human
Solve the following python programming problem given the following code:
# 0: red
# 1: green
# 2: yellow

class BaseLineClassifier(ClassifierBase):
    def predict_single(self, x):
        try:
            speed, age, miles_per_year = x
        except:
            speed, age = x
            miles_per_year = 0
        if age < 25:
            if speed > 140:
                return 0
            else:
                return 2
        if age > 75:
            return 0
        if miles_per_year > 30:
            return 0
        if miles_per_year > 20:
            return 2
        return 1

base_clf = BaseLineClassifier()

plot_prediction(base_clf, X[:, 1], X[:, 0], 
               'Age', 'Max Speed', y,
                title="Max Speed vs Age with Classification")
Given the above code, generate some markdown instructions for it.
assistant
#Here is the Python program you requested.

Creating a naive classifier manually, how much better is it?