The graph represents a network of 1,336 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, 03 July 2022 at 02:41 UTC.
The requested start date was Sunday, 03 July 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, 7-hour, 20-minute period from Sunday, 19 June 2022 at 00:02 UTC to Saturday, 02 July 2022 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 : 1336
Unique Edges : 1580
Edges With Duplicates : 6478
Total Edges : 8058
Number of Edge Types : 5
Mentions : 1340
Retweet : 2090
MentionsInRetweet : 3569
Tweet : 958
Replies to : 101
Self-Loops : 1011
Reciprocated Vertex Pair Ratio : 0.0226526592252134
Reciprocated Edge Ratio : 0.0443017656500803
Connected Components : 66
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 1254
Maximum Edges in a Connected Component : 7928
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.791022
Graph Density : 0.00174650698602794
Modularity : 0.254945
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,336 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, 03 July 2022 at 02:41 UTC.
The requested start date was Sunday, 03 July 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, 7-hour, 20-minute period from Sunday, 19 June 2022 at 00:02 UTC to Saturday, 02 July 2022 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:
[509] data,science [371] #data,#bigdata [344] #datascientist,kdnuggets [343] modern,#datascientist [339] machine,learning [329] #bigdata,#skills [329] #skills,#business [329] #business,#analytics [329] #analytics,#python [315] kdnuggets,#data Top Word Pairs in Tweet in G1:
[155] kdnuggets,#bigdata [125] #bigdata,#analytics [123] #ai,#machinelearning [108] #analytics,#datascience [106] #datascience,#ai [87] #iot,#iiot [71] #machinelearning,#iot [69] #iiot,#python [68] data,science [60] modern,#datascientist Top Word Pairs in Tweet in G2:
[129] #datascience,#rstats [93] learn,#datascience [89] ebook,learn [89] #rstats,free [89] free,download [89] download,#statistics [89] #statistics,ht [89] ht,kirkdborne [87] bobehayes,ebook [68] data,science Top Word Pairs in Tweet in G3:
[196] modern,#datascientist [196] #datascientist,kdnuggets [189] kdnuggets,#data [187] #data,#bigdata [187] #bigdata,#skills [187] #skills,#business [187] #business,#analytics [187] #analytics,#python [186] khulood_almani,modern [185] #python,#javascript Top Word Pairs in Tweet in G4:
[31] #ai,#machinelearning [30] modern,#datascientist [30] kdnuggets,#data [29] #datascientist,kdnuggets [28] #data,#bigdata [28] #bigdata,#skills [28] #skills,#business [28] #business,#analytics [28] #analytics,#python [26] khulood_almani,modern Top Word Pairs in Tweet in G5:
[269] data,science [133] machine,learning [79] commands,data [66] linux,commands [65] 20,basic [63] basic,linux [63] #datascience,#ai [61] science,beginners [59] #ai,#ml [51] kdnuggets,#datascience Top Word Pairs in Tweet in G6:
[23] machine,learning [20] data,science [5] learning,brain [5] brain,part [5] #machinelearning,#learning [4] learning,algorithms [4] market,data [4] data,news [4] news,time [4] time,series Top Word Pairs in Tweet in G7:
[32] data,science [31] machine,learning [28] #datascience,#datavisualization [28] #datavisualization,#dataanalytics [27] #dataanalytics,#datafam [9] #ai,#machinelearning [9] kdnuggets,#bigdata [9] machinelearnflx,python [8] complete,collection [8] collection,data Top Word Pairs in Tweet in G8:
[20] twitter,wesmckinn [20] wesmckinn,andrewnyg [20] dpatil,miketamir [19] kirkdborne,dpatil [18] andrewnyg,deanabb [17] deanabb,kirkdborne [13] top,data [13] data,scientist [13] scientist,follow [13] follow,twitter Top Word Pairs in Tweet in G9:
[2] nft_nums,kdnuggets [2] kdnuggets,kksheld [2] kksheld,menaokonkwo [2] menaokonkwo,sazanka_nekoo [2] sazanka_nekoo,nikkoldizon [2] nikkoldizon,jaokakanom [2] jaokakanom,kksivashankar Top Replied-To in Entire Graph:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: