diff --git a/docs/extras/modules/chains/additional/extraction.ipynb b/docs/extras/modules/chains/additional/extraction.ipynb
index a23a475b..3f7b4f51 100644
--- a/docs/extras/modules/chains/additional/extraction.ipynb
+++ b/docs/extras/modules/chains/additional/extraction.ipynb
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "id": "4ac43eba",
    "metadata": {},
    "outputs": [],
@@ -71,20 +71,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "640bd005",
    "metadata": {},
    "outputs": [],
    "source": [
     "inp = \"\"\"\n",
-    "Alex is 5 feet tall. Claudia is 4 feet taller Alex and jumps higher than him. Claudia is a brunette and Alex is blonde.\n",
+    "Alex is 5 feet tall. Claudia is 1 feet taller Alex and jumps higher than him. Claudia is a brunette and Alex is blonde.\n",
     "Alex's dog Frosty is a labrador and likes to play hide and seek.\n",
     "        \"\"\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "id": "64313214",
    "metadata": {},
    "outputs": [],
@@ -102,7 +102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "id": "cc5436ed",
    "metadata": {},
    "outputs": [
@@ -115,13 +115,11 @@
        "  'dog_name': 'Frosty',\n",
        "  'dog_breed': 'labrador'},\n",
        " {'person_name': 'Claudia',\n",
-       "  'person_height': 9,\n",
-       "  'person_hair_color': 'brunette',\n",
-       "  'dog_name': '',\n",
-       "  'dog_breed': ''}]"
+       "  'person_height': 6,\n",
+       "  'person_hair_color': 'brunette'}]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -152,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 9,
    "id": "6792866b",
    "metadata": {},
    "outputs": [],
@@ -163,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 10,
    "id": "36a63761",
    "metadata": {},
    "outputs": [],
@@ -178,7 +176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 11,
    "id": "8ffd1e57",
    "metadata": {},
    "outputs": [],
@@ -188,29 +186,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 12,
    "id": "24baa954",
    "metadata": {
     "scrolled": false
    },
+   "outputs": [],
+   "source": [
+    "inp = \"\"\"\n",
+    "Alex is 5 feet tall. Claudia is 1 feet taller Alex and jumps higher than him. Claudia is a brunette and Alex is blonde.\n",
+    "Alex's dog Frosty is a labrador and likes to play hide and seek.\n",
+    "        \"\"\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84e0a241",
+   "metadata": {},
+   "source": [
+    "As we can see, we extracted the required entities and their properties in the required format:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f771df58",
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "[Properties(person_name='Alex', person_height=5, person_hair_color='blonde', dog_breed='labrador', dog_name='Frosty'),\n",
-       " Properties(person_name='Claudia', person_height=9, person_hair_color='brunette', dog_breed=None, dog_name=None)]"
+       " Properties(person_name='Claudia', person_height=6, person_hair_color='brunette', dog_breed=None, dog_name=None)]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "inp = \"\"\"\n",
-    "Alex is 5 feet tall. Claudia is 4 feet taller Alex and jumps higher than him. Claudia is a brunette and Alex is blonde.\n",
-    "Alex's dog Frosty is a labrador and likes to play hide and seek.\n",
-    "        \"\"\"\n",
     "chain.run(inp)"
    ]
   }