diff --git a/dtreeviz/trees.py b/dtreeviz/trees.py
index 71a99672..dea344de 100644
--- a/dtreeviz/trees.py
+++ b/dtreeviz/trees.py
@@ -10,7 +10,7 @@
 import matplotlib.patches as patches
 import matplotlib.pyplot as plt
 from colour import Color, rgb2hex
-from graphviz.backend import run, view
+import graphviz
 from sklearn import tree
 from typing import Mapping, List, Tuple
 from numbers import Number
@@ -45,7 +45,7 @@ def svg(self):
 
     def view(self):
         svgfilename = self.save_svg()
-        view(svgfilename)
+        graphviz.backend.view(svgfilename)
 
     def save_svg(self):
         """Saves the current object as SVG file in the tmp directory and returns the filename"""
@@ -76,7 +76,10 @@ def save(self, filename):
         # Gen .svg file from .dot but output .svg has image refs to other files
         cmd = ["dot", f"-T{format}", "-o", filename, dotfilename]
         # print(' '.join(cmd))
-        run(cmd, capture_output=True, check=True, quiet=False)
+        if graphviz.__version__ <= '0.17':
+            graphviz.backend.run(cmd, capture_output=True, check=True, quiet=False)
+        else:
+            graphviz.backend.execute.run_check(cmd, capture_output=True, check=True, quiet=False)
 
         if filename.endswith(".svg"):
             # now merge in referenced SVG images to make all-in-one file
diff --git a/dtreeviz/version.py b/dtreeviz/version.py
index 1e182c38..80fdc1a8 100644
--- a/dtreeviz/version.py
+++ b/dtreeviz/version.py
@@ -21,4 +21,4 @@
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
 """
-__version__ = '1.3'
\ No newline at end of file
+__version__ = '1.3.2'
\ No newline at end of file
diff --git a/setup.py b/setup.py
index c0e40966..dbc4452f 100644
--- a/setup.py
+++ b/setup.py
@@ -4,7 +4,7 @@
 
 setup(
     name='dtreeviz',
-    version='1.3.1',
+    version='1.3.2',
     url='https://github.com/parrt/dtreeviz',
     license='MIT',
     packages=find_packages(),