diff --git a/data/face/enrollment_data/Mary/Family1-Daughter3.jpg b/data/face/enrollment_data/Mary/Family1-Daughter3.jpg
new file mode 100644
index 0000000..974faf3
--- /dev/null
+++ b/data/face/enrollment_data/Mary/Family1-Daughter3.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e997410b13cf07ff8bd98dc620acad7d8c98ee85701405526619a58967edcd33
+size 18559
diff --git a/data/face/enrollment_data/Bill/Family1-Dad3.jpg b/data/face/new_face_image.jpg
similarity index 100%
rename from data/face/enrollment_data/Bill/Family1-Dad3.jpg
rename to data/face/new_face_image.jpg
diff --git a/notebooks/build_person_directory.ipynb b/notebooks/build_person_directory.ipynb
index 4840de4..aec576f 100644
--- a/notebooks/build_person_directory.ipynb
+++ b/notebooks/build_person_directory.ipynb
@@ -98,6 +98,9 @@
     "client.create_person_directory(person_directory_id)\n",
     "logging.info(f\"Created person directory with ID: {person_directory_id}\")\n",
     "\n",
+    "# Initialize persons list\n",
+    "persons: list = []\n",
+    "\n",
     "# Iterate through all subfolders in the folder_path\n",
     "for subfolder_name in os.listdir(folder_path):\n",
     "    subfolder_path = os.path.join(folder_path, subfolder_name)\n",
@@ -107,6 +110,12 @@
     "        person = client.add_person(person_directory_id, tags={\"name\": person_name})\n",
     "        logging.info(f\"Created person {person_name} with person_id: {person['personId']}\")\n",
     "        if person:\n",
+    "            # Initialize person entry in persons list\n",
+    "            person_entry = {\n",
+    "                'personId': person['personId'],\n",
+    "                'name': person_name,\n",
+    "                'faceIds': []\n",
+    "            }\n",
     "            # Iterate through all images in the subfolder\n",
     "            for filename in os.listdir(subfolder_path):\n",
     "                if filename.lower().endswith(('.png', '.jpg', '.jpeg')):\n",
@@ -116,11 +125,19 @@
     "                    # Add a face to the Person Directory and associate it to the added person\n",
     "                    face = client.add_face(person_directory_id, image_data, person['personId'])\n",
     "                    if face:\n",
+    "                        # Add face ID to the person's faceIds list\n",
+    "                        person_entry['faceIds'].append(face['faceId'])\n",
     "                        logging.info(f\"Added face from {filename} with face_id: {face['faceId']} to person_id: {person['personId']}\")\n",
     "                    else:\n",
     "                        logging.warning(f\"Failed to add face from {filename} to person_id: {person['personId']}\")\n",
     "\n",
-    "logging.info(\"Done\")"
+    "            # Add person entry to persons list\n",
+    "            persons.append(person_entry)\n",
+    "\n",
+    "logging.info(\"Done\")\n",
+    "logging.info(f\"Created {len(persons)} persons:\")\n",
+    "for person in persons:\n",
+    "    logging.info(f\"Person: {person['name']} (ID: {person['personId']}) with {len(person['faceIds'])} faces\")"
    ]
   },
   {
@@ -170,8 +187,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "new_face_image_path = \"new_face_image_path\" # The path to the face image you want to add.\n",
-    "existing_person_id = \"existing_person_id\" # The unique ID of the person to whom the face should be associated.\n",
+    "person_bill = next(person for person in persons if person['name'] == 'Bill')\n",
+    "new_face_image_path = \"../data/face/new_face_image.jpg\" # The path to the face image you want to add.\n",
+    "existing_person_id = person_bill['personId'] # The unique ID of the person to whom the face should be associated.\n",
     "\n",
     "# Convert the new face image to base64\n",
     "image_data = AzureContentUnderstandingFaceClient.read_file_to_base64(new_face_image_path)\n",
@@ -200,8 +218,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "existing_person_id = \"existing_person_id\"  # The unique ID of the person to whom the face should be associated.\n",
-    "existing_face_id_list = [\"existing_face_id_1\", \"existing_face_id_2\"]  # The list of face IDs to be associated.\n",
+    "existing_person_id = person_bill['personId']  # The unique ID of the person to whom the face should be associated.\n",
+    "existing_face_id_list = person_bill['faceIds']  # The list of face IDs to be associated.\n",
     "\n",
     "# Associate the existing face IDs with the existing person\n",
     "client.update_person(person_directory_id, existing_person_id, face_ids=existing_face_id_list)"
@@ -223,7 +241,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "existing_face_id = \"existing_face_id\"  # The unique ID of the face.\n",
+    "person_mary = next(person for person in persons if person['name'] == 'Mary')\n",
+    "existing_face_id = person_mary['faceIds'][0]  # The unique ID of the face.\n",
     "\n",
     "# Remove the association of the existing face ID from the person\n",
     "client.update_face(person_directory_id, existing_face_id, person_id=\"\") # The person_id is set to \"\" to remove the association\n",
@@ -231,7 +250,8 @@
     "logging.info(client.get_face(person_directory_id, existing_face_id)) # This will return the face information without the person association\n",
     "\n",
     "# Associate the existing face ID with a person\n",
-    "existing_person_id = \"existing_person_id\"  # The unique ID of the person to be associated with the face.\n",
+    "person_jordan = next(person for person in persons if person['name'] == 'Jordan')\n",
+    "existing_person_id = person_jordan['personId']  # The unique ID of the person to be associated with the face.\n",
     "client.update_face(person_directory_id, existing_face_id, person_id=existing_person_id)\n",
     "logging.info(f\"Associated face_id: {existing_face_id} with person_id: {existing_person_id}\")\n",
     "logging.info(client.get_face(person_directory_id, existing_face_id)) # This will return the face information with the new person association"
@@ -266,7 +286,7 @@
     "logging.info(client.get_person_directory(person_directory_id)) # This will return the updated person directory information\n",
     "\n",
     "# Update the tags for an individual person\n",
-    "existing_person_id = \"existing_person_id\"  # The unique ID of the person to update.\n",
+    "existing_person_id = person_bill['personId']  # The unique ID of the person to update.\n",
     "person_tags = {\"role\": \"tester\", \"department\": \"engineering\", \"name\": \"\"} # This will remove the name tag from the person.\n",
     "\n",
     "client.update_person(\n",
@@ -294,7 +314,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "existing_face_id = \"existing_face_id\" # The unique ID of the face to delete.\n",
+    "existing_face_id = person_mary['faceIds'][0] # The unique ID of the face to delete.\n",
     "\n",
     "client.delete_face(person_directory_id, existing_face_id)\n",
     "logging.info(f\"Deleted face with face_id: {existing_face_id}\")"
@@ -317,7 +337,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "existing_person_id = \"existing_person_id\"  # The unique ID of the person to delete.\n",
+    "existing_person_id = person_mary['personId']  # The unique ID of the person to delete.\n",
     "\n",
     "client.delete_person(person_directory_id, existing_person_id)\n",
     "logging.info(f\"Deleted person with person_id: {existing_person_id}\")"
@@ -340,7 +360,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "existing_person_id = \"existing_person_id\"  # The unique ID of the person to delete.\n",
+    "existing_person_id = person_bill['personId']  # The unique ID of the person to delete.\n",
     "\n",
     "# Get the list of face IDs associated with the person\n",
     "response = client.get_person(person_directory_id, existing_person_id)\n",
@@ -373,7 +393,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.12"
+   "version": "3.13.7"
   }
  },
  "nbformat": 4,