The graph represents a network of 2,060 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 03:41 UTC.
The tweets in the network were tweeted over the 3521-day, 9-hour, 31-minute period from Saturday, 13 July 2013 at 14:35 UTC to Sunday, 05 March 2023 at 00:07 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 : 2060
Unique Edges : 1590
Edges With Duplicates : 9129
Total Edges : 10719
Number of Edge Types : 9
Replies to : 205
MentionsInReplyTo : 1051
Retweet : 2469
MentionsInRetweet : 3447
Tweet : 1911
Mentions : 1510
MentionsInQuote : 66
Quote : 58
MentionsInQuoteReply : 2
Self-Loops : 2327
Reciprocated Vertex Pair Ratio : 0.0293761356753483
Reciprocated Edge Ratio : 0.0570756104736687
Connected Components : 222
Single-Vertex Connected Components : 194
Maximum Vertices in a Connected Component : 1782
Maximum Edges in a Connected Component : 10047
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.339706
Graph Density : 0.000801359883438562
Modularity : 0.259401
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,060 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 3/4/2023 5:00:36 PM. The network was obtained from Twitter on Sunday, 05 March 2023 at 03:41 UTC.
The tweets in the network were tweeted over the 3521-day, 9-hour, 31-minute period from Saturday, 13 July 2013 at 14:35 UTC to Sunday, 05 March 2023 at 00:07 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:
[1095] data,science [453] machine,learning [413] cheat,sheet [270] #datascience,#ai [261] #ai,#machinelearning [228] data,scientists [212] science,cheat [201] top,free [199] #bigdata,#analytics [196] #ml,#ai Top Word Pairs in Tweet in G1:
[285] data,science [145] #bigdata,#analytics [142] cheat,sheet [139] #iot,#iiot [138] kdnuggets,chatgpt [125] kdnuggets,#bigdata [111] #analytics,#datascience [109] science,cheat [107] chatgpt,data [106] #ai,#machinelearning Top Word Pairs in Tweet in G2:
[180] #serverless,#codenewbie [175] #codenewbie,#ml [165] #ml,#ai [156] #ai,#code [154] data,science [135] #code,#datascience [101] #datascience,#rstats [82] #rstats,#reactjs [77] #reactjs,mandomando [76] #devcommunity,#analytics Top Word Pairs in Tweet in G3:
[169] hoja,trucos [169] sacarle,máximo [169] máximo,rendimiento [168] pdf,chatgpt [168] toma,hoja [168] chatgpt,sacarle [168] trucos,pdf [167] mouredev,toma [43] ricky,costa [43] creada,ricky Top Word Pairs in Tweet in G4:
[112] data,science [72] machine,learning [53] cheat,sheet [25] top,free [25] data,scientists [21] learn,chatgpt [20] free,resources [20] resources,learn [19] chatgpt,cheat [18] science,cheat Top Word Pairs in Tweet in G5:
[369] data,science [104] cheat,sheet [101] #datascience,#ai [96] data,scientists [94] machine,learning [89] #datascience,#ds [88] kdnuggets,#datascience [83] #ml,#data [83] #ai,#ml [83] #data,#bigdata Top Word Pairs in Tweet in G6:
[42] artificial,intelligence [41] free,artificial [40] data,science [38] thesequenceai,free [35] 24,lessons [35] 12,weeks [35] weeks,24 [35] beginners,course [35] intelligence,beginners [35] course,microsoft Top Word Pairs in Tweet in G7:
[43] machine,learning [33] data,science [17] artificial,intelligence [16] cheat,sheet [15] #chatgpt,cheat [13] ones,such [13] many,ones [13] very,wide [13] such,machine [13] concept,mother Top Word Pairs in Tweet in G8:
[88] machine,learning [47] data,science [44] learning,mastery [44] science,kaggle [44] websites,come [44] come,handy [44] learning,data [44] kaggle,machine [44] mastery,analytics [44] handy,machine Top Word Pairs in Tweet in G9:
[19] kdnuggets,#data [17] kdnuggets,#ml [11] tlloydjones,tobiaskintzel [11] hakomtimeseries,kdnuggets [11] #100daysofcode,#bot [11] enilev,tewoz [11] junjudapi,tlloydjones [11] #artificialintelligence,#ai [11] betamoroney,enilev [10] #data,#bigdata Top Word Pairs in Tweet in G10:
[34] akinoriosamura,chatgptのデータサイエンスチートシート Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
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: