How could one create a network representation of a book corpus which spans over two hundred years . In this paper. we present a method based on text data vectorization for a complex and multifaceted network representation of an early modern corpus of 239 natural philosophy textbooks published in Latin. French. https://oznicoes.shop/product-category/m-hats/