Aspect Based Sentiment Analysis (ABSA) is a complex task, for which using combinations of various approaches can be efficient. Our work was led on a corpus of book reviews in French language and tests. On these data and to determining opinion polarity, very good results are obtained for an approach which combines outputs of a chunking with a lexicon enriched by the words as features used by statistical lexical methods.