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I am trying to run K-means clustering on a dataset of 100k records and 26 columns. My problem is in the visualization or plotting clusters part. Since I have several features, I couldn't specify the x and y axis. How can I perform k-means for all the records and not just specific features? Thank You.

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For "performing k-means" you don't need visualisation. You can just run it, 26 columns are not a problem. How you can "perform" it and how to visualise the result are two different questions. You could visualise the result for example on the first two principal components.

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