diff --git a/bindings/jupyroot/python/JupyROOT/__init__.py b/bindings/jupyroot/python/JupyROOT/__init__.py
index 0fb8e13195f5a..30a287a4b862e 100644
--- a/bindings/jupyroot/python/JupyROOT/__init__.py
+++ b/bindings/jupyroot/python/JupyROOT/__init__.py
@@ -11,7 +11,10 @@
 # For the list of contributors see $ROOTSYS/README/CREDITS.                    #
 ################################################################################
 
-from JupyROOT.helpers import cppcompleter, utils
+import sys
+from JupyROOT.helpers import utils
+if not 'win32' in sys.platform:
+    from JupyROOT.helpers import cppcompleter
 
 # Check if we are in the IPython shell
 try:
@@ -21,6 +24,7 @@
 _is_ipython = hasattr(builtins, '__IPYTHON__')
 
 if _is_ipython:
-    from IPython import get_ipython
-    cppcompleter.load_ipython_extension(get_ipython())
+    if not 'win32' in sys.platform:
+        from IPython import get_ipython
+        cppcompleter.load_ipython_extension(get_ipython())
     utils.iPythonize()
diff --git a/bindings/jupyroot/python/JupyROOT/helpers/utils.py b/bindings/jupyroot/python/JupyROOT/helpers/utils.py
index 3c404099293bb..ee32b0a1ac0e3 100644
--- a/bindings/jupyroot/python/JupyROOT/helpers/utils.py
+++ b/bindings/jupyroot/python/JupyROOT/helpers/utils.py
@@ -19,7 +19,8 @@
 import sys
 import select
 import tempfile
-import pty
+if not 'win32' in sys.platform:
+    import pty
 import itertools
 import re
 import fnmatch
@@ -561,10 +562,12 @@ def _jsDisplay(self):
         return 0
 
     def _getPngImage(self):
-        ofile = tempfile.NamedTemporaryFile(suffix=".png")
+        ofile = tempfile.NamedTemporaryFile(suffix=".png", delete=False)
         with _setIgnoreLevel(ROOT.kError):
             self.drawableObject.SaveAs(ofile.name)
         img = IPython.display.Image(filename=ofile.name, format='png', embed=True)
+        ofile.close()
+        os.unlink(ofile.name)
         return img
 
     def _pngDisplay(self):
@@ -610,7 +613,8 @@ def loadMagicsAndCapturers():
     extMgr = ExtensionManager(ip)
     for extName in extNames:
         extMgr.load_extension(extName)
-    captures.append(StreamCapture())
+    if not 'win32' in sys.platform:
+        captures.append(StreamCapture())
     captures.append(CaptureDrawnPrimitives())
 
     for capture in captures: capture.register()