The graph represents a network of 1,659 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 June 2022 at 02:42 UTC.
The requested start date was Sunday, 12 June 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, 23-hour, 25-minute period from Sunday, 29 May 2022 at 00:34 UTC to Saturday, 11 June 2022 at 23:59 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 : 1659
Unique Edges : 1557
Edges With Duplicates : 10084
Total Edges : 11641
Number of Edge Types : 5
Retweet : 3458
MentionsInRetweet : 5775
Mentions : 1267
Tweet : 1062
Replies to : 79
Self-Loops : 1107
Reciprocated Vertex Pair Ratio : 0.0220203688411781
Reciprocated Edge Ratio : 0.0430918394828979
Connected Components : 89
Single-Vertex Connected Components : 79
Maximum Vertices in a Connected Component : 1552
Maximum Edges in a Connected Component : 11473
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.667821
Graph Density : 0.00134987650066058
Modularity : 0.233664
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,659 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 June 2022 at 02:42 UTC.
The requested start date was Sunday, 12 June 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, 23-hour, 25-minute period from Sunday, 29 May 2022 at 00:34 UTC to Saturday, 11 June 2022 at 23:59 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:
[1048] #bigdata,#analytics [1013] kdnuggets,#bigdata [963] #ai,#machinelearning [890] #datascience,#ai [888] #analytics,#datascience [725] #iot,#iiot [716] data,science [670] machine,learning [648] #machinelearning,#iot [619] #iiot,#python Top Word Pairs in Tweet in G1:
[504] #bigdata,#analytics [502] kdnuggets,#bigdata [418] cheat,sheets [410] #ai,#machinelearning [409] #analytics,#datascience [387] #datascience,#ai [372] #iot,#iiot [303] #machinelearning,#iot [284] #iiot,#python [206] official,matplotlib Top Word Pairs in Tweet in G2:
[528] #bigdata,#analytics [513] #ai,#machinelearning [493] kdnuggets,#bigdata [481] #datascience,#ai [464] #analytics,#datascience [451] data,science [419] machine,learning [343] #iot,#iiot [338] #machinelearning,#iot [326] #iiot,#python Top Word Pairs in Tweet in G3:
[68] #fintech,#ai [64] ylecun,alfcnz [61] freely,available [61] available,nyuniversity [61] nyuniversity,course [61] course,#deeplearning [61] #deeplearning,check [61] check,ylecun [61] alfcnz,including [61] including,videos Top Word Pairs in Tweet in G4:
[45] data,science [34] machine,learning [9] complete,collection [9] collection,data [9] science,books [8] books,part [7] deep,learning [7] cheat,sheets [6] ãƒ,ム[6] data,scientists Top Word Pairs in Tweet in G5:
[14] data,science [10] machine,learning [4] manage,complex [4] complex,landscape [4] landscape,aiops [4] essential,skill [4] skill,data [3] kdnuggets,#bigdata [3] reasons,teamwork [3] teamwork,essential Top Word Pairs in Tweet in G6:
[18] artificial,intelligence [18] intelligence,very [18] very,wide [18] wide,concept [18] concept,mother [18] mother,many [18] many,ones [18] ones,such [18] such,machine [18] machine,learning Top Word Pairs in Tweet in G8:
[14] machine,learning [6] data,science [5] #machinelearning,#learning [4] learning,applied [4] applied,big [4] big,data [4] data,explained [4] explained,#machinelearning [4] #datascience,#science [3] #machinelearning,#bigdata Top Word Pairs in Tweet in G9:
[9] cómo,hacer [9] hacer,robustos [9] robustos,modelos [9] modelos,predictivos [9] predictivos,validación [9] validación,retención [9] retención,vs [9] vs,validación [9] validación,cruzada [9] cruzada,ajuste Top Word Pairs in Tweet in G10:
[20] kevin_jackson,sallyeaves [19] sallyeaves,schmarzo [19] schmarzo,kdnuggets [19] kdnuggets,akwyz [17] akwyz,brettking [17] brettking,technative [17] technative,miad [11] #ai,#aiio [11] #aiio,#bigdata [11] #bigdata,#ml 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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