Consider the method of visualization of the results of thematic clustering of documents' collection. Pairwise-distance matrix is projected on plain using PCA. It is required to place the titles of dociments on plain. The loss function, which allows to reach a minimal overlap, is suggested. For its optimisation BFGS algorithm is used. Method suggested in the article is illustrated by visualization of conference's thesis.