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How to use K-Centroids Diagnostics output w/ K-Centroid Cluster Analysis Tool

CoreyS
8 - Asteroid

Hello my fellow Alteryx Community members,

 

I need your help! 

 

I'm attempting to use the K-Centroids Diagnostics output results w/ K-Centroid Cluster Analysis Tool. However, I don't know how to interpret the Diagnostic results (i.e. K-Means Cluster Assessment Report) and use them to perform the Cluster Analysis.

 

What I'm confused about...

  • What should I do with the Diagnostic output results (i.e. K-Means Cluster Assessment Report)?
  • Are K-Centroid Diagnostics recommended as best practice before using K-Centroids Cluster Analysis Tool?

By the way, I did read the Alteryx published 'K-Centroids Diagnostics Tool' overview but still trying to understand its use at the basic level.

 

Below are the Diagnostics output results (i.e. K-Means Cluster Assessment Report):

 

Alteryx_K-CentroidDiagnostics_Personas.PNG

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Thanks for your help in advance!

 

Respectfully,

Corey

 

 

2 REPLIES 2
ianwi
Alteryx Alumni (Retired)

Hi @CoreyS,

 

I would suggest also reviewing the Predictive Grouping interactive lessons in the Data Science Learning Path, specifically Clustering in Designer.

 

To answer your question, the K-Centroids Diagnostics tool can be used to determine the most appropriate number of clusters for your dataset. The interpretation of the report can be a little subjective but it helps you to narrow down the choices before configuring the number of clusters in the K-Centroids Cluster Analysis tool.

 

Hope this helps!

CoreyS
8 - Asteroid

@ianwi  thanks for the informative references. I'll definitely check out the "Data Science Learning Path/Clustering in Designer".

 

Respectfully,

Corey

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