diff --git a/Demo_graph.ipynb b/Demo_graph.ipynb
index 23cd851e4..777612008 100644
--- a/Demo_graph.ipynb
+++ b/Demo_graph.ipynb
@@ -1298,7 +1298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 434,
    "id": "17199837-35b8-4530-bf03-efbc3486b71d",
    "metadata": {},
    "outputs": [
@@ -1306,7 +1306,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"d29e9c10-4080-42f1-8742-9c2b352ff71d\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=dd6e67f2a7364379b2fbcaea55ac8f1c&type=arrow&viztoken=e5994304-5d8b-4d81-a981-abf57c9804ee&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709580540&info=true\"\n",
+       "            <iframe id=\"4aa34af4-749b-4374-8f8a-1ad923fba0ba\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=910057ce4aad4aa3ba4092b6f411e2c3&type=arrow&viztoken=0b35f51c-75ff-4dfe-b607-7c641c2982e0&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709658314&info=true\"\n",
        "                    allowfullscreen=\"true\" webkitallowfullscreen=\"true\" mozallowfullscreen=\"true\"\n",
        "                    oallowfullscreen=\"true\" msallowfullscreen=\"true\"\n",
        "                    style=\"width:100%; height:500px; border: 1px solid #DDD; overflow: hidden\"\n",
@@ -1316,7 +1316,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#d29e9c10-4080-42f1-8742-9c2b352ff71d\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#4aa34af4-749b-4374-8f8a-1ad923fba0ba\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -1325,7 +1325,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 434,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1847,21 +1847,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 219,
+   "execution_count": null,
    "id": "7befc950-f0d5-4807-909e-1946c17e3a9b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3072"
-      ]
-     },
-     "execution_count": 219,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": []
   },
   {
@@ -1919,31 +1908,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 278,
+   "execution_count": 441,
    "id": "6470ed2b-1842-43f2-9ac4-88db32909ec6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
-       " '67200cb4-16fc-40f9-b231-c9e720aeb14a',\n",
-       " '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
-       " '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
-       " '83b60dcf-0a04-474f-962b-121cc518e610',\n",
-       " '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
-       " '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
-       " 'ccf6645e-9fad-441b-821d-b1d47b93ebca',\n",
-       " 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda'}"
-      ]
-     },
-     "execution_count": 278,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "unique_layer_uuids"
+    "# unique_layer_uuids"
    ]
   },
   {
@@ -1972,31 +1942,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 440,
    "id": "3c53de05-65d2-4232-bb23-f1b50fbd36c8",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'node_id': 'd443269f-44ff-4c10-ab4a-fab9ead0f904', 'description': 'For Britons, keeping pets is an entire way of life.', 'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33', 'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}\n",
-      "For Britons, keeping pets is an entire way of life.\n",
-      "{'node_id': '2d588b35-062e-44e7-bbb2-1642ba0411e3', 'description': 'Pets, especially dogs, serve as outlets for emotions and social interaction within controlled social norms.', 'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33', 'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}\n",
-      "Pets, especially dogs, serve as outlets for emotions and social interaction within controlled social norms.\n",
-      "{'node_id': '6a34c9bd-0dee-4db0-8258-86d2dd87303d', 'description': 'Dogs are encouraged and welcomed in public spaces such as pubs, shops, and public transport.', 'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33', 'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}\n",
-      "Dogs are encouraged and welcomed in public spaces such as pubs, shops, and public transport.\n",
-      "{'node_id': '630b58dd-65f6-4d55-b3fc-67b59d696b4c', 'description': 'The rise in pet ownership and the desire for designer breeds can lead to negative outcomes for animal welfare.', 'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33', 'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}\n",
-      "The rise in pet ownership and the desire for designer breeds can lead to negative outcomes for animal welfare.\n",
-      "{'node_id': '54db7b9e-5f2f-4287-9185-7214eb8f0ccd', 'description': 'The COVID-19 pandemic saw a surge in pet ownership, leading to growing concerns about pet abandonment and the treatment of pets as commodities.', 'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33', 'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}\n",
