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
I have a set of 3D data points, indicated by the blue color in the picture below.
I then project them onto the x-y plane, i.e. setting z values of all the points to 0, shown by the yellow color below.
Then, I perform PCA on the 2D data points (the yellow ones).
I end up with the 1st Principal ...