The graph represents a network of 1,998 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 03:44 UTC.
The tweets in the network were tweeted over the 2942-day, 22-hour, 56-minute period from Wednesday, 28 January 2015 at 23:18 UTC to Saturday, 18 February 2023 at 22:15 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 : 1998
Unique Edges : 1357
Edges With Duplicates : 8961
Total Edges : 10318
Number of Edge Types : 9
Retweet : 2340
MentionsInRetweet : 3256
Tweet : 2056
Replies to : 215
MentionsInReplyTo : 803
Quote : 55
MentionsInQuote : 67
Mentions : 1506
MentionsInQuoteReply : 20
Self-Loops : 2446
Reciprocated Vertex Pair Ratio : 0.0289464826657691
Reciprocated Edge Ratio : 0.0562643114164213
Connected Components : 218
Single-Vertex Connected Components : 189
Maximum Vertices in a Connected Component : 1722
Maximum Edges in a Connected Component : 9711
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.383028
Graph Density : 0.000766164261407126
Modularity : 0.245261
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,998 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 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 03:44 UTC.
The tweets in the network were tweeted over the 2942-day, 22-hour, 56-minute period from Wednesday, 28 January 2015 at 23:18 UTC to Saturday, 18 February 2023 at 22:15 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:
[639] data,science [498] machine,learning [296] cheat,sheet [215] #ai,#machinelearning [176] #serverless,#codenewbie [175] chatgpt,cheat [170] #codenewbie,#ml [168] sacarle,máximo [168] python,programming [168] hoja,trucos Top Word Pairs in Tweet in G1:
[146] data,science [107] python,libraries [94] machine,learning [79] kdnuggets,chatgpt [71] books,read [66] #bigdata,#analytics [66] free,data [66] science,books [63] cheat,sheet [62] kdnuggets,#bigdata Top Word Pairs in Tweet in G2:
[128] #datascience,#ai [120] data,science [88] machine,learning [88] kdnuggets,#datascience [85] #ai,#ml [81] #data,#bigdata [80] #ai,#machinelearning [79] #ml,#data [66] #datascience,#datavisualization [65] complete,free Top Word Pairs in Tweet in G3:
[168] sacarle,máximo [168] máximo,rendimiento [168] hoja,trucos [167] trucos,pdf [167] pdf,chatgpt [167] toma,hoja [167] chatgpt,sacarle [166] mouredev,toma [42] gran,experiencia [42] ricky,costa Top Word Pairs in Tweet in G4:
[87] machine,learning [67] data,science [39] cheat,sheet [22] chatgpt,cheat [22] automation,system [22] retweet,automation [20] github,repositories [18] data,scientists [16] interview,questions [15] learn,machine Top Word Pairs in Tweet in G5:
[82] data,science [73] #ai,#machinelearning [66] #machinelearning,#analytics [66] machine,learning [63] python,programming [46] latest,kdnuggets [46] coffee,break [46] kdnuggets,coffee [38] chatgpt,python [38] programming,assistant Top Word Pairs in Tweet in G6:
[147] #serverless,#codenewbie [143] #codenewbie,#ml [133] #ml,#ai [128] #ai,#code [95] #code,#datascience [86] data,science [79] #datascience,#rstats [72] machine,learning [67] #rstats,#reactjs [61] #reactjs,mandomando Top Word Pairs in Tweet in G7:
[39] kevin_jackson,sallyeaves [33] akwyz,brettking [33] schmarzo,kdnuggets [33] sallyeaves,schmarzo [33] technative,miad [33] brettking,technative [33] kdnuggets,akwyz [22] #fintech,#veuu [20] #payments,#fintech [19] #fintech,#paymentsolutions Top Word Pairs in Tweet in G8:
[44] artificial,intelligence [40] free,artificial [37] thesequenceai,free [35] 24,lessons [35] 12,weeks [35] weeks,24 [35] beginners,course [35] intelligence,beginners [35] course,microsoft [35] lessons,introduces Top Word Pairs in Tweet in G9:
[48] data,science [44] machine,learning [32] #classification,#regression [32] kdnuggets,data [32] source,kdnuggets [32] #regression,source [32] science,machine [32] loss,functions [32] functions,#classification [31] datasciencedojo,loss Top Word Pairs in Tweet in G10:
[7] happy,participating [7] hope,project [7] gain,more [7] more,popularity [7] best,project [7] participating,project [7] project,very [7] popularity,future [7] very,happy [7] project,hope 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 G7:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
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: