diff --git a/nltk-3.2.2.tar.gz b/nltk-3.2.2.tar.gz
deleted file mode 100644
index 74afcfe..0000000
--- a/nltk-3.2.2.tar.gz
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1b37db344770021c9be3d68f48d1667a8dae6eeff0e502b7bfb01638d288a88e
-size 1153499
diff --git a/nltk-3.2.5.tar.gz b/nltk-3.2.5.tar.gz
new file mode 100644
index 0000000..5ea706f
--- /dev/null
+++ b/nltk-3.2.5.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2661f9971d983db314bbebd51ba770811a362c6597fd0f303bb1d3beadcb4834
+size 1188856
diff --git a/python-nltk.changes b/python-nltk.changes
index 8c458fc..58ecda3 100644
--- a/python-nltk.changes
+++ b/python-nltk.changes
@@ -1,3 +1,31 @@
+-------------------------------------------------------------------
+Tue Dec 19 15:50:13 UTC 2017 - badshah400@gmail.com
+
+- Update to version 3.2.5:
+  * Arabic stemmers (ARLSTem, Snowball)
+  * NIST MT evaluation metric and added NIST
+    international_tokenize
+  * Moses tokenizer
+  * Document Russian tagger
+  * Fix to Stanford segmenter
+  * Improve treebank detokenizer, VerbNet, Vader
+  * Misc code and documentation cleanups
+  * Implement fixes suggested by LGTM
+- Convert specfile to python single-spec style.
+- Drop unneeded BuildRequires: python-PyYAML, python-xml,
+  python-devel; not required for building.
+- Change existing Requires to Recommends: these are really needed
+  for additional features, and not required for basic nltk usage.
+- Add new Recommends: python-scipy, python-matplotlib,
+  python-pyparsing, and python-gensim; enables other optional
+  features.
+- Run fdupes to link-up duplicate files.
+- Remove exec permissions for a file not intended to be executed
+  (not in exec path, no hashbang, etc.)
+- Remove hashbangs from non-executable files.
+- Run tests following the suggestion from
+  http://www.nltk.org/install.html.
+
 -------------------------------------------------------------------
 Tue Feb 21 13:11:31 UTC 2017 - stephan.barth@suse.com
 
diff --git a/python-nltk.spec b/python-nltk.spec
index 671717d..9c477da 100644
--- a/python-nltk.spec
+++ b/python-nltk.spec
@@ -16,29 +16,26 @@
 #
 
 
+%define pyname nltk
 Name:           python-nltk
-Version:        3.2.2
+Version:        3.2.5
 Release:        0
-Url:            http://nltk.org/
 Summary:        Natural Language Toolkit
 License:        Apache-2.0
 Group:          Development/Languages/Python
-Source:         https://files.pythonhosted.org/packages/source/n/nltk/nltk-%{version}.tar.gz
-BuildRoot:      %{_tmppath}/%{name}-%{version}-build
+Url:            http://nltk.org/
+Source:         https://files.pythonhosted.org/packages/source/n/nltk/%{pyname}-%{version}.tar.gz
+BuildRequires:  %{python_module setuptools}
+BuildRequires:  %{python_module six}
 BuildRequires:  fdupes
-BuildRequires:  python-PyYAML
-BuildRequires:  python-devel
-BuildRequires:  python-setuptools
-BuildRequires:  python-xml
-Requires:       python-PyYAML
-Requires:       python-numpy
-Requires:       python-tk
-Requires:       python-xml
-%if 0%{?suse_version} && 0%{?suse_version} <= 1110
-%{!?python_sitelib: %global python_sitelib %(python -c "from distutils.sysconfig import get_python_lib; print get_python_lib()")}
-%else
+Recommends:     python-gensim
+Recommends:     python-matplotlib
+Recommends:     python-numpy
+Recommends:     python-pyparsing
+Recommends:     python-requests
+Recommends:     python-scipy
 BuildArch:      noarch
-%endif
+%python_subpackages
 
 %description
 NLTK -- the Natural Language Toolkit -- is a suite of open source
@@ -46,18 +43,31 @@ Python modules, data sets and tutorials supporting research and
 development in Natural Language Processing.
 
 %prep
-%setup -q -n nltk-%{version}
+%setup -q -n %{pyname}-%{version}
+
+sed -i "1,4{/\/usr\/bin\/env/d}" nltk/corpus/reader/knbc.py
+sed -i "1,4{/\/usr\/bin\/env/d}" nltk/test/runtests.py
+sed -i "1,4{/\/usr\/bin\/env/d}" nltk/test/unit/test_tgrep.py
+sed -i "1,4{/\/usr\/bin\/env/d}" nltk/tgrep.py
+sed -i "1,4{/\/usr\/bin\/env/d}" nltk/tokenize/stanford_segmenter.py
 
 %build
-python setup.py build
+%python_build
 
 %install
-python setup.py install --prefix=%{_prefix} --root="%{buildroot}"
-%fdupes $RPM_BUILD_ROOT/
+%python_install
 
-%files
-%defattr(-, root, root)
+%{python_expand %fdupes -s %{buildroot}%{$python_sitelib}/
+chmod -x %{buildroot}%{$python_sitelib}/nltk/test/dependency.doctest
+}
+
+%check
+# FOLLOWING http://www.nltk.org/install.html
+%python_exec -c "import nltk" || exit 1
+
+%files %{python_files}
 %doc LICENSE.txt
-%{python_sitelib}/*
+%{python_sitelib}/%{pyname}/
+%{python_sitelib}/%{pyname}-%{version}-py%{py_ver}.egg-info/
 
 %changelog