diff --git a/configure.ac b/configure.ac
index fe7983b..d0a6d18 100644
--- a/configure.ac
+++ b/configure.ac
@@ -319,22 +319,17 @@ if test x"$enable_python" = xyes; then
   if test -n "$PYTHON_BIN"; then
     # find out python version
     AC_MSG_CHECKING(Python version)
-    PyVERSION=`$PYTHON_BIN -c ['import sys; print sys.version[:3]'`]
-    PyMAJVERSION=`$PYTHON_BIN -c ['import sys; print sys.version[:1]'`]
+    PyVERSION=`$PYTHON_BIN -c ['import sys; print("%s.%s%s" % (sys.version_info.major, sys.version_info.minor, sys.abiflags))'`]
+    PyMAJVERSION=`$PYTHON_BIN -c ['import sys; print(sys.version_info.major)'`]
     AC_MSG_RESULT($PyVERSION)
     PYTHON_VERSION=$PyVERSION
     AC_SUBST(PYTHON_VERSION)
-
-    PyEXEC_INSTALLDIR=`$PYTHON_BIN -c "import sys; print sys.exec_prefix"`
-    if test -f "$PyEXEC_INSTALLDIR/include/python/Python.h"; then
-      PYTHON_INCLUDES="-I$PyEXEC_INSTALLDIR/include/python"
+    PyINC_DIR=`$PYTHON_BIN -c ['import sysconfig; print(sysconfig.get_paths()["include"])'`]
+    if test -f "$PyINC_DIR/Python.h"; then
+      PYTHON_INCLUDES="-I$PyINC_DIR"
     else
-      if test -f "$PyEXEC_INSTALLDIR/include/python$PyVERSION/Python.h"; then
-        PYTHON_INCLUDES="-I$PyEXEC_INSTALLDIR/include/python$PyVERSION"
-      else
         PYTHON_INCLUDES=""
         enable_python="no"
-      fi
     fi
     AC_SUBST(PYTHON_INCLUDES)
   else