Since this graph encodes co-occurrences over a large, but local context window, it can be noisy for our purposes.
we might see a number of edges between positive and negative sentiment words as well as sentiment words and non-sentiment words, e.g., sentiment adjectives and all other adjectives that are distributionally similar.