weird pairplot distribution after kmeans clustering

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I made K-means clustering to a large dataset with 32000 features,

Ps : I cant delete outliers because I want to detect them and make a cluster that contains anomalies in my data ...

--> My Question is :

  • Is it normal for the ditribution to be like this?
  • Is there any other way to analyse kmeans clusters ?

pairplot graph

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