diff --git a/README.md b/README.md
index d94959b..44caed4 100644
--- a/README.md
+++ b/README.md
@@ -44,17 +44,15 @@ in the [BrewSci](https://github.com/chrisgilmerproj/brewsci) repo.
 
 # Data
 
-The `data/` directory holds data used by parsers in the repo to build recipes.
-The data was gathered using Scrapy to gather info from different brewing
-websites.  The scraping code exists there along with the following data dirs:
+To parse or build recipes you will need a directory that holds data for the
+following types:
 
-- `cereals/`
-- `hops/`
-- `water/`
-- `yeast/`
+- cereals
+- hops
+- water
+- yeast
 
-All the data is formatted in `*.json` files.  The files are guaranteed to work
-with the parsers in this library.
+To help with this you can use the [BrewData](https://github.com/chrisgilmerproj/brewdata) repo.
 
 # Units
 
diff --git a/README.rst b/README.rst
index 677d10f..d16be25 100644
--- a/README.rst
+++ b/README.rst
@@ -48,18 +48,16 @@ in the `BrewSci <https://github.com/chrisgilmerproj/brewsci>`__ repo.
 Data
 ====
 
-The ``data/`` directory holds data used by parsers in the repo to build
-recipes. The data was gathered using Scrapy to gather info from
-different brewing websites. The scraping code exists there along with
-the following data dirs:
+To parse or build recipes you will need a directory that holds data for
+the following types:
 
--  ``cereals/``
--  ``hops/``
--  ``water/``
--  ``yeast/``
+-  cereals
+-  hops
+-  water
+-  yeast
 
-All the data is formatted in ``*.json`` files. The files are guaranteed
-to work with the parsers in this library.
+To help with this you can use the
+`BrewData <https://github.com/chrisgilmerproj/brewdata>`__ repo.
 
 Units
 =====
@@ -101,8 +99,7 @@ Example:
 .. code:: sh
 
     $ source .venv/bin/activate
-    (.venv) $ pip install -r requirements-local.txt --upgrade
-    (.venv) $ make html
+    (.venv) $ pip install -r requirements-local.txt --upgrade && make clean html
 
 .. |PyPI| image:: https://img.shields.io/pypi/v/brewday.svg
    :target: https://pypi.python.org/pypi/brewday/0.0.6
diff --git a/make_pypi_readme.py b/make_pypi_readme.py
deleted file mode 100755
index 018d68d..0000000
--- a/make_pypi_readme.py
+++ /dev/null
@@ -1,13 +0,0 @@
-#! /usr/bin/env python
-
-"""
-PyPI requires reStructureText for the README file.  This converts the README.md
-that is primarily used on Github to a README.rst file for PyPI.
-"""
-
-from pypandoc import convert
-
-
-if __name__ == "__main__":
-    with open('README.rst', 'w') as f:
-        f.write(convert('README.md', 'rst', 'md'))
diff --git a/make_pypi_readme.sh b/make_pypi_readme.sh
new file mode 100755
index 0000000..f290750
--- /dev/null
+++ b/make_pypi_readme.sh
@@ -0,0 +1,6 @@
+#! /bin/bash
+
+# PyPI requires reStructureText for the README file.  This converts the README.md
+# that is primarily used on Github to a README.rst file for PyPI.
+
+pandoc -f markdown -t rst README.md -o README.rst