-      "The COVID-19 pandemic saw a surge in pet ownership, leading to growing concerns about pet abandonment and the treatment of pets as commodities.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "for item in node_descriptions[:5]:  # Adjust the slice as needed for display\n",
-    "    print(item)\n",
-    "    print(item['description'])"
+    "# for item in node_descriptions[:5]:  # Adjust the slice as needed for display\n",
+    "#     print(item)\n",
+    "#     print(item['description'])"
    ]
   },
   {
@@ -2122,30 +2075,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 274,
+   "execution_count": 438,
+   "id": "fb0235a8-7e91-4d34-9058-0cdd1dc7cfe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# unique_layer_uuids"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 439,
    "id": "4cd43233-533a-4929-b3f2-7b8a310669a8",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[{'node_id': 'd443269f-44ff-4c10-ab4a-fab9ead0f904',\n",
-       "  'description': 'For Britons, keeping pets is an entire way of life.',\n",
-       "  'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33',\n",
-       "  'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'},\n",
-       " {'node_id': '2d588b35-062e-44e7-bbb2-1642ba0411e3',\n",
-       "  'description': 'Pets, especially dogs, serve as outlets for emotions and social interaction within controlled social norms.',\n",
-       "  'layer_uuid': '66009783-f985-47e5-9553-d60573e7cc33',\n",
-       "  'layer_decomposition_uuid': '67200cb4-16fc-40f9-b231-c9e720aeb14a'}]"
-      ]
-     },
-     "execution_count": 274,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "node_descriptions[:2]"
+    "# node_descriptions[:2]"
    ]
   },
   {
@@ -2542,8 +2487,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 246,
-   "id": "8e517772-d4eb-4e7a-9393-1ea695020e65",
+   "execution_count": 382,
+   "id": "339881a7-664b-4ad4-8579-5996fd1b0676",
    "metadata": {},
    "outputs": [
     {
@@ -2560,47 +2505,69 @@
        " 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda'}"
       ]
      },
-     "execution_count": 246,
+     "execution_count": 382,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "unique_layer_uuids"
+    "# unique_layer_uuids"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 290,
+   "execution_count": 437,
+   "id": "8e517772-d4eb-4e7a-9393-1ea695020e65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# count = 0  # Counter to keep track of how many values we've printed\n",
+    "# for uuid, items in grouped_data.items():\n",
+    "#     print(f\"Group ID: {uuid}, Items: {items}\")\n",
+    "#     count += 1\n",
+    "#     if count == 3:\n",
+    "#         break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 436,
    "id": "c585ca09-139d-4d00-aed0-68ecaa991564",
    "metadata": {},
    "outputs": [],
    "source": [
     "nest_asyncio.apply()\n",
     "async def process_items(grouped_data, unique_layer_uuids):\n",
-    "    results_to_check = []  # This will be similar to the original list structure\n",
+    "    results_to_check = []  # This will hold results excluding self comparisons\n",
     "    tasks = []  # List to hold all tasks\n",
-    "    task_to_info = {}  # Dictionary to map tasks to their corresponding id and description\n",
+    "    task_to_info = {}  # Dictionary to map tasks to their corresponding group id and item info\n",
     "\n",
-    "    for id in unique_layer_uuids:        \n",
-    "        for uuid, items in grouped_data.items():\n",
-    "            if uuid != id:\n",
-    "                for item in items:\n",
-    "                    # Create a task for each embedding retrieval\n",
-    "                    task = asyncio.create_task( async_get_embedding_with_backoff(item['description'], \"text-embedding-3-large\"))\n",
-    "                    tasks.append(task)\n",
-    "                    # Map the task to the corresponding id and description\n",
-    "                    task_to_info[task] = (id, item['description'])\n",
+    "    # Iterate through each group in grouped_data\n",
+    "    for group_id, items in grouped_data.items():\n",
+    "        # Filter unique_layer_uuids to exclude the current group_id\n",
+    "        target_uuids = [uuid for uuid in unique_layer_uuids if uuid != group_id]\n",
     "\n",
+    "        # Process each item in the group\n",
+    "        for item in items:\n",
+    "            # For each target UUID, create an async task for the item's embedding retrieval\n",
+    "            for target_id in target_uuids:\n",
+    "                task = asyncio.create_task(async_get_embedding_with_backoff(item['description'], \"text-embedding-3-large\"))\n",
+    "                tasks.append(task)\n",
+    "                # Map the task to the target id, item's node_id, and description for later retrieval\n",
