The graph represents a network of 2,200 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, 23 June 2019 at 13:14 UTC.
The requested start date was Sunday, 23 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 10-day, 6-hour, 40-minute period from Wednesday, 12 June 2019 at 17:20 UTC to Sunday, 23 June 2019 at 00:01 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 : 2200
Unique Edges : 3449
Edges With Duplicates : 3886
Total Edges : 7335
Number of Edge Types : 3
Mentions : 5846
Tweet : 1415
Replies to : 74
Self-Loops : 1415
Reciprocated Vertex Pair Ratio : 0.0159744408945687
Reciprocated Edge Ratio : 0.0314465408805031
Connected Components : 224
Single-Vertex Connected Components : 189
Maximum Vertices in a Connected Component : 1923
Maximum Edges in a Connected Component : 6931
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.742836
Graph Density : 0.000788788292198933
Modularity : 0.375968
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[985] data,science [667] machine,learning [273] learn,python [270] v,kdnuggets [269] #bigdata,#datascience [247] #datascience,#machinelearning [242] read,ml [242] ml,data [242] science,books [242] books,completely Top Word Pairs in Tweet in G1:
[479] data,science [235] read,ml [235] ml,data [235] science,books [235] books,completely [235] completely,free [235] free,v [235] v,kdnuggets [235] kdnuggets,#weekendmotivation [234] mit_csail,read Top Word Pairs in Tweet in G2:
[71] read,more [58] kdnuggets,read [32] read,full [32] full,article [32] article,here [30] 7,steps [30] steps,mastering [28] more,here [27] #datascience,#machinelearning [26] v,kdnuggets Top Word Pairs in Tweet in G3:
[292] data,science [279] machine,learning [224] #ds,#datascience [220] #bigdata,#datascience [175] #datascience,#machinelearning [140] thanks,richardeudes [106] data,scientists [96] #datascience,#ds [93] need,know [90] #datascience,thanks Top Word Pairs in Tweet in G4:
[63] data,science [54] machine,learning [20] need,know [19] data,scientists [16] 5,useful [16] useful,statistics [15] scientists,need [14] statistics,data [10] science,machine [10] neural,networks Top Word Pairs in Tweet in G5:
[19] swisscognitive,#ai [19] adopting,#ai [18] #ai,aspects [18] aspects,life [17] life,emirati [17] emirati,nation [17] nation,ranked [17] ranked,first [17] first,arab [17] arab,world Top Word Pairs in Tweet in G6:
[9] #bigdata,landscape [9] landscape,look [9] look,#machinlearning [9] #machinlearning,#analytics [9] #analytics,#ml [9] #ml,#ai [9] #ai,#datascience [8] wiprodigital,#bigdata [8] #datascience,#deep [4] know,90 Top Word Pairs in Tweet in G7:
[23] ronald_vanloon,60 [23] 60,free [23] free,books [23] books,#bigdata [23] #bigdata,#datascience [23] #datascience,#datamining [23] #datamining,#machinelearning [23] #machinelearning,#python [23] #python,r [23] r,more Top Word Pairs in Tweet in G8:
[22] samiranghosh,brilliant [22] brilliant,visualisations [22] visualisations,combines [22] combines,#machinelearning [22] #machinelearning,#art [22] #art,refik [22] refik,anadol [22] anadol,pascal_bornet [20] pascal_bornet,jblefevre60 [19] jblefevre60,drjdroogh Top Word Pairs in Tweet in G9:
[25] learn,python [24] data,science [23] python,data [23] science,right [23] right,way [23] way,one [23] one,thing [23] thing,recommend [22] samuel_wong_,learn [3] kdnuggets,pandas Top Word Pairs in Tweet in G10:
[17] top,sources [17] sources,#machinelearning [17] #machinelearning,analytics [17] analytics,datasets [17] datasets,1 [17] 1,kaggle [17] kaggle,datasets [17] datasets,2 [17] 2,amazon [17] amazon,datasets Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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