The graph represents a network of 1,487 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, 18 September 2022 at 02:41 UTC.
The requested start date was Sunday, 18 September 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, 6-hour, 32-minute period from Sunday, 04 September 2022 at 00:27 UTC to Saturday, 17 September 2022 at 07:00 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 : 1487
Unique Edges : 1817
Edges With Duplicates : 9118
Total Edges : 10935
Number of Edge Types : 5
Retweet : 2901
MentionsInRetweet : 5349
Mentions : 1350
Tweet : 1241
Replies to : 94
Self-Loops : 1332
Reciprocated Vertex Pair Ratio : 0.0292286874154263
Reciprocated Edge Ratio : 0.0567972653168551
Connected Components : 126
Single-Vertex Connected Components : 109
Maximum Vertices in a Connected Component : 1333
Maximum Edges in a Connected Component : 10636
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.819308
Graph Density : 0.00172106212568143
Modularity : 0.234116
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,487 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, 18 September 2022 at 02:41 UTC.
The requested start date was Sunday, 18 September 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, 6-hour, 32-minute period from Sunday, 04 September 2022 at 00:27 UTC to Saturday, 17 September 2022 at 07:00 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:
[937] data,science [627] machine,learning [402] python,data [381] free,python [353] science,course [333] course,kdnuggets [324] #data,#bigdata [297] kdnuggets,freecodecamp [288] freecodecamp,#datascience [287] marcusborba,free Top Word Pairs in Tweet in G1:
[258] data,science [215] python,data [202] kdnuggets,freecodecamp [198] free,python [198] science,course [195] course,kdnuggets [194] freecodecamp,#datascience [193] marcusborba,free [183] #datascience,#artificialintelligenâ [57] machine,learning Top Word Pairs in Tweet in G2:
[134] machine,learning [112] data,science [79] #serverless,#codenewbie [76] #codenewbie,#ml [72] #ml,#ai [68] #ai,#code [55] #code,#datascience [54] #fintech,#ai [49] #datascience,#rstats [48] learning,#algorithms Top Word Pairs in Tweet in G3:
[242] machine,learning [232] data,science [214] #data,#bigdata [210] kdnuggets,#data [210] #bigdata,#skills [210] #skills,#business [169] #business,#analytics [155] #analytics,#python [147] #python,#javascript [134] modern,#datascientistâ Top Word Pairs in Tweet in G4:
[51] data,science [42] machine,learning [11] course,kdnuggets [11] wanted,know [10] everything,ve [10] ve,wanted [9] free,python [9] learning,algorithms [8] free,ai [8] ai,beginners Top Word Pairs in Tweet in G5:
[59] data,science [45] #bigdata,#datascience [43] tips,tutorials [43] tutorials,learn [43] learn,#machinelearning [43] #machinelearning,rasbt [43] rasbt,#bigdata [43] #datascience,#ai [43] #ai,#neuralnetworks [43] #neuralnetworks,#deeplearning Top Word Pairs in Tweet in G6:
[95] data,science [88] go,complete [88] complete,collection [88] collection,data [88] science,books [82] #datascience,#books [82] #books,#ai [67] books,#datascience [66] datasciencedojo,go [21] datasciencedojo,#datascience Top Word Pairs in Tweet in G7:
[100] data,science [96] kdnuggets,#pyton [95] #pyton,#python [93] #python,#pythonic [92] #pythonic,#ml [85] machine,learning [84] read,more [80] #ml,#machinelearning [74] #machinelearning,read [65] #datascience,#ai Top Word Pairs in Tweet in G8:
[31] #serverless,#codenewbie [29] #codenewbie,#ml [27] #ml,#ai [25] complete,collection [25] #ai,#code [23] collection,#datascience [22] #datascience,books [22] books,#ml [22] #ml,#sql [22] #sql,#cybersecurity Top Word Pairs in Tweet in G9:
[2] #ff,#analytics [2] #analytics,analyticbridge [2] analyticbridge,sapanalytics [2] sapanalytics,ronald_vanloon [2] ronald_vanloon,danvesset [2] danvesset,kirkdborne [2] kirkdborne,kdnuggets [2] kdnuggets,fisher85m [2] fisher85m,zanalyticsguru [2] zanalyticsguru,bernardmarr Top Word Pairs in Tweet in G10:
[2] syncswap,galxehq 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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