+    "                task_to_info[task] = (target_id, item['node_id'], group_id, item['description'])\n",
+    "        \n",
     "    # Await all tasks to complete and gather results\n",
     "    results = await asyncio.gather(*tasks)\n",
     "\n",
-    "    # Process the results and populate results_to_check\n",
-    "    for task, result in zip(tasks, results):\n",
-    "        id, description = task_to_info[task]\n",
-    "        results_to_check.append([id, result])\n",
+    "    # Process the results, associating them with their target id, node id, and description\n",
+    "    for task, embedding in zip(tasks, results):\n",
+    "        \n",
+    "        target_id, node_id,group_id, description = task_to_info[task]\n",
+    "        results_to_check.append([target_id, embedding, description, node_id, group_id])\n",
     "\n",
     "    return results_to_check\n",
+    "\n",
+    "    \n",
     "# async def process_items(grouped_data, unique_layer_uuids):\n",
     "#     relationship_dict = {}\n",
     "#     task_to_id = {}  # Dictionary to map tasks to ids\n",
@@ -2635,10 +2602,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 291,
+   "execution_count": 403,
    "id": "933beda7-27e6-45e2-9ce7-3084b6243f54",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "67200cb4-16fc-40f9-b231-c9e720aeb14a\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "ccf6645e-9fad-441b-821d-b1d47b93ebca\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "d0c2bd1c-7cec-4e5a-af13-dbb655623dda\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "83b60dcf-0a04-474f-962b-121cc518e610\n",
+      "['796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "6fb85c94-f488-4f31-8e7c-a5905580a78c\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a']\n",
+      "796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "92562711-f2a9-4ce6-9c7d-d5226080f982\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "84fa9b73-12c0-4486-a0eb-3a03a81ca135\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n",
+      "3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d\n",
+      "['83b60dcf-0a04-474f-962b-121cc518e610', '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', '84fa9b73-12c0-4486-a0eb-3a03a81ca135', '92562711-f2a9-4ce6-9c7d-d5226080f982', 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda', 'ccf6645e-9fad-441b-821d-b1d47b93ebca', '67200cb4-16fc-40f9-b231-c9e720aeb14a', '6fb85c94-f488-4f31-8e7c-a5905580a78c']\n"
+     ]
+    }
+   ],
    "source": [
     "relationship_dict = await process_items(grouped_data, unique_layer_uuids)"
    ]
@@ -2698,31 +2690,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 435,
    "id": "69967cdd-3957-4c39-b5d7-8e58d0f8c13c",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
-       " '67200cb4-16fc-40f9-b231-c9e720aeb14a',\n",
-       " '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
-       " '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
-       " '83b60dcf-0a04-474f-962b-121cc518e610',\n",
-       " '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
-       " '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
-       " 'ccf6645e-9fad-441b-821d-b1d47b93ebca',\n",
-       " 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda'}"
-      ]
-     },
-     "execution_count": 101,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "unique_layer_uuids"
+    "# unique_layer_uuids"
    ]
   },
   {
@@ -2776,7 +2749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 424,
    "id": "baff4d94-5e9a-4ba6-a42a-a1b5939fb1fe",
    "metadata": {},
    "outputs": [],
@@ -2825,14 +2798,18 @@
     "    for result in results_to_check:\n",
     "        id = result[0]\n",
     "        embedding = result[1]\n",
-    "        print(len(embedding)) # Assuming each result in results_to_check contains a single embedding\n",
+    "        node_id = result[2]\n",
+    "        target = result[3]\n",
+    "        b= result[4]\n",
+    "\n",
+    "        # Assuming each result in results_to_check contains a single embedding\n",
     "        limits = [3] * len(embedding)  # Set a limit of 3 results for this embedding\n",
     "\n",
     "        try:\n",
     "            # Perform the batch search for this id with its embedding\n",
     "            # Assuming qdrant_batch_search function accepts a single embedding and a list of limits\n",
     "            id_search_results = await qdrant_batch_search(id, [embedding], limits)\n",
-    "            search_results_list.append((id, id_search_results))\n",
+    "            search_results_list.append((id, id_search_results, node_id, target))\n",
     "        except Exception as e:\n",
     "            print(f\"Error during batch search for ID {id}: {e}\")\n",
     "            continue\n",
@@ -2843,7 +2820,9 @@
