The graph represents a network of 977 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, 23 May 2021 at 02:23 UTC.
The requested start date was Sunday, 23 May 2021 at 00:01 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, 33-minute period from Sunday, 09 May 2021 at 00:23 UTC to Saturday, 22 May 2021 at 23:57 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 : 977
Unique Edges : 759
Edges With Duplicates : 5233
Total Edges : 5992
Number of Edge Types : 5
Replies to : 31
Mentions : 603
Retweet : 2123
MentionsInRetweet : 2595
Tweet : 640
Self-Loops : 662
Reciprocated Vertex Pair Ratio : 0.0175438596491228
Reciprocated Edge Ratio : 0.0344827586206897
Connected Components : 64
Single-Vertex Connected Components : 55
Maximum Vertices in a Connected Component : 906
Maximum Edges in a Connected Component : 5888
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.977051
Graph Density : 0.00176393107035589
Modularity : 0.209118
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 977 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, 23 May 2021 at 02:23 UTC.
The requested start date was Sunday, 23 May 2021 at 00:01 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, 33-minute period from Sunday, 09 May 2021 at 00:23 UTC to Saturday, 22 May 2021 at 23:57 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:
[865] #bigdata,#analytics [824] #analytics,#ai [790] #iot,#iiot [755] #python,#bigdata [631] #datascience,#iot [619] #ai,#datascience [474] kdnuggets,#kdn [474] #rstats,#dotnet [361] #iiot,#pytorch [316] #pytorch,#rstats Top Word Pairs in Tweet in G1:
[407] kdnuggets,#kdn [133] kdnuggets,kdnuggets [81] data,science [65] #kdn,kdnuggets [64] data,engineer [64] machine,learning [62] full,fledged [62] fledged,guide [62] guide,becoming [62] becoming,big Top Word Pairs in Tweet in G2:
[82] #bigdata,#analytics [76] #analytics,#ai [74] #iot,#iiot [72] machine,learning [70] #python,#bigdata [64] #ai,#datascience [62] #datascience,#iot [54] #machinelearning,#datascience [44] #rstats,#dotnet [43] data,science Top Word Pairs in Tweet in G3:
[646] #bigdata,#analytics [622] #analytics,#ai [595] #iot,#iiot [567] #python,#bigdata [473] #datascience,#iot [461] #ai,#datascience [361] #rstats,#dotnet [271] #iiot,#pytorch [238] #pytorch,#rstats [236] #iiot,#rstats Top Word Pairs in Tweet in G4:
[52] #bigdata,#analytics [48] #analytics,#ai [45] #iot,#iiot [44] #python,#bigdata [36] #datascience,#iot [34] #ai,#datascience [25] #rstats,#dotnet [22] #iiot,#pytorch [18] #pytorch,#rstats [18] #dotnet,#c Top Word Pairs in Tweet in G5:
[20] machine,learning [7] data,science [5] data,scientists [5] data,preparation [5] cheat,sheet [4] preparation,sql [4] sql,cheat [3] learning,nlp [3] game,changing [3] changing,data Top Word Pairs in Tweet in G6:
[35] #bigdata,#artificialintelligence [35] #artificialintelligence,#digital [35] #digital,#datascience [33] #bigdata,#analytics [31] #analytics,#ai [30] #iot,#iiot [28] #python,#bigdata [24] four,principles [24] principles,successfully [24] successfully,scaling Top Word Pairs in Tweet in G7:
[15] #ai,#aiio [15] #aiio,#bigdata [15] #bigdata,#ml [15] #ml,#nlu [15] #nlu,#futureofwork [13] #futureofwork,kevin_jackson [13] kevin_jackson,sallyeaves [8] sallyeaves,schmarzo [5] technative,miad [5] myths,#artificialintelligence Top Word Pairs in Tweet in G8:
[176] #ai,#ml [85] machine,learning [71] data,science [34] data,scientists [28] #bigdata,#analytics [27] #analytics,#ai [27] #iot,#iiot [26] #python,#bigdata [22] #ai,#datascience [22] #datascience,#iot Top Word Pairs in Tweet in G9:
[7] #ai,#machinelearning [5] #machinelearning,#datascience [5] deep,learning [5] data,scientists [4] neural,search [4] search,#artificialintelligence [4] #artificialintelligence,#machinelearning [3] makes,#ai [3] #ai,trustworthy [3] trustworthy,good Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
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Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: