I have done Kmeans clustering on my data based on three main features. The main scatter plot is as below:
But when Kmeans clusters the data it seems that a part of data points are being flattened. I have put the clustering result from another viewpoint which seems to be weird:
As seen the red cluster is flattened? I have no idea about the reason!! Has anyone encountered with similar situation ever?