The graph represents a network of 1,584 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 14 August 2022 at 02:41 UTC.
The requested start date was Sunday, 14 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 43-minute period from Sunday, 31 July 2022 at 00:11 UTC to Saturday, 13 August 2022 at 23:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 1584
Unique Edges : 1154
Edges With Duplicates : 7321
Total Edges : 8475
Number of Edge Types : 5
Retweet : 2440
MentionsInRetweet : 3380
Mentions : 1122
Tweet : 1433
Replies to : 100
Self-Loops : 1491
Reciprocated Vertex Pair Ratio : 0.030314371257485
Reciprocated Edge Ratio : 0.058844896476571
Connected Components : 125
Single-Vertex Connected Components : 106
Maximum Vertices in a Connected Component : 1431
Maximum Edges in a Connected Component : 8139
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.744164
Graph Density : 0.00109791854106447
Modularity : 0.242461
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 1,584 Twitter users whose tweets in the requested range contained "kdnuggets", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 14 August 2022 at 02:41 UTC.
The requested start date was Sunday, 14 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 43-minute period from Sunday, 31 July 2022 at 00:11 UTC to Saturday, 13 August 2022 at 23:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[651] machine,learning [644] python,programmers [501] data,science [327] kdnuggets,python [323] free,online [321] programmers,free [321] online,book [321] book,python [321] programmers,learn [292] artificial,intelligence Top Word Pairs in Tweet in G1:
[630] python,programmers [318] kdnuggets,python [316] free,online [314] programmers,free [314] online,book [314] book,python [314] programmers,learn [161] kdnuggets,free [160] course,beginners [155] beginners,course Top Word Pairs in Tweet in G2:
[105] #ai,#machinelearning [102] machine,learning [93] artificial,intelligence [64] learning,#datascience [60] #artificialintelligence,#machinelearning [57] #fintech,#artificialintelligence [56] course,#fintech [55] kdnuggets,ht [55] take,look [54] look,#free Top Word Pairs in Tweet in G3:
[304] machine,learning [269] data,science [138] #serverless,#codenewbie [131] #codenewbie,#ml [130] #ml,#ai [120] #ai,#code [117] artificial,intelligence [90] #code,#datascience [78] deep,learning [74] skills,learn Top Word Pairs in Tweet in G4:
[41] data,science [38] machine,learning [33] free,ai [33] ai,beginners [33] beginners,course [26] course,kdnuggets [22] artificial,intelligence [16] demand,artificial [16] intelligence,skills [16] skills,learn Top Word Pairs in Tweet in G5:
[86] machine,learning [56] deal,categorical [56] categorical,data [56] data,machine [55] learning,#machinelearning [52] datasciencedojo,deal [52] #machinelearning,#datascien [32] data,science [24] science,machine [22] article,discuss Top Word Pairs in Tweet in G6:
[20] crash,course [19] kirkdborne,kdnuggets [18] mattmayo13,kdnuggets [18] kdnuggets,simplilearn [15] free,artificial [15] artificial,intelligence [15] intelligence,#deep [15] #deep,crash [15] course,mattmayo13 [15] kdnuggets,#bigdata Top Word Pairs in Tweet in G7:
[11] kdnuggets,read [11] read,more [9] #deeplearning,#artificialintelligence [9] #artificialintelligence,#machinelearning [9] #machinelearning,#computervision [7] basic,statistics [7] statistics,python [7] python,descriptive [7] descriptive,statistics [7] statistics,christian Top Word Pairs in Tweet in G8:
[3] best,project [3] project,very [3] very,happy [3] happy,participating [3] participating,project [3] project,hope [3] hope,project [3] project,gain [3] gain,more [3] more,popularity Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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