I first divide the dataset into training (75%) and test (25%). Then fit a logistic regression model on training data set. When fitting the model, I did some modification on independent variable, such as normalization, transformation stuff. Now I have the model and ready to test it using test data set. But do I need to do the same transformation to the independent variable in the test data set?