The graph represents a network of 1,736 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 03:40 UTC.
The tweets in the network were tweeted over the 2061-day, 8-hour, 2-minute period from Wednesday, 14 June 2017 at 16:49 UTC to Sunday, 05 February 2023 at 00:52 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 : 1736
Unique Edges : 1259
Edges With Duplicates : 8678
Total Edges : 9937
Number of Edge Types : 9
Retweet : 2181
MentionsInRetweet : 3132
Tweet : 2291
Quote : 44
MentionsInQuote : 36
MentionsInReplyTo : 660
Replies to : 181
Mentions : 1365
MentionsInQuoteReply : 47
Self-Loops : 2543
Reciprocated Vertex Pair Ratio : 0.0296160877513711
Reciprocated Edge Ratio : 0.0575284090909091
Connected Components : 183
Single-Vertex Connected Components : 160
Maximum Vertices in a Connected Component : 1502
Maximum Edges in a Connected Component : 9472
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.986579
Graph Density : 0.000934939375024901
Modularity : 0.225302
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,736 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 03:40 UTC.
The tweets in the network were tweeted over the 2061-day, 8-hour, 2-minute period from Wednesday, 14 June 2017 at 16:49 UTC to Sunday, 05 February 2023 at 00:52 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:
[726] data,science [588] machine,learning [315] #ai,#machinelearning [278] python,libraries [275] #bigdata,#analytics [251] #datascience,#ai [244] kdnuggets,#bigdata [164] #analytics,#datascience [164] become,familiar [164] familiar,popular Top Word Pairs in Tweet in G1:
[190] python,libraries [169] data,science [160] #bigdata,#analytics [151] kdnuggets,#bigdata [136] familiar,popular [136] become,familiar [128] #ai,#machinelearning [117] #iot,#iiot [108] #analytics,#datascience [106] machine,learning Top Word Pairs in Tweet in G2:
[157] data,science [140] machine,learning [111] kdnuggets,#datascience [103] #datascience,#ai [102] #ai,#machinelearning [102] #data,#bigdata [83] #ml,#data [83] #ai,#ml [77] #machinelearning,#analytics [53] #datascience,#ds Top Word Pairs in Tweet in G3:
[54] #ai,#machinelearning [49] kdnuggets,#ai [49] #bigdata,#ai [49] #bigdata,#analytics [49] #tech,2022 [49] #bestof,#tech [48] #analytics,#bigdata [45] data,science [40] ipfconline1,#bestof [36] #datascience,#ai Top Word Pairs in Tweet in G4:
[75] machine,learning [49] data,science [34] automation,system [34] retweet,automation [18] system,retweet [17] cheat,sheet [14] deep,learning [14] programming,assistant [13] python,programming [13] read,2022 Top Word Pairs in Tweet in G5:
[238] data,science [192] machine,learning [72] python,programming [66] read,more [62] #dataanalytics,#datafam [62] #datavisualization,#dataanalytics [62] #datascience,#datavisualization [55] deep,learning [55] top,story [54] #pyton,#python Top Word Pairs in Tweet in G6:
[4] very,nice [4] project,very [3] hope,project [3] happy,participating [3] project,gain [3] participating,project [3] best,project [3] more,popularity [3] popularity,future [3] very,happy Top Word Pairs in Tweet in G7:
[18] donnaburbank,williammcknight [18] axeltroike,yvesmulkers [18] rseiner,donnaburbank [18] williammcknight,tdan_com [16] datachick,axeltroike [16] kirkdborne,kdnuggets [15] doug_laney,jose_m_almeida [15] bernardmarr,bigdata_paulz [15] jose_m_almeida,richardeudes [15] sensor,data Top Word Pairs in Tweet in G8:
[37] saurabhtodi,kdnuggets [23] awesomeabhinash,saurabhtodi [20] kdenkss,awesomeabhinash [15] kdenkss,saurabhtodi [7] awesomeabhinash,kdenkss [4] homogeneous,population [4] being,homogeneous [4] unlike,india [4] population,unlike [4] homogeneous,society Top Word Pairs in Tweet in G9:
[4] openai,googleai [3] metaai,mit_csail [3] mit_csail,themetav3rse [3] googleai,kdnuggets [3] stanfordailab,deepmind [3] deepmind,metaai [3] kdnuggets,baiduresearch [3] baiduresearch,stanfordailab [2] resources,openai [2] data,science Top Word Pairs in Tweet in G10:
[10] soccer,skills [10] sport,#football [10] #artificialintelligence,#machinelearning [10] #ai,learns [10] skills,boston [10] learn,#artificialintelligence [10] learns,soccer [10] #machinelearning,sport [10] #football,#ai [10] boston,dynamics Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: