diff --git a/scipy.spec b/scipy.spec
index 1f4b610..0f0f828 100644
--- a/scipy.spec
+++ b/scipy.spec
@@ -6,8 +6,8 @@
 
 Summary:    Scientific Tools for Python
 Name:       scipy
-Version:    1.2.1
-Release:    8%{?dist}
+Version:    1.3.1
+Release:    1%{?dist}
 
 # BSD -- whole package except:
 # Boost -- scipy/special/cephes/scipy_iv.c
@@ -25,8 +25,6 @@ Patch0:     acceptable_failure_rate.patch
 # structure fields accessed in __odrpack.c are now deprecated.
 Patch1:     numpy-deprecation-warnings.patch
 
-BuildRequires: python2-numpy, python2-devel,python2-numpy-f2py
-BuildRequires: python2-pytest
 BuildRequires: fftw-devel, blas-devel, lapack-devel, suitesparse-devel
 %ifarch %{openblas_arches}
 BuildRequires: openblas-devel
@@ -45,11 +43,6 @@ BuildRequires:  python3-pytest-xdist
 BuildRequires:  python3-pytest-timeout
 
 %if %{with doc}
-%if 0%{?fedora} < 31
-BuildRequires:  python2-sphinx
-BuildRequires:  python2-matplotlib
-BuildRequires:  python2-numpydoc
-%endif
 BuildRequires:  python3-sphinx
 BuildRequires:  python3-matplotlib
 BuildRequires:  python3-numpydoc
@@ -68,23 +61,14 @@ leading scientists and engineers.}
 
 %description %_description
 
-%package -n python2-scipy
+%package -n python3-scipy
 Summary:    Scientific Tools for Python
-Requires:   numpy, f2py
-%{?python_provide:%python_provide python2-scipy}
-# General provides of plain 'scipy' in F24
-Provides:       scipy = %{version}-%{release}
-Provides:       scipy%{?_isa} = %{version}-%{release}
-Obsoletes:      scipy <= 0.16.0
-%description -n python2-scipy  %_description
+License:    BSD and LGPLv2+
+Requires:   python3-numpy, python3-f2py
+%{?python_provide:%python_provide python3-scipy}
+%description -n python3-scipy %_description
 
 %if %{with doc}
-%package -n python2-scipy-doc
-Summary:    Scientific Tools for Python - documentation
-Requires:   python2-scipy = %{version}-%{release}
-%description -n python2-scipy-doc
-HTML documentation for Scipy
-
 %package -n python3-scipy-doc
 Summary:    Scientific Tools for Python - documentation
 Requires:   python3-scipy = %{version}-%{release}
@@ -92,12 +76,6 @@ Requires:   python3-scipy = %{version}-%{release}
 HTML documentation for Scipy
 %endif
 
-%package -n python3-scipy
-Summary:    Scientific Tools for Python
-License:    BSD and LGPLv2+
-Requires:   python3-numpy, python3-f2py
-%{?python_provide:%python_provide python3-scipy}
-%description -n python3-scipy %_description
 
 %prep
 %autosetup -p1 -n %{name}-%{version}%{?rcver}
@@ -129,7 +107,7 @@ rm doc/sphinxext -r
 rm $(grep -rl '/\* Generated by Cython') PKG-INFO
 
 %build
-for PY in %{python3_version} %{python2_version}; do
+for PY in %{python3_version}; do
   env CFLAGS="$RPM_OPT_FLAGS -lm" \
       FFLAGS="$RPM_OPT_FLAGS -fPIC" \
   %ifarch %{openblas_arches}
@@ -143,24 +121,18 @@ for PY in %{python3_version} %{python2_version}; do
     build
 
   %if %{with doc}
-  # No python2-sphinx on Fedora 31+
-  if [ $PY == %{python3_version} -o 0%{?fedora} -lt 31 ]
-  then
-    pushd doc
-    export PYTHONPATH=$(echo ../build/lib.linux-*-$PY/)
-    make html SPHINXBUILD=sphinx-build-$PY
-    rm -rf build/html/.buildinfo
-    mv build build-$PY
-    popd
-  fi
+  pushd doc
+  export PYTHONPATH=$(echo ../build/lib.linux-*-$PY/)
+  make html SPHINXBUILD=sphinx-build-$PY
+  rm -rf build/html/.buildinfo
+  mv build build-$PY
+  popd
   %endif
 done
 
 %install
 %py3_install
-%py2_install
 # Some files got ambiguous python shebangs, we fix them after everything else is done
-pathfix.py -pni "%{__python2} %{py2_shbang_opts}" %{buildroot}%{python2_sitearch}
 pathfix.py -pni "%{__python3} %{py3_shbang_opts}" %{buildroot}%{python3_sitearch}
 
 %check
@@ -197,24 +169,6 @@ pushd %{buildroot}/%{python3_sitearch}
 rm -rf gram{A,B}
 popd
 
-pushd %{buildroot}/%{python2_sitearch}
-%{__python2} -m pytest -k "$k" scipy
-# Remove test remnants
-rm -f gram{A,B}
-popd
-
-
-%files -n python2-scipy
-%doc LICENSE.txt
-%{python2_sitearch}/scipy/
-%{python2_sitearch}/*.egg-info
-
-%if %{with doc} && 0%{?fedora} < 31
-%files -n python2-scipy-doc
-%license LICENSE.txt
-%doc doc/build-%{python2_version}/html
-%endif
-
 %files -n python3-scipy
 %doc LICENSE.txt
 %{python3_sitearch}/scipy/
@@ -227,6 +181,10 @@ popd
 %endif
 
 %changelog
+* Fri Oct 18 2019 Miro Hrončok <mhroncok@redhat.com> - 1.3.1-1
+- Update to 1.3.1 (#1674101)
+- Drop Python 2 packages (not supported by SciPy >= 1.3)
+
 * Thu Oct 03 2019 Miro Hrončok <mhroncok@redhat.com> - 1.2.1-8
 - Rebuilt for Python 3.8.0rc1 (#1748018)