Interestingly I had trouble using Spacy as it requires an internet connection to AWS to load their models and therefore work. This was blocked by deep packet inspection in my use case.

I looked a bit for a workaround but finally decided to just do the work in NLTK.

That's one disadvantage of Spacy.