$2)$ Consider the following datasets:

Three datasets with different distributions in a $2$D step for PCA and dimensionality reduction assignment

a$)$ Think about PCA for dimensionality reduction. What is the final dimensionality of each dataset after using PCA?

b$)$ What do you think about the true minimum dimensionality of each dataset?