:
[42] #ai,#ml [40] #datascience,#ai [34] kdnuggets,#datascience [33] #ml,#data [33] #data,#bigdata [33] machine,learning [32] #ai,#machinelearning [27] data,science [21] #machinelearning,#analytics [13] #datascience,#ds Top Word Pairs in Tweet in G10:
[7] machine,learning [5] calculate,confidence [5] confidence,intervals [5] intervals,performance [5] performance,metrics [5] metrics,machine [5] learning,using [5] using,automatic [5] automatic,bootstrap [5] bootstrap,method Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: