The graph represents a network of 2,466 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, 02 August 2020 at 00:42 UTC.
The requested start date was Sunday, 02 August 2020 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, 7-hour, 19-minute period from Sunday, 19 July 2020 at 00:03 UTC to Saturday, 01 August 2020 at 07:22 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 : 2466
Unique Edges : 2500
Edges With Duplicates : 12675
Total Edges : 15175
Number of Edge Types : 5
Retweet : 4779
MentionsInRetweet : 6839
Tweet : 2027
Mentions : 1411
Replies to : 119
Self-Loops : 2110
Reciprocated Vertex Pair Ratio : 0.0152788388082506
Reciprocated Edge Ratio : 0.0300978179082017
Connected Components : 193
Single-Vertex Connected Components : 168
Maximum Vertices in a Connected Component : 2242
Maximum Edges in a Connected Component : 14781
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.885024
Graph Density : 0.000874530532071877
Modularity : 0.242566
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,466 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, 02 August 2020 at 00:42 UTC.
The requested start date was Sunday, 02 August 2020 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, 7-hour, 19-minute period from Sunday, 19 July 2020 at 00:03 UTC to Saturday, 01 August 2020 at 07:22 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:
[1304] machine,learning [591] data,science [518] deep,learning [293] learning,ai [265] #datascience,#machinelearning [255] awesome,machine [255] ai,courses [236] need,know [211] free,ebook [193] signal,processing Top Word Pairs in Tweet in G1:
[390] machine,learning [138] data,science [118] kdnuggets,top [110] increase,expertise [110] foundational,understanding [104] courses,kdnuggets [99] learning,ai [98] awesome,machine [98] ai,courses [97] free,ebook Top Word Pairs in Tweet in G2:
[277] machine,learning [141] #datascience,#machinelearning [115] read,more [109] deep,learning [106] gt,gt [93] learn,more [91] data,science [84] #machinelearning,#ai [76] more,#ai [69] learning,ai Top Word Pairs in Tweet in G3:
[411] machine,learning [297] deep,learning [267] data,science [124] need,know [119] learning,signal [119] signal,processing [119] processing,need [93] #deeplearning,#learning [88] #machinelearning,#learning [85] neural,networks Top Word Pairs in Tweet in G4:
[48] machine,learning [45] ronald_vanloon,#artificialintelligence [44] #artificialintelligence,#blockchain [44] #blockchain,convergence [44] convergence,dinisguarda [44] dinisguarda,intelligenthq [44] intelligenthq,citiesabc_ [44] citiesabc_,#artificialintelligence [44] #artificialintelligence,# [34] #bigdata,#datascience Top Word Pairs in Tweet in G5:
[58] machine,learning [35] data,science [17] deep,learning [14] learning,ai [13] awesome,machine [13] ai,courses [12] bitter,lesson [12] lesson,machine [11] science,moocs [11] moocs,superficial Top Word Pairs in Tweet in G6:
[31] granvilledsc,datasciencectrl [30] common,errors [30] errors,#machinelearning [30] #machinelearning,due [30] due,poor [30] poor,statistics [30] statistics,knowledge [30] knowledge,granvilledsc [30] datasciencectrl,go [29] ronald_vanloon,common Top Word Pairs in Tweet in G7:
[51] #ai,#machinelearning [50] kdnuggets,#ai [49] #machinelearning,#bigdata [27] #datascience,tools [27] tools,popularity [26] much,#math [26] #math,need [26] need,#datascience [26] #datascience,kdnuggets [25] frronconi,much Top Word Pairs in Tweet in G8:
[86] #python,#rstats [65] #bigdata,#analytics [65] #analytics,#datascience [58] #datascience,#cybersecurity [58] #iiot,#pytorch [58] #pytorch,#python [47] machine,learning [44] #cybersecurity,#iiot [43] #machinelearning,#bigdata [41] #neuralnetworks,think Top Word Pairs in Tweet in G9:
[17] #artificialintelligence,#ai [16] #datascience,#artificialintelligence [13] #ai,#cognitivecomputing [9] hubbucket,prosumersoft [6] #cognitivecomputing,#machinelearning [6] kdnuggets,hubbucket [6] prosumersoft,hubmedx [5] #deeplearning,#algorithms [5] #algorithms,#models [5] #models,co Top Word Pairs in Tweet in G10:
[8] machine,learning [6] skyetetra,minebocek [5] __mharrison__,skyetetra [5] kdnuggets,kirkdborne [5] mdancho84,tietoevry [5] tietoevry,nordicinst [4] python,eats [4] eats,away [4] away,top [4] top,software 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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