The graph represents a network of 1,552 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, 12 December 2021 at 03:47 UTC.
The requested start date was Sunday, 12 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 11-minute period from Sunday, 28 November 2021 at 01:01 UTC to Sunday, 12 December 2021 at 00:12 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 : 1552
Unique Edges : 1763
Edges With Duplicates : 8739
Total Edges : 10502
Number of Edge Types : 5
Tweet : 1628
Retweet : 2912
MentionsInRetweet : 4439
Mentions : 1437
Replies to : 86
Self-Loops : 1666
Reciprocated Vertex Pair Ratio : 0.0245381062355658
Reciprocated Edge Ratio : 0.0479008171315864
Connected Components : 151
Single-Vertex Connected Components : 130
Maximum Vertices in a Connected Component : 1370
Maximum Edges in a Connected Component : 10197
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.953672
Graph Density : 0.00147435641787473
Modularity : 0.227754
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,552 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, 12 December 2021 at 03:47 UTC.
The requested start date was Sunday, 12 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 23-hour, 11-minute period from Sunday, 28 November 2021 at 01:01 UTC to Sunday, 12 December 2021 at 00:12 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : kdnuggets
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[514] data,science [463] machine,learning [441] #ai,#ml [400] #bigdata,#analytics [363] #iot,#iiot [326] #analytics,#ai [305] #ai,#datascience [252] #iiot,#pytorch [248] #ai,#machinelearning [223] #machinelearning,#datascience Top Word Pairs in Tweet in G1:
[59] machine,learning [58] data,science [51] kdnuggets,git [46] engineers,replacing [46] git,github [46] github,beginners [46] beginners,#programming [46] #programming,#datascience [44] #datascience,#kdn [40] #machinelearning,#datascience Top Word Pairs in Tweet in G2:
[378] #bigdata,#analytics [314] #iot,#iiot [302] #analytics,#ai [239] #iiot,#pytorch [230] #ai,#datascience [158] #python,#bigdata [157] #datascience,#iot [132] #machinelearning,#datascience [114] data,science [109] #ai,#machinelearning Top Word Pairs in Tweet in G3:
[78] kdnuggets,#ai [62] #ai,#machinelearning [46] 2021,year [46] year,full [46] full,amazing [46] amazing,#ai [35] ethical,#ai [34] #ai,#ml [33] #ai,#datascience [32] towards,responsible Top Word Pairs in Tweet in G4:
[41] machine,learning [39] data,science [27] learning,engineers [27] data,scientists [26] engineers,replacing [26] replacing,data [26] #datascience,#datavisualization [26] #datavisualization,#dataanalytics [26] #dataanalytics,#datafam [22] data,scientist Top Word Pairs in Tweet in G5:
[99] machine,learning [80] data,science [50] deep,learning [34] developments,key [33] 2022,trends [32] main,2021 [32] 2021,developments [32] key,2022 [32] data,scientists [28] engineers,replacing Top Word Pairs in Tweet in G6:
[340] #ai,#ml [162] data,science [114] machine,learning [81] data,scientist [69] kdnuggets,#data [52] #ai,#machinelearning [47] data,scientists [46] sentiment,analysis [30] analysis,knime [30] common,sql Top Word Pairs in Tweet in G7:
[10] #infographic,explore [7] explore,interesting [7] interesting,10 [7] 10,facts [7] facts,cloud [7] cloud,mza [7] mza,randal_olson [7] randal_olson,miketamir [7] miketamir,jonathanafrye [4] #100daysofcode,#devcommunity Top Word Pairs in Tweet in G8:
[4] models,deployed [3] #ff,#analytics [3] #analytics,analyticbridge [3] analyticbridge,sapanalytics [3] sapanalytics,ronald_vanloon [3] ronald_vanloon,danvesset [3] danvesset,kirkdborne [3] kirkdborne,kdnuggets [3] kdnuggets,fisher85m [3] fisher85m,zanalyticsguru Top Word Pairs in Tweet in G9:
[6] top,#virtualreality [6] #virtualreality,trends [6] trends,miss [6] miss,sure [5] revolutionising,education [5] education,#ecosystem [5] #ecosystem,#artificialintelligence [5] #artificialintelligence,digitalcloudgal [4] digitalcloudgal,dinisguarda [4] dinisguarda,ursbolt Top Word Pairs in Tweet in G10:
[48] #datascience,#ai [47] #ai,#ml [41] kdnuggets,#datascience [40] #ml,#data [40] #data,#bigdata [21] #datascience,#ds [20] machine,learning [14] data,science [13] #bigdata,#datascience [13] #datascience,#datascience Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: