The graph represents a network of 2,067 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, 14 April 2019 at 13:14 UTC.
The requested start date was Sunday, 14 April 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 9-day, 3-hour, 41-minute period from Thursday, 04 April 2019 at 20:19 UTC to Sunday, 14 April 2019 at 00:00 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 : 2067
Unique Edges : 4641
Edges With Duplicates : 4863
Total Edges : 9504
Number of Edge Types : 3
Mentions : 7538
Tweet : 1869
Replies to : 97
Self-Loops : 1869
Reciprocated Vertex Pair Ratio : 0.0184893784421715
Reciprocated Edge Ratio : 0.0363074546156817
Connected Components : 235
Single-Vertex Connected Components : 193
Maximum Vertices in a Connected Component : 1763
Maximum Edges in a Connected Component : 8742
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.619965
Graph Density : 0.00121252653719
Modularity : 0.388915
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[879] machine,learning [651] data,science [445] geoffreyhinton,kdnuggets [445] kdnuggets,spirosmargaris [417] kdnuggets,top [409] spirosmargaris,xbond49 [394] xbond49,ahier [379] ahier,jimmarous [371] #ai,influencers [371] influencers,2019 Top Word Pairs in Tweet in G1:
[510] machine,learning [371] kdnuggets,top [308] top,8 [284] 8,sources [284] sources,#machinelearning [284] #machinelearning,analytics [284] analytics,datasets [277] datasets,1 [277] 1,kaggle [277] kaggle,datasets Top Word Pairs in Tweet in G2:
[161] geoffreyhinton,kdnuggets [161] kdnuggets,spirosmargaris [126] spirosmargaris,xbond49 [125] #ai,influencers [125] influencers,2019 [119] read,more [118] top,#ai [118] 2019,thank [118] thank,geoffreyhinton [117] xbond49,ahier Top Word Pairs in Tweet in G3:
[276] geoffreyhinton,kdnuggets [276] kdnuggets,spirosmargaris [275] spirosmargaris,xbond49 [271] ahier,jimmarous [270] xbond49,ahier [240] top,#ai [240] #ai,influencers [240] influencers,2019 [233] 2019,thank [233] thank,geoffreyhinton Top Word Pairs in Tweet in G4:
[125] machine,learning [117] data,science [107] #kdnuggets,#data [52] learning,data [49] #machinelearning,#kdnuggets [47] 10,free [41] data,scientists [40] another,10 [28] free,see [28] courses,machine Top Word Pairs in Tweet in G5:
[39] fisher85m,frronconi [39] frronconi,kdnuggets [38] antgrasso,businesses [38] businesses,need [38] need,one [38] one,million [38] million,data [38] data,scientists [38] scientists,link [38] link,gt Top Word Pairs in Tweet in G6:
[54] antoniopescape,apollineadiju [53] apollineadiju,digitalcloudgal [53] schmarzo,antoniopescape [52] enanglais,mhiesboeck [52] mhiesboeck,fgraillot [51] digitalcloudgal,enanglais [43] ipfconline1,#ff [43] #ff,great [43] great,people [43] people,schmarzo Top Word Pairs in Tweet in G7:
[130] data,science [77] machine,learning [52] data,scientists [37] data,analytics [35] fresh,kdnuggets [33] 10,free [29] another,10 [27] learning,data [26] free,see [26] courses,machine Top Word Pairs in Tweet in G8:
[27] #europeancommission,publishes [27] publishes,guidelines [27] guidelines,developing [27] developing,ethical [27] ethical,#artificialintelligence [27] #artificialintelligence,#aiethics [27] #aiethics,#ethics [26] swisscognitive,#europeancommission [26] #ethics,bigdatagal [3] kdnuggets,ronald_vanloon Top Word Pairs in Tweet in G9:
[10] influencers,follow [10] follow,2019 [9] top,ai [9] ai,influencers [9] 2019,adampaulcoates [9] adampaulcoates,santhukral [9] santhukral,petitegeek [8] marktechpost,top [8] petitegeek,jjkardwell [8] jjkardwell,ka Top Word Pairs in Tweet in G10:
[9] job,market [6] online,courses [6] data,science [4] #datascience,#machinelearning [3] best,online [3] courses,#datascience [3] #machinelearning,2019 [3] 2019,20 [3] 20,job [3] mismatch,between 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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