     "    relationship_dict={}\n",
     "\n",
     "    for result_tuple in results:\n",
-    "        uuid, scored_points_list = result_tuple  # Unpack the tuple\n",
+    " \n",
+    "        uuid, scored_points_list, desc, node_id = result_tuple\n",
+    "        # Unpack the tuple\n",
     "        \n",
     "        # Ensure there's a list to collect related items for this uuid\n",
     "        if uuid not in relationship_dict:\n",
@@ -2854,11 +2833,11 @@
     "                if scored_point.score > 0.9:  # Check the score condition\n",
     "                    # Append a new dictionary to the list associated with the uuid\n",
     "                    relationship_dict[uuid].append({\n",
-    "                        'collection_name_uuid': uuid,  # Assuming this is the same as the uuid from the result tuple\n",
-    "                        'searched_node_id': scored_point.id,  # Assuming you want the id of the ScoredPoint object\n",
+    "                        'collection_name_uuid': uuid,  \n",
+    "                        'searched_node_id': scored_point.id,  \n",
     "                        'score': scored_point.score,\n",
     "                        'score_metadata': scored_point.payload,\n",
-    "                        'score_id': scored_point.id,\n",
+    "                        'original_id_for_search': node_id,\n",
     "                    })\n",
     "    return relationship_dict\n",
     "\n",
@@ -2869,7 +2848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 348,
    "id": "838bdc96-7712-4b9d-816b-588500d034be",
    "metadata": {},
    "outputs": [],
@@ -2908,6 +2887,57 @@
     "# await adapted_qdrant_batch_search(relationship_dict)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 414,
+   "id": "9d17db26-2168-4f55-bd14-cf41c18bbda7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nodes containing ID '3a63bd68-0238-4865-9ea1-d7f88f58d6e8' in any attribute: ['Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 3a63bd68-0238-4865-9ea1-d7f88f58d6e8']\n",
+      "Attributes of node Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 3a63bd68-0238-4865-9ea1-d7f88f58d6e8: {'created_at': '2024-03-04 20:28:37', 'updated_at': '2024-03-04 20:28:37', 'description': 'Izzy, a terrier-spaniel cross owned by Lee Parkin.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': 'd0fde4d0-c358-44b2-b698-a19314a336e0', 'layer_decomposition_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f', 'id': '3a63bd68-0238-4865-9ea1-d7f88f58d6e8', 'type': 'detail'}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# desired_id = '3a63bd68-0238-4865-9ea1-d7f88f58d6e8'  # Replace this with the actual 'id' you're looking for\n",
+    "# nodes_with_desired_id = []  # Initialize variable to store the node if found\n",
+    "\n",
+    "# # Iterate through all nodes and their attributes in the graph\n",
+    "# for node, attrs in CONNECTED_GRAPH.nodes(data=True):\n",
+    "#     if any(desired_id in str(value) for value in attrs.values()):  # Check if any attribute value contains the desired ID\n",
+    "#         nodes_with_desired_id.append(node)  # Add the node to the list if the ID is found in any attribute\n",
+    "\n",
+    "# # Check if any nodes were found and print the results\n",
+    "# if nodes_with_desired_id:\n",
+    "#     print(f\"Nodes containing ID '{desired_id}' in any attribute: {nodes_with_desired_id}\")\n",
+    "#     for node in nodes_with_desired_id:\n",
+    "#         print(f\"Attributes of node {node}: {G.nodes[node]}\")\n",
+    "# else:\n",
+    "#     print(f\"No nodes found containing ID '{desired_id}' in any attribute.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e45b7ed-1bb2-494d-8c5d-2af1cfa26f0f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# CONNECTED_GRAPH.get"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55c4aa77-00db-4e1e-985f-fb04de74f371",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": 314,
@@ -2920,62 +2950,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 308,
+   "execution_count": 422,
    "id": "3c28c2f1-ecd4-4b2b-8797-c07c89e01d6a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n",
-      "Error during batch search for ID 8: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='3', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 7: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='9', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 8: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='4', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 3: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='f', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 9: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='2', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID d: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='0', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID c: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='c', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 6: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='7', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n",
