The graph represents a network of 1,576 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, 24 April 2022 at 02:43 UTC.
The requested start date was Sunday, 24 April 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, 22-hour, 50-minute period from Sunday, 10 April 2022 at 01:00 UTC to Saturday, 23 April 2022 at 23:50 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 : 1576
Unique Edges : 1330
Edges With Duplicates : 6738
Total Edges : 8068
Number of Edge Types : 5
MentionsInRetweet : 3472
Mentions : 1570
Retweet : 2120
Tweet : 798
Replies to : 108
Self-Loops : 836
Reciprocated Vertex Pair Ratio : 0.0165609584214235
Reciprocated Edge Ratio : 0.0325823223570191
Connected Components : 99
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 1446
Maximum Edges in a Connected Component : 7762
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.82385
Graph Density : 0.00116227540085408
Modularity : 0.258887
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,576 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, 24 April 2022 at 02:43 UTC.
The requested start date was Sunday, 24 April 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, 22-hour, 50-minute period from Sunday, 10 April 2022 at 01:00 UTC to Saturday, 23 April 2022 at 23:50 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:
[272] data,science [271] #machinelearning,#kdnuggets [260] #bigdata,#analytics [245] #datascience,#ai [237] naïve,bayes [237] bayes,algorithm [237] algorithm,everything [237] need,know [234] everything,need [221] #iot,#iiot Top Word Pairs in Tweet in G1:
[236] #machinelearning,#kdnuggets [200] need,know [195] naïve,bayes [195] bayes,algorithm [195] algorithm,everything [195] everything,need [186] know,#machinelearning [184] kdnuggets,naïve [96] kdnuggets,#bigdata [93] #bigdata,#analytics Top Word Pairs in Tweet in G2:
[100] #datascience,#ai [77] kdnuggets,#datascience [61] #bigdata,#analytics [60] data,science [55] #ai,#machinelearning [51] #datascience,#bigdata [51] #ai,#ml [43] #ml,#data [42] #data,#bigdata [38] learn,more Top Word Pairs in Tweet in G3:
[150] kdnuggets,ingliguori [132] venn,diagram [127] essential,#datascience [127] #datascience,venn [127] #tech,#ai [127] #ai,#digital [125] diagram,kdnuggets [125] #digital,#iot [119] ingliguori,#tech [109] #datascience,#bigdata Top Word Pairs in Tweet in G4:
[20] women_in_ai,labiotech_eu [20] labiotech_eu,nicochan33 [20] nicochan33,si_org_pl [20] si_org_pl,mlearning_ai [20] mlearning_ai,globalgoalsai [20] globalgoalsai,technation [20] technation,sallyeaves [13] braincures,women_in_ai [11] sallyeaves,nhsx [10] ai4eu,ai4good Top Word Pairs in Tweet in G5:
[87] learn,create [87] create,beautiful [87] beautiful,charts [87] charts,python [87] python,using [87] using,seaborn [87] seaborn,library [87] library,#python [86] datasciencedojo,learn [86] #python,#datavisualiz Top Word Pairs in Tweet in G6:
[35] data,science [18] machine,learning [14] data,scientists [12] complete,collection [10] collection,data [9] data,repositories [9] repositories,part [8] python,libraries [8] libraries,data [8] scientists,know Top Word Pairs in Tweet in G7:
[2] kosherplug,mindblowonnft [2] mindblowonnft,koshergiveaways Top Word Pairs in Tweet in G8:
[32] machine,learning [15] data,analysis [15] engineering,machine [14] learning,mastery [14] mastery,kdnuggets [13] read,articles [13] articles,platforms [13] platforms,data [13] analysis,ml [13] ml,engineering Top Word Pairs in Tweet in G9:
[2] #infographic,difference [2] difference,between [2] between,#predictiveanalytics [2] #predictiveanalytics,vs [2] vs,#statistics [2] #statistics,aweigend [2] aweigend,bigdata [2] bigdata,bobehayes [2] kdnuggets,news [2] news,april Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: