Logistic regression can handle categorical predictor variables, too. Similarly, the values to predict "red", "blue" were stored as strings. You can use numeric 0 and 1 if you wish. Logistic regression ...

I predict you'll find this logistic regression example with R to be helpful for gleaning useful information from common binary classification problems.