The graph represents a network of 2,241 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, 11 August 2019 at 14:04 UTC.
The requested start date was Sunday, 11 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 13-day, 3-hour, 46-minute period from Sunday, 28 July 2019 at 20:12 UTC to Saturday, 10 August 2019 at 23:59 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 : 2241
Unique Edges : 3565
Edges With Duplicates : 4865
Total Edges : 8430
Number of Edge Types : 3
Mentions : 6850
Tweet : 1438
Replies to : 142
Self-Loops : 1438
Reciprocated Vertex Pair Ratio : 0.0233349538162372
Reciprocated Edge Ratio : 0.0456057007125891
Connected Components : 208
Single-Vertex Connected Components : 178
Maximum Vertices in a Connected Component : 1993
Maximum Edges in a Connected Component : 8084
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.791143
Graph Density : 0.000838672148913113
Modularity : 0.342388
NodeXL Version : 1.0.1.418
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[718] data,science [641] machine,learning [422] deep,learning [285] neural,networks [258] read,more [231] 10,best [220] #datascience,#machinelearning [211] science,machine [201] top,10 [199] data,scientist Top Word Pairs in Tweet in G1:
[233] machine,learning [230] deep,learning [222] data,science [186] neural,networks [138] kdnuggets,deep [122] learning,cheat [122] cheat,sheets [118] #datascience,#analytics [117] nothing,numpy [117] numpy,understanding Top Word Pairs in Tweet in G2:
[182] read,more [172] kdnuggets,read [124] mattmayo13,kdnuggets [108] learn,more [105] #machinelearning,#datascience [102] 10,free [102] free,read [102] read,books [101] books,#machinelearning [101] #datascience,mattmayo13 Top Word Pairs in Tweet in G3:
[102] â,â [91] #datascience,#machinelearning [72] machine,learning [70] data,science [67] 10,best [67] v,kdnuggets [61] #fintech,#insurtech [55] #ai,#artificialintelligence [53] #analytics,#datascience [49] #fintech,#ai Top Word Pairs in Tweet in G4:
[297] data,science [178] machine,learning [86] deep,learning [64] science,machine [62] learners,wrong [57] top,10 [56] 70,data [54] best,podcasts [54] podcasts,ai [54] ai,analytics Top Word Pairs in Tweet in G5:
[59] data,science [54] machine,learning [15] top,10 [14] 10,best [14] best,podcasts [14] podcasts,ai [14] ai,analytics [13] analytics,data [13] science,machine [12] deep,learning Top Word Pairs in Tweet in G6:
[65] swisscognitive,#ai [22] ai,based [17] #ai,#futurecities [17] #futurecities,many [17] many,cities [17] cities,plans [17] plans,become [17] become,smart [17] smart,cities [17] cities,armed Top Word Pairs in Tweet in G7:
[21] #ml,#machinelearning [17] 4,types [17] types,#dataanalytics [15] #datascience,vs [15] vs,decision [15] decision,science [15] science,#infographic [15] #infographic,kdnuggets [15] kdnuggets,ht [15] ht,ipfconline1 Top Word Pairs in Tweet in G8:
[18] googleai,andrewyng [18] andrewyng,openai [18] openai,jhamrick [17] jhamrick,teachthemachine [17] teachthemachine,lishali88 [17] lishali88,amuellerml [17] amuellerml,rasbt [17] rasbt,_inesmontani [17] _inesmontani,datajunkie [17] datajunkie,sharma_kriti Top Word Pairs in Tweet in G9:
[18] 7,books [18] books,grasp [18] grasp,mathematical [18] mathematical,foundations [18] foundations,#datascience [18] #datascience,#machinelearning [18] #machinelearning,#bigdata [18] #bigdata,#analytics [18] #analytics,#ai [18] #ai,#iot Top Word Pairs in Tweet in G10:
[5] industrial,#internetofthings [5] #internetofthings,#infographic [5] #infographic,#iot [5] #iot,#iiot [5] #iiot,#industrialiot [5] #industrialiot,zdnet [5] zdnet,adelynzhou [4] asokan_telecom,industrial [4] kdnuggets,postintel [4] postintel,conpsweeney 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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