diff --git a/examples/demo_analysis.ipynb b/examples/demo_analysis.ipynb
index 8e08035..0043a26 100644
--- a/examples/demo_analysis.ipynb
+++ b/examples/demo_analysis.ipynb
@@ -193,7 +193,7 @@
     {
      "data": {
       "text/plain": [
-       "'52a70985-2aa3-4b87-a0ed-3f93c9f793cd'"
+       "'94e09ba1-ed0d-4427-889e-014afb57dbeb'"
       ]
      },
      "execution_count": null,
@@ -253,10 +253,7 @@
           },
           "highlights": {
            "properties": {
-            "analyticalSkills": {
-             "type": "integer"
-            },
-            "communicationSkills": {
+            "abilityToManageMultiTasks": {
              "type": "integer"
             },
             "deadlinesFocused": {
@@ -265,16 +262,16 @@
             "detailOriented": {
              "type": "integer"
             },
-            "managementSkills": {
+            "excellentCommunicationSkills": {
              "type": "integer"
             },
-            "multiTaskingAbility": {
+            "goodAnalyticalSkills": {
              "type": "integer"
             },
-            "presentationSkills": {
+            "quickLearner": {
              "type": "integer"
             },
-            "quickLearner": {
+            "strongManagementSkills": {
              "type": "integer"
             },
             "teamOriented": {
@@ -343,6 +340,54 @@
     "JSON(extraction_schema.data_schema)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8f441d9a-6254-492c-89a8-53edcc1505cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'type': 'object',\n",
+       " 'properties': {'Accountant': {'type': 'object',\n",
+       "   'properties': {'skills': {'type': 'string'},\n",
+       "    'summary': {'type': 'object',\n",
+       "     'properties': {'location': {'type': 'string'},\n",
+       "      'yearsOfExperience': {'type': 'integer'}}},\n",
+       "    'education': {'type': 'object',\n",
+       "     'properties': {'degree': {'type': 'string'},\n",
+       "      'honors': {'type': 'string'},\n",
+       "      'institution': {'type': 'string'},\n",
+       "      'fieldOfStudy': {'type': 'string'},\n",
+       "      'graduationYear': {'type': 'integer'}}},\n",
+       "    'experience': {'type': 'string'},\n",
+       "    'highlights': {'type': 'object',\n",
+       "     'properties': {'quickLearner': {'type': 'integer'},\n",
+       "      'teamOriented': {'type': 'integer'},\n",
+       "      'detailOriented': {'type': 'integer'},\n",
+       "      'deadlinesFocused': {'type': 'integer'},\n",
+       "      'goodAnalyticalSkills': {'type': 'integer'},\n",
+       "      'strongManagementSkills': {'type': 'integer'},\n",
+       "      'abilityToManageMultiTasks': {'type': 'integer'},\n",
+       "      'excellentCommunicationSkills': {'type': 'integer'}}},\n",
+       "    'technicalSkills': {'type': 'object',\n",
+       "     'properties': {'pdfSoftware': {'type': 'string'},\n",
+       "      'taxSoftware': {'type': 'string'},\n",
+       "      'microsoftOffice': {'type': 'string'},\n",
+       "      'operatingSystems': {'type': 'string'},\n",
+       "      'accountingSoftware': {'type': 'string'}}}}}}}"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "extraction_schema.data_schema"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "d0eff355-7cbb-4d49-8881-27120f737498",
@@ -512,7 +557,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Updated at 2024-07-24 19:20:02.615311+00:00\n"
+      "Updated at 2024-07-25 17:31:31.695033+00:00\n"
      ]
     }
    ],
@@ -520,6 +565,53 @@
     "print(\"Updated at\", update_response.updated_at)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3de90f80-2937-418c-a0cb-389b69037cb0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'type': 'object',\n",
+       " 'properties': {'Accountant': {'type': 'object',\n",
+       "   'properties': {'summary': {'type': 'object',\n",
+       "     'properties': {'location': {'type': 'string'},\n",
+       "      'yearsOfExperience': {'type': 'integer'}}},\n",
+       "    'education': {'type': 'object',\n",
+       "     'properties': {'degree': {'type': 'string'},\n",
+       "      'honors': {'type': 'string'},\n",
+       "      'institution': {'type': 'string'},\n",
+       "      'fieldOfStudy': {'type': 'string'},\n",
+       "      'graduationYear': {'type': 'integer'}}},\n",
+       "    'experience': {'type': 'string'},\n",
+       "    'highlights': {'type': 'object',\n",
+       "     'properties': {'quickLearner': {'type': 'integer'},\n",
+       "      'teamOriented': {'type': 'integer'},\n",
+       "      'detailOriented': {'type': 'integer'},\n",
+       "      'deadlinesFocused': {'type': 'integer'},\n",
+       "      'goodAnalyticalSkills': {'type': 'integer'},\n",
+       "      'strongManagementSkills': {'type': 'integer'},\n",
+       "      'abilityToManageMultiTasks': {'type': 'integer'},\n",
+       "      'excellentCommunicationSkills': {'type': 'integer'}}},\n",
+       "    'technicalSkills': {'type': 'object',\n",
+       "     'properties': {'pdfSoftware': {'type': 'string'},\n",
+       "      'taxSoftware': {'type': 'string'},\n",
+       "      'microsoftOffice': {'type': 'string'},\n",
+       "      'operatingSystems': {'type': 'string'},\n",
+       "      'accountingSoftware': {'type': 'string'}}}}}}}"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "update_response.data_schema"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "0eb551c5-d179-4551-9c92-11fd0c2f23ee",