I have a dataset which has categorical variables as features. They are nominal in nature. One of the variable has 312 categories. I want to check how correlated the variables are, to check multicollinearity. To do this, i used pd.get_dummies to convert the categorical to num types. But then how do i check correlation between features, given now features list is 300+ long. The below is the description of the dataset.