diff --git a/ch17/ch17_part1.ipynb b/ch17/ch17_part1.ipynb
index 0fe72a0b..448b04b8 100644
--- a/ch17/ch17_part1.ipynb
+++ b/ch17/ch17_part1.ipynb
@@ -385,6 +385,31 @@
     "Image(filename='images/17_08.png', width=600)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {
+      "image/png": {
+       "width": 600
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Image(filename='images/17_17.png', width=600)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 14,
@@ -1174,7 +1199,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.4"
   }
  },
  "nbformat": 4,