The graph represents a network of 1,851 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 03:40 UTC.
The tweets in the network were tweeted over the 2383-day, 11-hour, 14-minute period from Wednesday, 06 July 2016 at 13:45 UTC to Sunday, 15 January 2023 at 01:00 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 : 1851
Unique Edges : 1287
Edges With Duplicates : 9181
Total Edges : 10468
Number of Edge Types : 9
Retweet : 2644
MentionsInRetweet : 3775
Tweet : 1944
MentionsInReplyTo : 724
Replies to : 126
Quote : 38
Mentions : 1153
MentionsInQuote : 52
MentionsInQuoteReply : 12
Self-Loops : 2137
Reciprocated Vertex Pair Ratio : 0.0231195050472159
Reciprocated Edge Ratio : 0.0451941438574157
Connected Components : 149
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 1658
Maximum Edges in a Connected Component : 10097
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.121422
Graph Density : 0.000917546395666331
Modularity : 0.238094
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,851 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 03:40 UTC.
The tweets in the network were tweeted over the 2383-day, 11-hour, 14-minute period from Wednesday, 06 July 2016 at 13:45 UTC to Sunday, 15 January 2023 at 01:00 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:
[1085] data,science [842] machine,learning [615] #ai,#machinelearning [570] #datascience,#ai [536] #bigdata,#analytics [485] kdnuggets,#bigdata [429] #machinelearning,#iot [391] #analytics,#datascience [385] #iot,#iiot [363] science,machine Top Word Pairs in Tweet in G1:
[356] #bigdata,#analytics [340] kdnuggets,#bigdata [331] #ai,#machinelearning [310] #machinelearning,#iot [272] #iot,#iiot [265] #analytics,#datascience [254] #datascience,#ai [185] #iiot,#python [152] data,science [135] machine,learning Top Word Pairs in Tweet in G2:
[369] data,science [222] overview,chatgpt [221] kdnuggets,data [221] trained,source [221] chatgpt,trained [221] linkedin,kdnuggets [221] science,machine [221] source,linkedin [220] datasciencedojo,overview [193] machine,learning Top Word Pairs in Tweet in G3:
[166] #ai,#machinelearning [149] #bigdata,#analytics [120] #datascience,#ai [118] #pyton,#python [118] #python,#pythonic [118] kdnuggets,#pyton [117] machine,learning [116] #ml,#machinelearning [116] #pythonic,#ml [114] kdnuggets,#bigdata Top Word Pairs in Tweet in G4:
[368] data,science [299] machine,learning [180] #datascience,#ai [171] #ai,#ml [107] read,more [103] #ai,#machinelearning [92] #ml,#deeplearning [80] science,machine [80] kdnuggets,#datascience [78] #deeplearning,#analytics Top Word Pairs in Tweet in G5:
[44] machine,learning [42] data,science [15] cheat,sheets [10] need,ace [10] sheets,need [10] deep,learning [9] learning,interview [9] ace,machine [9] super,cheat [8] see,more Top Word Pairs in Tweet in G6:
[33] machine,learning [17] concept,mother [17] wide,concept [17] ones,such [17] such,machine [17] artificial,intelligence [17] data,science [17] intelligence,very [17] very,wide [17] many,ones Top Word Pairs in Tweet in G7:
[6] tdatascience,kdnuggets [6] sqldaily,teachthemachine [6] kdnuggets,sqldaily [6] datalemurhq,tdatascience [5] nicksinghtech,datalemurhq [5] data,visualization [4] sachintukumar,nicksinghtech [4] #python,#datascience [4] #datascience,#python [3] visual,elements Top Word Pairs in Tweet in G8:
[4] project,very [4] very,nice [3] happy,participating [3] hope,project [3] gain,more [3] more,popularity [3] best,project [3] participating,project [3] popularity,future [3] dbhgaming,kdnuggets Top Word Pairs in Tweet in G9:
[8] cujo,jutta_steiner [8] notson0rmalnate,psychonautanon [8] yasmineevjen,kdnuggets [8] thedogist,dmuthuk [8] jutta_steiner,pft_live [8] kevinrose,cujo [8] rvjouanneau,yasmineevjen [8] psychonautanon,madhoneybears [8] madhoneybears,thedogist [8] kdnuggets,difc Top Word Pairs in Tweet in G10:
[6] google,search [5] stanfordailab,deepmind [5] metaai,mit_csail [5] deepmind,metaai [5] kdnuggets,baiduresearch [5] baiduresearch,stanfordailab [5] googleai,kdnuggets [5] openai,googleai [5] mit_csail,themetav3rse [3] answer,questions Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: