Eigenvectors, Data Science, Analytics, Principal Component, Graph.
intuition of these steps with a bit of maths. Standardization of continuous variables Since the variables in our dataset can have different units and ranges, we standardize them so that each one of them contributes equally to the analysis. Additionally, PCA is sensitive to variance of variables.