The graph represents a network of 1,686 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, 20 February 2022 at 03:28 UTC.
The requested start date was Sunday, 20 February 2022 at 01:01 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, 34-minute period from Sunday, 06 February 2022 at 01:22 UTC to Sunday, 20 February 2022 at 00:56 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 : 1686
Unique Edges : 1680
Edges With Duplicates : 9488
Total Edges : 11168
Number of Edge Types : 5
Retweet : 3154
MentionsInRetweet : 4905
Tweet : 1343
Mentions : 1665
Replies to : 101
Self-Loops : 1410
Reciprocated Vertex Pair Ratio : 0.0191413727098715
Reciprocated Edge Ratio : 0.0375637241749396
Connected Components : 98
Single-Vertex Connected Components : 82
Maximum Vertices in a Connected Component : 1565
Maximum Edges in a Connected Component : 10937
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.965324
Graph Density : 0.00131190358019085
Modularity : 0.227935
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,686 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, 20 February 2022 at 03:28 UTC.
The requested start date was Sunday, 20 February 2022 at 01:01 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, 34-minute period from Sunday, 06 February 2022 at 01:22 UTC to Sunday, 20 February 2022 at 00:56 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:
[569] data,science [523] machine,learning [458] #ai,#ml [448] #bigdata,#analytics [373] #analytics,#ai [346] #iot,#iiot [287] #ai,#machinelearning [281] #datascience,#ai [234] #ai,#datascience [230] #datascience,#iot Top Word Pairs in Tweet in G1:
[153] free,courses [153] courses,calculus [153] calculus,key [153] key,understanding [152] understanding,#deeplearning [151] kdnuggets,free [90] #deeplearning,kdnuggets [88] free,#machinelearning [73] #machinelearning,graphs [70] stanford,offer Top Word Pairs in Tweet in G2:
[377] #ai,#ml [210] data,science [114] machine,learning [59] learning,python [52] kdnuggets,news [52] news,22 [51] data,scientists [51] understanding,day [51] day,day [51] day,applications Top Word Pairs in Tweet in G3:
[327] #bigdata,#analytics [298] #analytics,#ai [268] #iot,#iiot [191] #datascience,#iot [180] #ai,#datascience [170] #python,#bigdata [119] 10,free [119] free,read [112] kdnuggets,ingliguori [110] #datascience,#ai Top Word Pairs in Tweet in G4:
[41] #bigdata,#datascience [23] #datascience,#ai [20] #ai,#neuralnetworks [20] #datascience,#datavisualization [20] #datavisualization,#dataanalytics [20] #dataanalytics,#datafam [19] tips,tutorials [19] tutorials,learn [19] learn,#machinelearning [19] #machinelearning,10 Top Word Pairs in Tweet in G5:
[61] #ai,#machinelearning [50] towards,responsible [50] responsible,ethical [39] susansivek,kdnuggets [38] kdnuggets,#ai [36] learning,#datascience [36] #datascience,social [36] social,media [36] media,susansivek [35] pierrepinna,learning Top Word Pairs in Tweet in G6:
[38] data,science [28] machine,learning [10] deep,learning [10] programming,languages [9] science,programming [8] data,scientist [7] languages,use [7] decision,tree [7] ploomber,vs [7] vs,kubeflow Top Word Pairs in Tweet in G7:
[188] machine,learning [159] data,science [64] #datascience,#ai [64] #ai,#ml [58] kdnuggets,#datascience [56] #ml,#data [55] #data,#bigdata [43] #ai,#machinelearning [38] #machinelearning,#analytics [29] steps,mastering Top Word Pairs in Tweet in G8:
[44] machine,learning [23] data,science [22] 10,platforms [22] platforms,learn [22] learn,data [22] data,analysis [22] analysis,machine [22] learning,data [22] science,data [22] data,engineering Top Word Pairs in Tweet in G9:
[17] decision,tree [16] need,know [16] know,decision [16] decision,trees [16] trees,build [16] build,optimize [16] optimize,decision [16] tree,classifiers [15] datasciencedojo,need [5] data,science Top Word Pairs in Tweet in G10:
[5] piatetsky,shapiro [5] data,science [5] science,useful [5] useful,blogs [5] blogs,websites [5] websites,elite [5] elite,datascience [5] datascience,towardsdatascience [5] towardsdatascience,chris [5] chris,albon Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: