Select Training Set

You are given a dataset consisting of $N$ items. Each item is a pair of a word and a boolean denoting whether the given word is a spam word or not. We want to use this dataset for training our latest machine learning model. Thus we want to choose some subset of this dataset as training dataset. We want to make sure that there are no contradictions in our training set, i.e. there shouldn't be a wo