The graph represents a network of 1,938 Twitter users whose recent tweets contained "kdnuggets", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 02:41 UTC.
The tweets in the network were tweeted over the 3535-day, 9-hour, 24-minute period from Saturday, 13 July 2013 at 14:35 UTC to Sunday, 19 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 1938
Unique Edges : 1692
Edges With Duplicates : 9641
Total Edges : 11333
Number of Edge Types : 9
Retweet : 2372
MentionsInRetweet : 3629
Tweet : 1979
Replies to : 201
MentionsInReplyTo : 1281
Mentions : 1697
Quote : 63
MentionsInQuote : 78
MentionsInQuoteReply : 33
Self-Loops : 2419
Reciprocated Vertex Pair Ratio : 0.0303649635036496
Reciprocated Edge Ratio : 0.0589402096911306
Connected Components : 249
Single-Vertex Connected Components : 222
Maximum Vertices in a Connected Component : 1605
Maximum Edges in a Connected Component : 10529
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.015048
Graph Density : 0.000940087471556294
Modularity : 0.242652
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,938 Twitter users whose recent tweets contained "kdnuggets", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 02:41 UTC.
The tweets in the network were tweeted over the 3535-day, 9-hour, 24-minute period from Saturday, 13 July 2013 at 14:35 UTC to Sunday, 19 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[1400] data,science [548] cheat,sheet [395] machine,learning [380] #ai,#machinelearning [377] #datascience,#ai [332] #bigdata,#analytics [307] #iot,#iiot [295] science,cheat [289] kdnuggets,#bigdata [284] #analytics,#datascience Top Word Pairs in Tweet in G1:
[414] data,science [275] #bigdata,#analytics [269] #iot,#iiot [258] kdnuggets,#bigdata [236] #ai,#machinelearning [219] #analytics,#datascience [217] #machinelearning,#iot [196] #datascience,#ai [192] cheat,sheet [162] #iiot,#python Top Word Pairs in Tweet in G2:
[613] data,science [203] cheat,sheet [160] #serverless,#codenewbie [159] #ml,#ai [156] #codenewbie,#ml [149] #datascience,#ai [146] #ai,#code [130] #code,#datascience [118] kdnuggets,#datascience [115] science,cheat Top Word Pairs in Tweet in G3:
[181] data,science [81] cheat,sheet [47] machine,learning [45] science,cheat [41] chatgpt,data [36] top,free [28] kdnuggets,news [25] sheet,kdnuggets [25] data,scientists [22] deep,learning Top Word Pairs in Tweet in G4:
[12] #ai,#machinelearning [9] andrewyng,kdnuggets [6] #reinforcementlearning,#deepneuralnetworks [5] kdnuggets,techcrunch [5] more,open [5] copy,today [5] deepmind,#ai [5] source,uk [5] #ai,#opensource [5] exciting,news Top Word Pairs in Tweet in G5:
[39] cheat,sheet [36] kdnuggets,#ai [34] #gpt3,#gpt4 [34] pdf,#chatgpt [34] 30,pdf [34] #ai,#nlu [34] #nlproc,#gpt3 [34] #chatgpt,cheat [34] #nlu,#nlg [34] #nlg,#nlproc Top Word Pairs in Tweet in G6:
[39] kevin_jackson,sallyeaves [32] brettking,technative [32] akwyz,brettking [32] kdnuggets,akwyz [32] schmarzo,kdnuggets [32] technative,miad [32] sallyeaves,schmarzo [20] kdnuggets,#data [19] #fintech,#veuu [17] data,science Top Word Pairs in Tweet in G7:
[94] machine,learning [55] data,science [47] science,kaggle [47] mastery,analytics [47] learning,mastery [47] kaggle,machine [47] websites,come [47] learning,data [47] handy,machine [47] come,handy Top Word Pairs in Tweet in G8:
[23] machine,learning [17] data,science [16] artificial,intelligence [13] ones,such [13] many,ones [13] very,wide [13] such,machine [13] concept,mother [13] mother,many [13] intelligence,very Top Word Pairs in Tweet in G9:
[34] akinoriosamura,chatgptのデータサイエンスチートシート Top Word Pairs in Tweet in G10:
[32] 2022,kdnuggets [32] read,2022 [32] #books,need [32] #machinelearning,#books [32] kdnuggets,gp_pulipaka [32] need,read [30] eli_krumova,#machinelearning [19] #analytics,#bigdata [19] #bigdata,#ai [18] training,#machinelearning Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: