The graph represents a network of 1,140 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, 11 December 2022 at 03:42 UTC.
The requested start date was Sunday, 11 December 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, 4-hour, 18-minute period from Sunday, 27 November 2022 at 01:03 UTC to Saturday, 10 December 2022 at 05:22 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 : 1140
Unique Edges : 833
Edges With Duplicates : 5703
Total Edges : 6536
Number of Edge Types : 5
Retweet : 1869
MentionsInRetweet : 2551
Tweet : 1150
Mentions : 932
Replies to : 34
Self-Loops : 1247
Reciprocated Vertex Pair Ratio : 0.0322255790533736
Reciprocated Edge Ratio : 0.0624390243902439
Connected Components : 117
Single-Vertex Connected Components : 102
Maximum Vertices in a Connected Component : 1003
Maximum Edges in a Connected Component : 6217
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.156624
Graph Density : 0.00157879333980254
Modularity : 0.241021
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,140 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, 11 December 2022 at 03:42 UTC.
The requested start date was Sunday, 11 December 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, 4-hour, 18-minute period from Sunday, 27 November 2022 at 01:03 UTC to Saturday, 10 December 2022 at 05:22 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:
[771] data,science [568] machine,learning [322] #ai,#machinelearning [289] #datascience,#ai [270] #bigdata,#analytics [268] #analytics,#datascience [225] #iot,#iiot [215] kdnuggets,#bigdata [189] #machinelearning,#iot [187] cheat,sheets Top Word Pairs in Tweet in G1:
[223] data,science [162] #bigdata,#analytics [150] #analytics,#datascience [144] #datascience,#ai [140] #iot,#iiot [134] machine,learning [131] #ai,#machinelearning [125] kdnuggets,#bigdata [119] #machinelearning,#iot [86] #iiot,#python Top Word Pairs in Tweet in G2:
[277] machine,learning [192] data,science [168] #ai,#machinelearning [128] #datascience,#ai [102] #analytics,#datascience [93] #bigdata,#analytics [84] #fintech,#ai [83] #serverless,#codenewbie [83] #codenewbie,#ml [77] #ml,#ai Top Word Pairs in Tweet in G3:
[138] data,science [130] 21,useful [130] #datascience,#cheatsheet [130] useful,cheat [130] sheets,data [130] interviews,#datascience [130] cheat,sheets [130] science,interviews [129] datasciencedojo,21 [129] #cheatsheet,#inte Top Word Pairs in Tweet in G4:
[85] data,science [65] machine,learning [15] study,roadmap [15] deep,learning [14] free,machine [13] data,engineering [12] november,21 [11] online,learning [11] artificial,intelligence [10] learning,cheatsheet Top Word Pairs in Tweet in G5:
[31] machine,learning [25] data,science [17] deep,learning [13] learning,books [13] free,machine [12] learning,deep [11] #machinelearning,#deeplearning [11] books,#machinelearning [10] #ai,#machinelearning [9] 15,more Top Word Pairs in Tweet in G6:
[42] data,science [41] grip,easy [41] bread,butter [41] science,industry [41] sql,bread [41] survive,data [41] analyst,survive [41] industry,grip [41] butter,analyst [40] sachink02316651,sql Top Word Pairs in Tweet in G7:
[23] data,science [12] science,myths [12] solve,world [12] myths,busted [12] help,solve [12] top,10 [12] 10,data [11] busted,#bigdata [9] projects,help [9] science,projects Top Word Pairs in Tweet in G8:
[25] مجالات,#علم_البيانات [25] خلال,قراءة [25] في,مجالات [25] من,خلال [25] مهاراتهم,في [25] للمهتمين,بتطوير [25] التحليل,من [25] بتطوير,مهاراتهم [25] في,التحليل [25] قائمة,بمجموعة Top Word Pairs in Tweet in G10:
[8] #ai,#ml [7] #deeplearning,#artificialintelligence [7] #neuromorphic,#robotics [7] #autonomousvehicles,#neuromorphic [7] #artificialintelligence,#machinelearning [7] #machinelearning,#computervision [7] #dl,#ai [7] #computervision,#autonomousvehicles [7] #ml,#deeplearning [5] machine,learning Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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: