diff --git a/demos/ThreeSidedMarket.ipynb b/demos/ThreeSidedMarket.ipynb
index 415df7e..ca83835 100644
--- a/demos/ThreeSidedMarket.ipynb
+++ b/demos/ThreeSidedMarket.ipynb
@@ -68,6 +68,37 @@
     "}"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#map for of differential game model configuration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import Image\n",
+    "Image(filename='3SM-mechsteps.jpeg')"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,