-      "1\n",
-      "Error during batch search for ID 6: 1 validation error for NamedVector\n",
-      "vector\n",
-      "  Input should be a valid list [type=list_type, input_value='f', input_type=str]\n",
-      "    For further information visit https://errors.pydantic.dev/2.6/v/list_type\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "results = await adapted_qdrant_batch_search(relationship_dict)"
    ]
@@ -3052,6 +3030,40 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "bab83148-8143-4d4c-8aa1-506f64de8f95",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 415,
+   "id": "cc98c03c-d1bb-4a58-8227-5e4db7d03676",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       " [[ScoredPoint(id='3a63bd68-0238-4865-9ea1-d7f88f58d6e8', version=0, score=0.3264356832472073, payload=None, vector=None, shard_key=None),\n",
+       "   ScoredPoint(id='90cde4a1-7b75-4e61-844f-5a5f5e602690', version=0, score=0.25116409155343133, payload=None, vector=None, shard_key=None),\n",
+       "   ScoredPoint(id='18b461fc-af3d-4e67-8cdb-3a02eb42192c', version=0, score=0.21469044119941377, payload=None, vector=None, shard_key=None)]],\n",
+       " 'For Britons, keeping pets is an entire way of life.',\n",
+       " 'd443269f-44ff-4c10-ab4a-fab9ead0f904')"
+      ]
+     },
+     "execution_count": 415,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 425,
    "id": "2b4a8d09-2f80-461d-a95b-e943c1d305e5",
    "metadata": {},
    "outputs": [],
@@ -3061,7 +3073,419 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 315,
+   "execution_count": 426,
+   "id": "12032d28-3f2a-4a29-93f4-3a5b453605dc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'83b60dcf-0a04-474f-962b-121cc518e610': [{'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93',\n",
+       "   'score': 0.9515395831652365,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3a6f81c3-ecdc-483e-88dd-59068ae332b1'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41',\n",
+       "   'score': 0.9383203721228301,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': 'c7bea689-6862-482a-b156-4fc1be3fa07f',\n",
+       "   'score': 0.9031738514995704,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '9872ba50-8783-49b4-8fc4-9c53aae7cf57'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '0025c486-d9eb-4820-9b95-f48a97c51d9b',\n",
+       "   'score': 0.9999951119054207,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '15d3a8af-4e1a-4c3f-9d29-9c46723fd03a'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93',\n",
+       "   'score': 1.000000059988928,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b507af42-4ef7-4cb6-8df1-236d9abc4832'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '2b18da1f-bd6f-49a6-b058-0387898dc5dc',\n",
+       "   'score': 0.999999997458257,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3a47799d-afa6-4ff0-b34b-627c81e46059'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '5fddebc9-5092-46b6-9fa3-8c6170eb2e16',\n",
+       "   'score': 1.000000011544502,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b0a798cb-39c3-4cab-a67c-778bc4e2df21'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '0d22c2e8-a39b-4c71-abe6-88a90cdfd65d',\n",
+       "   'score': 0.9999863092459667,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'c61a5496-bb75-445c-9ae4-a4cca37cd794'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41',\n",
+       "   'score': 0.9999319831842581,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': 'c7bea689-6862-482a-b156-4fc1be3fa07f',\n",
+       "   'score': 0.9999999766141177,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b086b7b2-daf2-47f2-9a1e-35812afd9313'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '69dea290-4f26-495f-b6df-c994d6de5f69',\n",
+       "   'score': 0.9999667262300376,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '1b10518f-3973-4f79-9dab-3ef238c2cbaa'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '0f371d44-7362-434d-843f-813add8f25c6',\n",
+       "   'score': 0.999999377442629,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '59cca039-7f8b-4da5-b67d-51ac14e7c74c'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93',\n",
+       "   'score': 0.9515395831652365,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'f38b0084-b074-4e47-ae66-cccb9827a87f'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41',\n",
+       "   'score': 0.9383203721228301,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '88635a41-2a86-4bcc-bd34-affe7e302208'},\n",
