For this example, we use the 'sci' categories from the 20 Newsgroup corpus and select the 200 most frequent phrases in this subset.
the Reuters dataset presents a challenging case for descriptive clustering methods given that the distribution of gold standard categories is highly skewed, i.e., the majority categories (e.g., 'earn' and 'acq') correspond to more than one clusters while the remaining clusters cover multiple smaller categories.