diff --git a/README.md b/README.md
index d05964f3..60022596 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,31 @@
-# Boilerplate project for DH Labs
+# Gender Analysis Web
+
+This project is an extension of the work originally begun in https://github.com/dhmit/gender_analysis.
+
+## A note on the neuralcoref package
+
+This project uses the Python package [neuralcoref](https://pypi.org/project/neuralcoref/), 
+which requires a few extra steps to install. Note that the following instructions
+are meant for those set up with the DHMIT lab's tooling 
+(for which see [here](https://urop.dhmit.xzy)).
+
+To install, follow the following steps:
+- Open requirements.txt in PyCharm, click the 'Install requirements' button. This will clone the package directly 
+  into your `venv/src` directory and may take a while. If you're working in PyCharm, 
+  this will ultimately produce an error ("Installing packages failed.") This is expected.
+- In the PyCharm terminal, run `pip install -r venv/src/neuralcoref/requirements.txt`.
+- In the PyCharm terminal, run `pip install -e venv/src/neuralcoref`.
+- In the PyCharm terminal, run `python -m spacy download en_core_web_sm`.
+
+To test out the package, you can open up your Python console and run the following commands:
+```
+>>> import spacy
+>>> import neuralcoref
+>>> nlp = spacy.load('en_core_web_sm')
+>>> neuralcoref.add_to_pipe(nlp)
+>>> doc = nlp(u'My sister has a dog. She loves him.')
+>>> doc._.coref_clusters
+[My sister: [My sister, She], a dog: [a dog, him]]
+```
+
+Documentation for this package can be found [here](https://github.com/huggingface/neuralcoref).
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diff --git a/requirements.txt b/requirements.txt
index 9f8e7036..523a1440 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,3 +10,4 @@ pytz==2020.5
 regex==2021.4.4
 sqlparse==0.4.1
 tqdm==4.61.1
+-e git+https://github.com/huggingface/neuralcoref.git@0cff3c94e6019f6bee1004b58a3f0cd59c806fcf#egg=neuralcoref
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