+       "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+       "   'searched_node_id': 'c7bea689-6862-482a-b156-4fc1be3fa07f',\n",
+       "   'score': 0.9031738514995704,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '13374d73-bb3b-4e2f-8a94-ff90f0056970'}],\n",
+       " '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f': [{'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': '18b461fc-af3d-4e67-8cdb-3a02eb42192c',\n",
+       "   'score': 1.0000000492660635,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '504729be-4ffc-493a-9cc8-1ae4ffc799e1'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': '3a63bd68-0238-4865-9ea1-d7f88f58d6e8',\n",
+       "   'score': 0.9999909638430637,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '517b7476-e446-4986-8445-0a2cb14e543f'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': 'b168a539-5398-4588-b4a4-6963c73b5526',\n",
+       "   'score': 0.9999999987186259,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '13a45934-879a-4fe4-90e9-0a5277e56297'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': '99675528-5a7f-4941-b378-87b03e151cf4',\n",
+       "   'score': 0.9999993260326947,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3fce46e3-8006-4940-bc47-e011408f663c'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': '6ebecd15-37bd-4553-9c33-89df1fea543c',\n",
+       "   'score': 1.0000000153915702,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '939465bc-c763-4122-9328-984c5c59f712'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': '90cde4a1-7b75-4e61-844f-5a5f5e602690',\n",
+       "   'score': 0.9999999726705717,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3cc5365b-b9e7-46d7-81c8-e125af634e32'},\n",
+       "  {'collection_name_uuid': '796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f',\n",
+       "   'searched_node_id': 'f866a9f5-3b89-418e-a94b-37923e0c4982',\n",
+       "   'score': 0.9999981225768191,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '4aa02775-42e7-41d5-b91f-1f8a764657ed'}],\n",
+       " '84fa9b73-12c0-4486-a0eb-3a03a81ca135': [{'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': 'f38b0084-b074-4e47-ae66-cccb9827a87f',\n",
+       "   'score': 0.9515395892645451,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '1531d1cb-3f68-46d7-a366-48d19f26bc93'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '88635a41-2a86-4bcc-bd34-affe7e302208',\n",
+       "   'score': 0.93886233238224,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '58b37c6f-1574-4b93-8ee5-16a22f01aa41'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '13374d73-bb3b-4e2f-8a94-ff90f0056970',\n",
+       "   'score': 0.9034716970959398,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'c7bea689-6862-482a-b156-4fc1be3fa07f'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '7c87ffb5-0359-4421-8e03-61457119ca4b',\n",
+       "   'score': 1.0000000150401713,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '49ab2d1b-9163-485f-81c8-8667fc707554'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': 'f38b0084-b074-4e47-ae66-cccb9827a87f',\n",
+       "   'score': 1.0000000663828739,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3a6f81c3-ecdc-483e-88dd-59068ae332b1'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': 'a942b1b8-7ff2-4177-83ef-022bb69affac',\n",
+       "   'score': 1.000000017737942,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '5560940a-8504-40bc-94d4-71aa399af5ab'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '88635a41-2a86-4bcc-bd34-affe7e302208',\n",
+       "   'score': 0.9999993598583296,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '13374d73-bb3b-4e2f-8a94-ff90f0056970',\n",
+       "   'score': 0.9999975500994932,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '9872ba50-8783-49b4-8fc4-9c53aae7cf57'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': 'f38b0084-b074-4e47-ae66-cccb9827a87f',\n",
+       "   'score': 0.9515395892645451,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b507af42-4ef7-4cb6-8df1-236d9abc4832'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '88635a41-2a86-4bcc-bd34-affe7e302208',\n",
+       "   'score': 0.93886233238224,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b'},\n",
+       "  {'collection_name_uuid': '84fa9b73-12c0-4486-a0eb-3a03a81ca135',\n",
+       "   'searched_node_id': '13374d73-bb3b-4e2f-8a94-ff90f0056970',\n",
+       "   'score': 0.9034716970959398,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b086b7b2-daf2-47f2-9a1e-35812afd9313'}],\n",
+       " '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d': [{'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '504729be-4ffc-493a-9cc8-1ae4ffc799e1',\n",
+       "   'score': 1.0000000492660635,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '18b461fc-af3d-4e67-8cdb-3a02eb42192c'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '517b7476-e446-4986-8445-0a2cb14e543f',\n",
+       "   'score': 1.0000000474370807,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3a63bd68-0238-4865-9ea1-d7f88f58d6e8'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '13a45934-879a-4fe4-90e9-0a5277e56297',\n",
+       "   'score': 0.9999991449822498,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b168a539-5398-4588-b4a4-6963c73b5526'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '3fce46e3-8006-4940-bc47-e011408f663c',\n",
+       "   'score': 0.9999999773199107,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '99675528-5a7f-4941-b378-87b03e151cf4'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '939465bc-c763-4122-9328-984c5c59f712',\n",
+       "   'score': 1.0000000153915702,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '6ebecd15-37bd-4553-9c33-89df1fea543c'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '3cc5365b-b9e7-46d7-81c8-e125af634e32',\n",
+       "   'score': 0.9999999726705717,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '90cde4a1-7b75-4e61-844f-5a5f5e602690'},\n",
+       "  {'collection_name_uuid': '3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d',\n",
+       "   'searched_node_id': '4aa02775-42e7-41d5-b91f-1f8a764657ed',\n",
+       "   'score': 1.0000000557427815,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'f866a9f5-3b89-418e-a94b-37923e0c4982'}],\n",
+       " '92562711-f2a9-4ce6-9c7d-d5226080f982': [{'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': '15d3a8af-4e1a-4c3f-9d29-9c46723fd03a',\n",
+       "   'score': 1.0000000076286752,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '0025c486-d9eb-4820-9b95-f48a97c51d9b'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b507af42-4ef7-4cb6-8df1-236d9abc4832',\n",
+       "   'score': 1.000000059988928,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '1531d1cb-3f68-46d7-a366-48d19f26bc93'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': '3a47799d-afa6-4ff0-b34b-627c81e46059',\n",
+       "   'score': 0.999999997458257,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '2b18da1f-bd6f-49a6-b058-0387898dc5dc'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b0a798cb-39c3-4cab-a67c-778bc4e2df21',\n",
+       "   'score': 1.000000011544502,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '5fddebc9-5092-46b6-9fa3-8c6170eb2e16'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'c61a5496-bb75-445c-9ae4-a4cca37cd794',\n",
+       "   'score': 0.9999999990559993,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '0d22c2e8-a39b-4c71-abe6-88a90cdfd65d'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b',\n",
+       "   'score': 0.9999325716139726,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '58b37c6f-1574-4b93-8ee5-16a22f01aa41'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b086b7b2-daf2-47f2-9a1e-35812afd9313',\n",
+       "   'score': 0.9999999766141177,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'c7bea689-6862-482a-b156-4fc1be3fa07f'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': '1b10518f-3973-4f79-9dab-3ef238c2cbaa',\n",
+       "   'score': 1.000000063164407,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '69dea290-4f26-495f-b6df-c994d6de5f69'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': '59cca039-7f8b-4da5-b67d-51ac14e7c74c',\n",
+       "   'score': 0.9999999750870483,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '0f371d44-7362-434d-843f-813add8f25c6'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b507af42-4ef7-4cb6-8df1-236d9abc4832',\n",
+       "   'score': 0.9515395831652365,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '3a6f81c3-ecdc-483e-88dd-59068ae332b1'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b',\n",
+       "   'score': 0.9382967722184876,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b086b7b2-daf2-47f2-9a1e-35812afd9313',\n",
+       "   'score': 0.9031738514995704,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '9872ba50-8783-49b4-8fc4-9c53aae7cf57'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b507af42-4ef7-4cb6-8df1-236d9abc4832',\n",
+       "   'score': 0.9515395831652365,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'f38b0084-b074-4e47-ae66-cccb9827a87f'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b',\n",
+       "   'score': 0.9382967722184876,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '88635a41-2a86-4bcc-bd34-affe7e302208'},\n",
+       "  {'collection_name_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982',\n",
+       "   'searched_node_id': 'b086b7b2-daf2-47f2-9a1e-35812afd9313',\n",
+       "   'score': 0.9031738514995704,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '13374d73-bb3b-4e2f-8a94-ff90f0056970'}],\n",
+       " 'd0c2bd1c-7cec-4e5a-af13-dbb655623dda': [],\n",
