The graph represents a network of 2,283 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, 04 August 2019 at 14:04 UTC.
The requested start date was Sunday, 04 August 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, 8-hour, 12-minute period from Thursday, 25 July 2019 at 15:48 UTC to Sunday, 04 August 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 : 2283
Unique Edges : 3774
Edges With Duplicates : 4244
Total Edges : 8018
Number of Edge Types : 3
Mentions : 6494
Tweet : 1410
Replies to : 114
Self-Loops : 1410
Reciprocated Vertex Pair Ratio : 0.0231393129770992
Reciprocated Edge Ratio : 0.0452319888085801
Connected Components : 224
Single-Vertex Connected Components : 188
Maximum Vertices in a Connected Component : 2016
Maximum Edges in a Connected Component : 7656
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.896809
Graph Density : 0.000823255222939204
Modularity : 0.359831
NodeXL Version : 1.0.1.418
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[681] machine,learning [656] data,science [467] neural,networks [297] data,scientist [293] read,more [257] analytics,data [249] kdnuggets,read [234] science,machine [223] deep,learning [216] 13,skills Top Word Pairs in Tweet in G1:
[317] neural,networks [244] machine,learning [199] data,science [134] kdnuggets,top [133] nothing,numpy [133] numpy,understanding [133] understanding,creating [133] creating,neural [131] computational,graphs [128] networks,computational Top Word Pairs in Tweet in G2:
[89] read,more [65] #bigdata,#analytics [65] kdnuggets,ht [61] kdnuggets,read [58] #ai,#iot [58] #datascience,vs [58] vs,decision [58] decision,science [56] v,kdnuggets [47] 4,types Top Word Pairs in Tweet in G3:
[174] kdnuggets,read [148] read,more [105] more,here [103] read,full [103] article,here [101] full,article [98] mattmayo13,kdnuggets [79] machine,learning [78] #machinelearning,#datascience [77] 10,free Top Word Pairs in Tweet in G4:
[251] data,science [190] machine,learning [94] thanks,richardeudes [74] top,10 [73] 13,skills [72] top,13 [72] skills,become [71] become,rockstar [70] analytics,data [68] science,machine Top Word Pairs in Tweet in G5:
[48] data,science [45] machine,learning [34] data,scientist [24] 13,skills [24] skills,become [22] top,13 [22] become,rockstar [19] rockstar,data [17] neural,networks [16] top,10 Top Word Pairs in Tweet in G6:
[96] #datascience,#analytics [29] machine,learning [27] #ds,#datascience [26] data,science [25] #datascience,#machinelearning [23] jbarbosapr,bernardmarr [23] bernardmarr,machine_ml [23] machine_ml,enricomolinari [23] cybersecboardrm,claire_harris82 [20] deep,learning Top Word Pairs in Tweet in G7:
[3] kdnuggets,mitxonedx [3] mitxonedx,edxonline [2] neural,networks [2] mattmayo13,kdnuggets [2] chrisalbon,woah Top Word Pairs in Tweet in G8:
[29] قائمة,بأشهر [29] بأشهر,الشهادات [29] الشهادات,certificates [29] certificates,في [29] في,علوم [29] علوم,و [29] و,#تحليل_البيانات [29] #تحليل_البيانات,و [29] و,#تعلم_الآلة [29] #تعلم_الآلة,و Top Word Pairs in Tweet in G9:
[14] machine,learning [14] latest,kdnuggets [14] kdnuggets,coffee [14] coffee,break [12] python,tutorial [12] tutorial,using [12] using,tensorflow [12] tensorflow,keras [12] break,thanks [11] neural,networks Top Word Pairs in Tweet in G10:
[29] #artificialintelligence,#machinelearning [29] #machinelearning,#datascience [21] machine,learning [14] data,science [10] science,machine [9] data,scientist [8] analytics,data [8] scientist,#artificialintelligence [6] learning,#artificialintelligence [5] deep,learning 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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