Like describing the density, shape, etc. of point clouds in scatterplots it would also be valuable to have a feature vector that helps estimate interesting properties of high-dimensional datasets. Interesting features that come to my mind: size, intrinsic dimensionality, noise variance, shape of dense regions, etc. At the best case: do you know libraries that provide such 'metadata' about high-dimensional data sets?

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