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In the example you link to, the sigma parameter has got nothing to do with the clustering; it is only used to generate sample data for illustration. It defines the spread of cluster elements around the (pre-defined) centroid of each cluster. This is done for demonstration only: you generate clusters which you know exist, and then check that the cluster ...

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