diff --git a/.gitignore b/.gitignore
index e69de29..070012b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -0,0 +1 @@
+/inflect-0.2.4.tar.gz
diff --git a/inflect-0.2.4-readme-encoding.patch b/inflect-0.2.4-readme-encoding.patch
new file mode 100644
index 0000000..35e8797
--- /dev/null
+++ b/inflect-0.2.4-readme-encoding.patch
@@ -0,0 +1,12 @@
+diff -purN inflect-0.2.4.orig/setup.py inflect-0.2.4/setup.py
+--- inflect-0.2.4.orig/setup.py	2013-06-09 03:03:47.000000000 -0400
++++ inflect-0.2.4/setup.py	2014-07-08 14:02:39.471445182 -0400
+@@ -6,7 +6,7 @@ import inflect
+ 
+ here = os.path.dirname(__file__)
+ readme_path = os.path.join(here, 'README.rst')
+-readme = open(readme_path).read()
++readme = open(readme_path, 'rb').read().decode('utf-8')
+ 
+ setup(
+     name='inflect',
diff --git a/python-inflect.spec b/python-inflect.spec
new file mode 100644
index 0000000..a8fc97a
--- /dev/null
+++ b/python-inflect.spec
@@ -0,0 +1,106 @@
+Name:           python-inflect
+Version:        0.2.4
+Release:        4%{?dist}
+Summary:        Correctly generate plurals, singular nouns, ordinals and indefinite articles
+
+License:        AGPLv3+
+URL:            https://pypi.python.org/pypi/inflect
+Source0:        https://pypi.python.org/packages/source/i/inflect/inflect-%{version}.tar.gz
+Patch0:         inflect-0.2.4-readme-encoding.patch
+
+BuildArch:      noarch
+
+BuildRequires:  python2-devel
+BuildRequires:  python-setuptools
+
+# Required for check
+BuildRequires:  python-nose
+
+%description
+The methods of the class 'engine' in module 'inflect.py' provide plural
+inflections, singular noun inflections, "a"/"an" selection for English words,
+and manipulation of numbers as words.
+
+Plural forms of all nouns, most verbs, and some adjectives are provided. Where
+appropriate, "classical" variants (for example: "brother" -> "brethren",
+"dogma" -> "dogmata", etc.) are also provided.
+
+Single forms of nouns are also provided. The gender of singular pronouns can be
+chosen (for example "they" -> "it" or "she" or "he" or "they").
+
+Pronunciation-based "a"/"an" selection is provided for all English words, and
+most initialisms.
+
+It is also possible to inflect numerals (1,2,3) to ordinals (1st, 2nd, 3rd) and
+to English words ("one", "two", "three).
+
+%package -n python3-inflect
+Summary:        Correctly generate plurals, singular nouns, ordinals and indefinite articles
+BuildRequires:  python3-devel
+BuildRequires:  python3-setuptools
+
+# Required for check
+BuildRequires:  python3-nose
+
+%description -n python3-inflect
+The methods of the class 'engine' in module 'inflect.py' provide plural
+inflections, singular noun inflections, "a"/"an" selection for English words,
+and manipulation of numbers as words.
+
+Plural forms of all nouns, most verbs, and some adjectives are provided. Where
+appropriate, "classical" variants (for example: "brother" -> "brethren",
+"dogma" -> "dogmata", etc.) are also provided.
+
+Single forms of nouns are also provided. The gender of singular pronouns can be
+chosen (for example "they" -> "it" or "she" or "he" or "they").
+
+Pronunciation-based "a"/"an" selection is provided for all English words, and
+most initialisms.
+
+It is also possible to inflect numerals (1,2,3) to ordinals (1st, 2nd, 3rd) and
+to English words ("one", "two", "three).
+
+%prep
+%setup -q -n inflect-%{version}
+%patch0 -p1
+
+rm -rf %{py3dir}
+cp -a . %{py3dir}
+
+%build
+%{__python2} setup.py build
+
+( cd %{py3dir} && %{__python3} setup.py build )
+
+%install
+%{__python2} setup.py install --skip-build --root %{buildroot}
+
+( cd %{py3dir} && %{__python3} setup.py install --skip-build --root %{buildroot} )
+
+%check
+%{__python2} setup.py check
+( cd %{py3dir} && %{__python3} setup.py check )
+
+%files
+%doc CHANGES.txt COPYING.txt README.rst
+%{python2_sitelib}/inflect.py*
+%{python2_sitelib}/inflect-%{version}-*.egg-info
+
+%files -n python3-inflect
+%doc CHANGES.txt COPYING.txt README.rst
+%{python3_sitelib}/inflect.py
+%{python3_sitelib}/__pycache__/inflect.*.py*
+%{python3_sitelib}/inflect-%{version}-*.egg-info
+
+%changelog
+* Mon Jul 21 2014 David Shea <dshea@redhat.com> - 0.2.4-4
+- Separate the python2 and python3 buildrequires by package section
+
+* Mon Jul 21 2014 David Shea <dshea@redhat.com> - 0.2.4-3
+- Capitalize "English" in the description
+
+* Tue Jul  8 2014 David Shea <dshea@redhat.com> - 0.2.4-2
+- Remove rst markup from the description. Oops.
+
+* Tue Jul  8 2014 David Shea <dshea@redhat.com> - 0.2.4-1
+- Initial package
diff --git a/sources b/sources
index e69de29..0ad68e2 100644
--- a/sources
+++ b/sources
@@ -0,0 +1 @@
+fc2d807b600c4e959e993690ffa573bc  inflect-0.2.4.tar.gz