The objectives of this work are to classify the anthropic habitats of the Cantabrian mountains using semi-supervised and supervised classification methods; to define the characteristic species of the final classification habitats; to analyze the ecological traits of the species of the final classification; and to evaluate the current process of classifying anthropic habitats using expert systems such as EUNIS-ESy.