The graph represents a network of 2,172 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, 25 August 2019 at 14:04 UTC.
The requested start date was Sunday, 25 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, 42-minute period from Thursday, 15 August 2019 at 14:56 UTC to Saturday, 24 August 2019 at 23:39 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 : 2172
Unique Edges : 4271
Edges With Duplicates : 4120
Total Edges : 8391
Number of Edge Types : 3
Mentions : 6779
Tweet : 1488
Replies to : 124
Self-Loops : 1488
Reciprocated Vertex Pair Ratio : 0.0180658873538789
Reciprocated Edge Ratio : 0.0354906054279749
Connected Components : 197
Single-Vertex Connected Components : 169
Maximum Vertices in a Connected Component : 1939
Maximum Edges in a Connected Component : 8017
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.803117
Graph Density : 0.00101581791792531
Modularity : 0.358804
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[613] data,science [460] machine,learning [298] read,more [271] data,scientist [243] ronald_vanloon,top [242] kdnuggets,read [231] methods,used [214] top,#algorithms [214] #algorithms,methods [213] used,#datascientists Top Word Pairs in Tweet in G1:
[169] researcher,reproduced [169] reproduced,130 [169] 130,research [169] research,papers [169] papers,predicting [169] predicting,stock [169] stock,market [169] market,coded [154] coded,scratch [154] scratch,results Top Word Pairs in Tweet in G2:
[184] read,more [154] kdnuggets,read [125] ronald_vanloon,top [103] #ai,#bigdata [101] methods,used [97] top,#algorithms [97] #algorithms,methods [97] used,#datascientists [94] read,full [94] full,article Top Word Pairs in Tweet in G3:
[97] #ai,#artificialintelligence [82] spirosmargaris,good [77] vs,#machinelearning [73] #fintech,#ai [65] good,read [62] decision,trees [62] trees,classification [61] read,#statisticalmodelling [61] #statisticalmodelling,vs [59] #machinelearning,#fintech Top Word Pairs in Tweet in G4:
[30] machine,learning [30] data,scientist [25] data,science [22] marketable,data [21] become,more [21] more,marketable [16] deep,learning [16] learning,nlp [15] data,scientists [14] 12,nlp Top Word Pairs in Tweet in G5:
[325] data,science [176] machine,learning [101] #data,#machinelearning [88] #machinelearning,#kdnuggets [82] #ai,#machinelearning [82] #datascience,#analytics [66] data,scientist [66] #analytics,#datascience [64] #bigdata,#analytics [63] #iot,#iiot Top Word Pairs in Tweet in G6:
[48] ronald_vanloon,top [48] top,#algorithms [48] #algorithms,methods [48] methods,used [48] used,#datascientists [48] #datascientists,kdnuggets [47] #aibest,ronald_vanloon [41] #artificialintelligence,#machinelearning [41] #machinelearning,#datascience [40] dalithsteiger,#aibest Top Word Pairs in Tweet in G7:
[41] #aibest,ronald_vanloon [41] ronald_vanloon,top [41] top,#algorithms [41] #algorithms,methods [41] methods,used [41] used,#datascientists [41] #datascientists,kdnuggets [35] swisscognitive,#aibest [11] #artificialintelligence,designed [11] designed,detect Top Word Pairs in Tweet in G8:
[14] ibmcloud,azure [12] #clouddatasummit,october [12] azure,googlecloud [11] googlecloud,kdnuggets [10] kdnuggets,sapbigdata [9] ronald_vanloon,craigbrownphd [9] craigbrownphd,bobehayes [9] bobehayes,bernardmarr [9] #gcp,#googlecloud [9] #googlecloud,#azure Top Word Pairs in Tweet in G9:
[11] data,science [10] security,concerns [10] concerns,blocking [10] blocking,#digitaltransformation [10] #digitaltransformation,#cloud [10] #cloud,#cloudcomputing [10] #cloudcomputing,#iot [10] #iot,dinisguarda [9] balaji_sandiego,security [8] machine,learning Top Word Pairs in Tweet in G10:
[7] machine,learning [7] data,science [6] top,10 [6] 10,#machinelearning [6] #machinelearning,#tools [6] #tools,skill [6] skill,levels [6] levels,#ml [6] #ml,#ai [6] #ai,#artificialintelligence 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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