The graph represents a network of 1,551 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, 29 May 2022 at 02:41 UTC.
The requested start date was Sunday, 29 May 2022 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, 7-hour, 19-minute period from Sunday, 15 May 2022 at 00:02 UTC to Saturday, 28 May 2022 at 07:21 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 : 1551
Unique Edges : 1258
Edges With Duplicates : 7486
Total Edges : 8744
Number of Edge Types : 5
Tweet : 774
Retweet : 2492
MentionsInRetweet : 3916
Mentions : 1446
Replies to : 116
Self-Loops : 808
Reciprocated Vertex Pair Ratio : 0.0187014820042343
Reciprocated Edge Ratio : 0.0367163145133356
Connected Components : 92
Single-Vertex Connected Components : 72
Maximum Vertices in a Connected Component : 1397
Maximum Edges in a Connected Component : 8487
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.900146
Graph Density : 0.00120089016451405
Modularity : 0.243161
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,551 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, 29 May 2022 at 02:41 UTC.
The requested start date was Sunday, 29 May 2022 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, 7-hour, 19-minute period from Sunday, 15 May 2022 at 00:02 UTC to Saturday, 28 May 2022 at 07:21 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:
[859] data,science [636] #bigdata,#analytics [604] kdnuggets,#bigdata [578] #analytics,#datascience [528] machine,learning [503] complete,collection [470] #datascience,#ai [467] #iot,#iiot [412] collection,data [351] books,part Top Word Pairs in Tweet in G1:
[377] data,science [290] #bigdata,#analytics [282] kdnuggets,#bigdata [275] complete,collection [262] #analytics,#datascience [243] collection,data [223] #iot,#iiot [205] books,part [171] science,books [161] #datascience,#kdnuggets Top Word Pairs in Tweet in G2:
[183] #datascience,#ai [176] #bigdata,#analytics [164] kdnuggets,#bigdata [158] #analytics,#datascience [138] #ai,#machinelearning [129] #iot,#iiot [117] data,science [93] complete,collection [79] #iiot,#python [76] #bigdata,#datascience Top Word Pairs in Tweet in G3:
[249] data,science [243] machine,learning [152] #bigdata,#analytics [142] kdnuggets,#bigdata [139] #analytics,#datascience [116] #datascience,#ai [103] complete,collection [102] #iot,#iiot [88] #codenewbie,#ml [76] #ml,#ai Top Word Pairs in Tweet in G4:
[9] kdnuggets,garymarcus [8] bernardmarr,infacloud [8] infacloud,kdnuggets [8] data,science [8] #medicalcoding,#healthcare [8] #fintech,#veuu [8] #veuu,kevin_jackson [7] #ai,#aiio [7] #aiio,#bigdata [7] #bigdata,#ml Top Word Pairs in Tweet in G5:
[4] kdnuggets,jeremywaite [4] jeremywaite,digitalcloudgal [4] jakeporway,mclynd [4] mclynd,wahalulu [3] yywwy3,neiraosci [3] neiraosci,salz_er [3] kiraradinsky,kdnuggets [3] #musica,#jazz [3] #bateria,#contrabajo [3] digitalcloudgal,jakeporway Top Word Pairs in Tweet in G6:
[27] machine,learning [19] data,science [7] popular,machine [7] learning,algorithms [7] data,scientist [5] python,machine [5] learning,tools [5] tools,data [5] scientist,know [4] data,scientists Top Word Pairs in Tweet in G7:
[23] data,science [20] machine,learning [12] laser,robot [12] robot,distinguishing [12] distinguishing,destroying [12] destroying,unnecessary [12] unnecessary,weeds [12] weeds,without [11] #analytics,#datascience [10] top,story Top Word Pairs in Tweet in G8:
[2] jesslyn_limm,greatgoatsnft Top Word Pairs in Tweet in G10:
[28] understand,naïve [28] naïve,bayes [28] bayes,algorithm [28] algorithm,essential [28] essential,concepts [28] concepts,room [28] room,doubts [25] datasciencedojo,understand [25] doubts,understandin [15] data,science 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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