The graph represents a network of 1,076 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, 18 December 2022 at 03:41 UTC.
The requested start date was Sunday, 18 December 2022 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, 46-minute period from Sunday, 04 December 2022 at 01:06 UTC to Sunday, 18 December 2022 at 00:53 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 : 1076
Unique Edges : 782
Edges With Duplicates : 5308
Total Edges : 6090
Number of Edge Types : 5
Tweet : 1165
Mentions : 845
MentionsInRetweet : 2388
Retweet : 1657
Replies to : 35
Self-Loops : 1272
Reciprocated Vertex Pair Ratio : 0.0289772727272727
Reciprocated Edge Ratio : 0.056322473771397
Connected Components : 121
Single-Vertex Connected Components : 110
Maximum Vertices in a Connected Component : 936
Maximum Edges in a Connected Component : 5771
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.084916
Graph Density : 0.00156566093196161
Modularity : 0.234416
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,076 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, 18 December 2022 at 03:41 UTC.
The requested start date was Sunday, 18 December 2022 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, 46-minute period from Sunday, 04 December 2022 at 01:06 UTC to Sunday, 18 December 2022 at 00:53 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:
[533] data,science [375] machine,learning [328] #analytics,#datascience [315] #bigdata,#analytics [301] #ai,#machinelearning [299] #datascience,#ai [298] kdnuggets,#bigdata [270] #iot,#iiot [251] cheat,sheets [219] sheets,data Top Word Pairs in Tweet in G1:
[254] #bigdata,#analytics [253] #analytics,#datascience [246] kdnuggets,#bigdata [225] #iot,#iiot [164] #python,#rstats [135] #ai,#machinelearning [133] #datascience,#ai [121] #pytorch,#python [120] #iiot,#pytorch [120] #datascience,#iot Top Word Pairs in Tweet in G2:
[54] #ai,#machinelearning [33] kdnuggets,#coding [27] #artificialintelligence,change [26] change,#mobileapps [23] #datascience,project [23] project,free [23] maintainable,#datascience [23] reproducible,maintainable [23] book,mattmayo13 [23] build,reproducible Top Word Pairs in Tweet in G3:
[140] cheat,sheets [140] data,science [140] science,interviews [140] useful,cheat [140] 21,useful [140] sheets,data [134] #datascience,#cheatsheet [134] interviews,#datascience [133] datasciencedojo,21 [131] #cheatsheet,#inteâ Top Word Pairs in Tweet in G4:
[204] machine,learning [153] #datascience,#ai [148] data,science [125] #ai,#ml [117] read,more [95] #ai,#machinelearning [79] #serverless,#codenewbie [79] #codenewbie,#ml [77] #ml,#ai [76] #ai,#code Top Word Pairs in Tweet in G5:
[52] machine,learning [43] data,science [32] study,roadmap [20] free,machine [19] learning,courses [18] #datascience,#datavisualization [18] #datavisualization,#dataanalytics [18] courses,beginners [18] artificial,intelligence [17] #dataanalytics,#datafam Top Word Pairs in Tweet in G6:
[44] data,science [42] bread,butter [42] grip,easy [42] butter,analyst [42] sql,bread [42] industry,grip [42] survive,data [42] science,industry [41] ðÿž,sql [41] analyst,canâ Top Word Pairs in Tweet in G7:
[10] kdnuggets,#data [9] sentiment,#analysis [7] #dataanalytics,#bigdata [6] #100daysofcode,#tensorflow [6] #tensorflow,#bot [5] #encrypted,#data [5] #data,#dataanalytics [5] #analysis,#encrypted [5] #business,growth [5] growth,kdnuggets Top Word Pairs in Tweet in G8:
[2] ronald_vanloon,danvesset [2] #ff,#analytics [2] #analytics,analyticbridge [2] danvesset,kirkdborne [2] kdnuggets,fisher85m [2] kirkdborne,kdnuggets [2] analyticbridge,sapanalytics [2] sapanalytics,ronald_vanloon Top Word Pairs in Tweet in G10:
[27] data,science [19] machine,learning [9] python,projects [8] kdnuggets,news [7] science,portfolio [7] crash,course [6] #deeplearning,#intoainews [6] study,roadmap [6] free,intermediate [6] projects,data Top Replied-To in Entire Graph:
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Top Replied-To in G4:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: