import numpy as np
from sklearn.base import BaseEstimator, ClassifierMixin


class ManualClassifier(BaseEstimator, ClassifierMixin):
    def fit(self, X, y):
        return self

    def predict(self, X):
        return np.array([self.predict_one(msg) for msg in X])

    def predict_one(self, message):
        return "ham"