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ExpliClas is a web service ready to automatically generate explanations in natural language of clasifiers based on decision trees. The explanations comprise two different componets: (1) a global explanation, which describes generally the behavior of the decision tree under consideration; and (2) a local explanation, which describes in detail the classification of a specific data sample. This service is developed in the context of the new paradigm known as eXplainable Artificial Intelligence (XAI). It is aimed at producing automatic justifications, in natural language, of classifications/decisions automatically made by intelligent machines.