Refer to this article

I did the following to set up the environment:

python3 -m venv ~/py_gensim_env
source py_gensim_env/bin/activate
pip install -U gensim
pip install --upgrade pip   # optional
pip install -U nltk

I had difficulty downloading nltk data, but this solved my problem. Also contributed an answer on stack overflow here