The graph represents a network of 2,094 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, 30 May 2021 at 02:27 UTC.
The requested start date was Sunday, 30 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 11-day, 2-hour, 34-minute period from Tuesday, 18 May 2021 at 09:20 UTC to Saturday, 29 May 2021 at 11:54 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 : 2094
Unique Edges : 1816
Edges With Duplicates : 12048
Total Edges : 13864
Number of Edge Types : 5
Retweet : 4728
MentionsInRetweet : 6397
Tweet : 1335
Mentions : 1307
Replies to : 97
Self-Loops : 1377
Reciprocated Vertex Pair Ratio : 0.0155902004454343
Reciprocated Edge Ratio : 0.0307017543859649
Connected Components : 169
Single-Vertex Connected Components : 145
Maximum Vertices in a Connected Component : 1890
Maximum Edges in a Connected Component : 13586
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.937646
Graph Density : 0.00093640008925919
Modularity : 0.21834
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,094 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, 30 May 2021 at 02:27 UTC.
The requested start date was Sunday, 30 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 11-day, 2-hour, 34-minute period from Tuesday, 18 May 2021 at 09:20 UTC to Saturday, 29 May 2021 at 11:54 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:
[1471] #bigdata,#analytics [1450] #iot,#iiot [1423] #python,#bigdata [1407] #analytics,#ai [1199] #ai,#datascience [1105] #datascience,#iot [810] #rstats,#dotnet [778] #iiot,#rstats [770] kdnuggets,#kdn [604] #dotnet,#cpp Top Word Pairs in Tweet in G1:
[643] kdnuggets,#kdn [405] data,scientist [219] master,foundational [219] foundational,skills [219] skills,begin [219] begin,journey [219] journey,becoming [219] becoming,data [217] kdnuggets,master [204] kdnuggets,data Top Word Pairs in Tweet in G2:
[1131] #iot,#iiot [1131] #bigdata,#analytics [1101] #python,#bigdata [1094] #analytics,#ai [915] #ai,#datascience [841] #datascience,#iot [648] #rstats,#dotnet [620] #iiot,#rstats [492] #dotnet,#cpp [433] #cpp,#java Top Word Pairs in Tweet in G3:
[295] #ai,#ml [257] #bigdata,#analytics [251] #iot,#iiot [251] #python,#bigdata [246] machine,learning [241] #analytics,#ai [228] #ai,#datascience [212] #datascience,#iot [134] data,science [128] #rstats,#dotnet Top Word Pairs in Tweet in G4:
[21] machine,learning [21] data,scientist [17] null,#dthstr [14] data,engineer [13] engineer,data [13] data,science [12] data,careers [11] careers,explained [10] scientist,data [10] top,programming Top Word Pairs in Tweet in G5:
[28] #ai,#cybersecurity [28] pabbeel,kdnuggets [28] kdnuggets,davidwkenny [28] davidwkenny,nathanbenaich [28] nathanbenaich,mustafasuleymn [27] role,#ai [27] #cybersecurity,medium [27] medium,cc [27] cc,pabbeel [24] swisscognitive,role Top Word Pairs in Tweet in G6:
[13] artificial,intelligence [13] intelligence,very [13] very,wide [13] wide,concept [13] concept,mother [13] mother,many [13] many,ones [13] ones,such [13] such,machine [13] machine,learning Top Word Pairs in Tweet in G7:
[8] analyticbridge,googleanalytics [8] googleanalytics,sapanalytics [8] sapanalytics,ronald_vanloon [8] ronald_vanloon,danvesset [8] danvesset,kirkdborne [8] kirkdborne,kdnuggets [6] #ff,#analytics [6] #analytics,analyticbridge [4] jgxdot,claudia_imhoff [4] hackathorn,kdnuggets Top Word Pairs in Tweet in G8:
[55] #python,#bigdata [55] #bigdata,#analytics [55] #analytics,#ai [51] #iot,#iiot [43] #ai,#datascience [41] #datascience,#iot [27] vaex,pandas [27] pandas,1000x [27] 1000x,faster [26] faster,vaex Top Word Pairs in Tweet in G9:
[22] تعرف,على [22] على,أكثر [22] أكثر,من [22] من,20 [22] 20,فكرة [22] فكرة,لتطوير [22] لتطوير,نماذج [22] نماذج,باستخدام [22] باستخدام,خوارزميات [22] خوارزميات,#تعلم_الآلة Top Word Pairs in Tweet in G10:
[29] #2021maytutorials,overviews [24] #ai,#machinelearning [23] machine,learning [22] #machinelearning,#analytics [18] data,science [15] data,scientist [13] #ai,#ml [12] data,engineer [12] engineer,data [12] data,careers 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 Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
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:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: