The graph represents a network of 2,178 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, 30 June 2019 at 13:14 UTC.
The requested start date was Sunday, 30 June 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 12-day, 15-hour, 54-minute period from Monday, 17 June 2019 at 07:52 UTC to Saturday, 29 June 2019 at 23:47 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 : 2178
Unique Edges : 3718
Edges With Duplicates : 4523
Total Edges : 8241
Number of Edge Types : 3
Mentions : 6691
Tweet : 1440
Replies to : 110
Self-Loops : 1440
Reciprocated Vertex Pair Ratio : 0.0238957277335264
Reciprocated Edge Ratio : 0.0466760961810467
Connected Components : 238
Single-Vertex Connected Components : 202
Maximum Vertices in a Connected Component : 1882
Maximum Edges in a Connected Component : 7722
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.847839
Graph Density : 0.000894652458522672
Modularity : 0.370217
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[626] machine,learning [551] data,science [280] 7,steps [277] #datascience,#machinelearning [270] steps,mastering [228] 2019,edition [226] #bigdata,#datascience [226] #ds,#datascience [190] python,2019 [186] read,more Top Word Pairs in Tweet in G1:
[218] machine,learning [208] data,science [122] 7,steps [112] steps,mastering [112] 2019,edition [95] learn,python [87] #python,#datascience [84] biggest,mistake [83] learning,python [82] learning,#python Top Word Pairs in Tweet in G2:
[255] machine,learning [223] #ds,#datascience [210] #datascience,#machinelearning [164] read,more [161] data,science [160] kdnuggets,read [151] #bigdata,#datascience [119] read,full [118] full,article [118] article,here Top Word Pairs in Tweet in G3:
[40] #fintech,#insurtech [35] #insurtech,#ai [24] #datascience,#machinelearning [22] 50,top [22] top,digital [22] digital,influencers [22] iam,platform [22] platform,curated [21] 2019,ipfconline1 [21] artificial,intelligence Top Word Pairs in Tweet in G4:
[62] data,science [58] machine,learning [22] 7,steps [22] steps,mastering [21] data,preparation [20] data,scientists [20] learning,python [19] preparation,machine [19] 2019,edition [18] mastering,data Top Word Pairs in Tweet in G5:
[27] machine,learning [24] top,sources [24] sources,#machinelearning [24] #machinelearning,analytics [24] analytics,datasets [24] datasets,1 [24] 1,kaggle [24] kaggle,datasets [24] datasets,2 [24] 2,amazon Top Word Pairs in Tweet in G6:
[13] 3,reasons [13] reasons,automl [13] automl,won [13] won,t [13] t,replace [13] replace,#datascientists [13] #datascientists,1 [13] 1,unsupervised [13] unsupervised,learning [13] learning,important Top Word Pairs in Tweet in G7:
[22] ronald_vanloon,60 [22] 60,free [22] free,books [22] books,#bigdata [22] #bigdata,#datascience [22] #datascience,#datamining [22] #datamining,#machinelearning [22] #machinelearning,#python [22] #python,r [22] r,more Top Word Pairs in Tweet in G8:
[34] #bigdata,#datascience [33] 5,libros [33] libros,iniciarte [33] iniciarte,#bigdata [33] #datascience,simplilearn [29] saludbigdata,5 Top Word Pairs in Tweet in G9:
[26] learn,python [25] data,science [23] python,data [23] science,right [23] right,way [23] way,one [23] one,thing [23] thing,recommend [22] samuel_wong_,learn [5] machine,learning Top Word Pairs in Tweet in G10:
[3] fabriziobustama,data [3] data,science [3] science,puzzle [3] puzzle,revisited [3] revisited,kdnuggets [3] kdnuggets,#bigdata [3] #bigdata,#machinelearning [3] swisscognitive,mminevich [3] mminevich,vladobotsvadze [3] vladobotsvadze,deeplearn007 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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