determine the relationship between noise, components, number of samples and number of features in a dataset.

Using Python to describe dimensionality reduction methods including MDS, NMDS, and PCA for an Ebola, and microbiome dataset.

Question: Run MD, NMD, and PCA for datasets and determine the relationship between noise, components, number of samples and number of features in a dataset.