The graph represents a network of 1,104 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, 16 October 2022 at 02:40 UTC.
The requested start date was Sunday, 16 October 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, 23-minute period from Sunday, 02 October 2022 at 00:07 UTC to Saturday, 15 October 2022 at 06:31 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 : 1104
Unique Edges : 1031
Edges With Duplicates : 6571
Total Edges : 7602
Number of Edge Types : 5
Retweet : 2090
MentionsInRetweet : 3416
Tweet : 1049
Mentions : 996
Replies to : 51
Self-Loops : 1139
Reciprocated Vertex Pair Ratio : 0.0293103448275862
Reciprocated Edge Ratio : 0.0569514237855946
Connected Components : 108
Single-Vertex Connected Components : 89
Maximum Vertices in a Connected Component : 972
Maximum Edges in a Connected Component : 7343
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.025061
Graph Density : 0.00196105483069888
Modularity : 0.224409
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 1,104 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, 16 October 2022 at 02:40 UTC.
The requested start date was Sunday, 16 October 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, 23-minute period from Sunday, 02 October 2022 at 00:07 UTC to Saturday, 15 October 2022 at 06:31 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:
[568] data,science [467] machine,learning [420] #datascience,#ai [349] complete,collection [347] collection,data [319] #bigdata,#analytics [304] #analytics,#datascience [270] kdnuggets,#bigdata [252] #ai,#ml [242] #ai,#machinelearning Top Word Pairs in Tweet in G1:
[143] #analytics,#datascience [143] #bigdata,#analytics [134] kdnuggets,#bigdata [103] #iot,#iiot [92] collection,data [92] complete,collection [87] part,kdnuggets [86] #science,books [86] data,#science [86] books,part Top Word Pairs in Tweet in G2:
[256] machine,learning [242] data,science [162] #serverless,#codenewbie [155] #ml,#ai [153] #codenewbie,#ml [134] #ai,#code [109] kdnuggets,#pyton [108] #pyton,#python [108] #ai,#artificialintelligence [105] #python,#pythonic Top Word Pairs in Tweet in G3:
[118] #bigdata,#analytics [100] #analytics,#datascience [95] #datascience,#ai [95] mattmayo13,kdnuggets [94] #ai,#machinelearning [91] kdnuggets,#bigdata [76] artificial,intelligence [70] crash,course [70] free,artificial [69] intelligence,#deeplearning Top Word Pairs in Tweet in G4:
[160] data,science [147] complete,collection [147] collection,data [147] #datascience,#ai [145] science,books [145] books,#datascience [144] #ai,#ml [143] datasciencedojo,complete [22] machine,learning [19] 15,#youtube Top Word Pairs in Tweet in G5:
[30] data,science [24] ø,ø [22] machine,learning [19] ù,ø [16] cheat,sheets [15] science,interview [14] sheets,need [14] 10,cheat [14] need,ace [13] ace,data Top Word Pairs in Tweet in G6:
[23] managing,#finance [23] #finance,future [23] #fintech,managing [17] future,kdnuggets [17] kdnuggets,#artificialintelligence [17] #ai,#fintech [17] #artificialintelligence,cc [16] mikeflache,#ai [16] cc,ef [9] #ai,#artificialintelligence Top Word Pairs in Tweet in G7:
[2] #artificialintelligence,#machinelearning [2] #machinelearning,#computervision [2] kirkdborne,kdnuggets [2] #deeplearning,#artificialintelligence [2] ronald_vanloon,danvesset [2] kdnuggets,fisher85m [2] #analytics,analyticbridge [2] danvesset,kirkdborne [2] analyticbridge,sapanalytics [2] sapanalytics,ronald_vanloon Top Word Pairs in Tweet in G8:
[9] kdnuggets,#ai [8] steps,mastering [8] 2022,kdnuggets [8] mastering,#machinelearning [8] #python,2022 [8] #machinelearning,#python [6] hakomtimeseries,steps [5] #bigdata,#analytics [5] #ai,#artificialintelligence [5] #ai,#artificialintelligeâ 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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