The graph represents a network of 2,043 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 June 2019 at 13:15 UTC.
The requested start date was Sunday, 16 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, 16-hour, 22-minute period from Tuesday, 04 June 2019 at 14:56 UTC to Saturday, 15 June 2019 at 07:18 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 : 2043
Unique Edges : 2993
Edges With Duplicates : 4046
Total Edges : 7039
Number of Edge Types : 3
Mentions : 5672
Tweet : 1294
Replies to : 73
Self-Loops : 1294
Reciprocated Vertex Pair Ratio : 0.0155875299760192
Reciprocated Edge Ratio : 0.0306965761511216
Connected Components : 219
Single-Vertex Connected Components : 184
Maximum Vertices in a Connected Component : 1765
Maximum Edges in a Connected Component : 6558
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.798515
Graph Density : 0.000812118300803058
Modularity : 0.346951
NodeXL Version : 1.0.1.413
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[831] machine,learning [811] data,science [418] 7,steps [395] steps,mastering [336] #datascience,#machinelearning [301] 2019,edition [238] #bigdata,#datascience [203] #ds,#datascience [194] mastering,intermediate [178] science,machine Top Word Pairs in Tweet in G1:
[286] machine,learning [260] data,science [173] 7,steps [157] steps,mastering [136] 2019,edition [119] kdnuggets,7 [82] organize,code [81] learning,python [80] code,many [80] many,still Top Word Pairs in Tweet in G2:
[331] data,science [303] machine,learning [202] #ds,#datascience [201] #datascience,#machinelearning [198] #bigdata,#datascience [162] thanks,richardeudes [139] 7,steps [137] steps,mastering [104] science,machine [100] 2019,edition Top Word Pairs in Tweet in G3:
[104] read,more [83] kdnuggets,read [77] read,full [77] full,article [77] article,here [46] #statistics,#machinelearning [46] #machinelearning,gilpress [46] gilpress,kdnuggets [46] kdnuggets,edvancer [46] edvancer,read Top Word Pairs in Tweet in G4:
[80] machine,learning [75] data,science [20] data,scientists [19] 7,steps [18] steps,mastering [18] learning,models [13] 2019,edition [13] null,#dthstr [12] science,machine [11] top,10 Top Word Pairs in Tweet in G5:
[30] v,kdnuggets [21] data,science [17] kdnuggets,ht [17] ht,pierrepinna [17] difference,between [16] pascal_bornet,jblefevre60 [15] visualisations,combines [15] combines,#machinelearning [15] #machinelearning,#art [15] #art,refik Top Word Pairs in Tweet in G6:
[63] ù,ø [57] ø,ø [40] ø,ù [33] ù,ù [30] هل,تظن [30] تظن,انك [30] انك,تعرف [30] تعرف,نفسك [30] نفسك,جيدا [30] جيدا,٢٠ Top Word Pairs in Tweet in G7:
[9] safer,roads [9] roads,ai [9] ai,using [9] using,#artificialintelligence [9] #artificialintelligence,develop [9] develop,next [9] next,generation [9] generation,advanced [9] advanced,safety [9] safety,systems Top Word Pairs in Tweet in G8:
[21] machine,learning [21] learning,cheat [21] cheat,sheets [20] sheets,#cheatsheet [20] #cheatsheet,#deeplearning [20] #deeplearning,#machinelearning [20] #machinelearning,#mathematics [19] jose_garde,machine [19] #mathematics,#neuralnetwo Top Word Pairs in Tweet in G9:
[14] decide,between [14] between,adventure [14] adventure,postdoc [14] postdoc,now [14] now,joint [14] joint,postdoc [14] postdoc,between [14] between,nofima [14] nofima,ucbids [14] ucbids,spend Top Word Pairs in Tweet in G10:
[4] sirajraval,morebaie [4] morebaie,tmounaged [3] tmounaged,ahmadmahmoud27 [2] #ai,sirajraval [2] ahmadmahmoud27,emma_glivinska [2] #machinelearning,vulnerable [2] vulnerable,adversarial [2] adversarial,attacks [2] attacks,fix [2] fix,#ai 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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