+       " 'ccf6645e-9fad-441b-821d-b1d47b93ebca': [],\n",
+       " '6fb85c94-f488-4f31-8e7c-a5905580a78c': [{'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '3a6f81c3-ecdc-483e-88dd-59068ae332b1',\n",
+       "   'score': 0.9515395892645451,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '1531d1cb-3f68-46d7-a366-48d19f26bc93'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6',\n",
+       "   'score': 0.9388291030193505,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '58b37c6f-1574-4b93-8ee5-16a22f01aa41'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '9872ba50-8783-49b4-8fc4-9c53aae7cf57',\n",
+       "   'score': 0.9031739051820826,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'c7bea689-6862-482a-b156-4fc1be3fa07f'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '3a6f81c3-ecdc-483e-88dd-59068ae332b1',\n",
+       "   'score': 0.9512102439110068,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b507af42-4ef7-4cb6-8df1-236d9abc4832'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6',\n",
+       "   'score': 0.9388291030193505,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'e0a882a8-f8b1-4a9f-b154-fa061eaa684b'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '9872ba50-8783-49b4-8fc4-9c53aae7cf57',\n",
+       "   'score': 0.9031739051820826,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'b086b7b2-daf2-47f2-9a1e-35812afd9313'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '49ab2d1b-9163-485f-81c8-8667fc707554',\n",
+       "   'score': 1.0000000150401713,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '7c87ffb5-0359-4421-8e03-61457119ca4b'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '3a6f81c3-ecdc-483e-88dd-59068ae332b1',\n",
+       "   'score': 1.0000000663828739,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'f38b0084-b074-4e47-ae66-cccb9827a87f'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '5560940a-8504-40bc-94d4-71aa399af5ab',\n",
+       "   'score': 1.000000017737942,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': 'a942b1b8-7ff2-4177-83ef-022bb69affac'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': 'ff3446b4-59ea-4ef9-969a-4afac7706aa6',\n",
+       "   'score': 1.000000001710429,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '88635a41-2a86-4bcc-bd34-affe7e302208'},\n",
+       "  {'collection_name_uuid': '6fb85c94-f488-4f31-8e7c-a5905580a78c',\n",
+       "   'searched_node_id': '9872ba50-8783-49b4-8fc4-9c53aae7cf57',\n",
+       "   'score': 1.0000000355409906,\n",
+       "   'score_metadata': None,\n",
+       "   'original_id_for_search': '13374d73-bb3b-4e2f-8a94-ff90f0056970'}],\n",
+       " '67200cb4-16fc-40f9-b231-c9e720aeb14a': []}"
+      ]
+     },
+     "execution_count": 426,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "relationship_d"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 354,
+   "id": "42e6095b-7b75-4e9d-96c2-f45ca5bdf4bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import networkx as nx\n",
+    "import pytest\n",
+    "\n",
+    "def test_connect_nodes_in_graph():\n",
+    "    # Create a mock graph\n",
+    "    G = nx.Graph()\n",
+    "    \n",
+    "    # Add nodes that will be referenced in the relationship_dict\n",
+    "    # Use the 'id' attribute to match nodes, as used in the connect_nodes_in_graph function\n",
+    "    G.add_node(\"node1\", id=\"1531d1cb-3f68-46d7-a366-48d19f26bc93\")\n",
+    "    G.add_node(\"node2\", id=\"58b37c6f-1574-4b93-8ee5-16a22f01aa41\")\n",
+    "\n",
+    "    # Define the relationship_dict based on your test set\n",
+    "    relationship_dict = {\n",
+    "        '83b60dcf-0a04-474f-962b-121cc518e610': [\n",
+    "            {\n",
+    "                'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+    "                'searched_node_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93',  # Matches 'node1'\n",
+    "                'score': 0.9515395831652365,\n",
+    "                'score_metadata': None,\n",
+    "                'score_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41',  # Matches 'node2'\n",
+    "            }\n",
+    "        ]\n",
+    "    }\n",
+    "\n",
+    "    # Call the function under test\n",
+    "    connect_nodes_in_graph(G, relationship_dict)\n",
+    "\n",
+    "    # Assert that the edge has been created as expected between 'node1' and 'node2'\n",
+    "    assert G.has_edge(\"node1\", \"node2\")\n",
+    "    assert G[\"node1\"][\"node2\"][\"weight\"] == 0.9515395831652365\n",
+    "    assert G[\"node1\"][\"node2\"][\"score_metadata\"] is None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "29b1bbe8-de2f-4b0c-9ae1-16e5547e1544",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 355,
+   "id": "f66f9940-9792-4600-a804-ab649384f6d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test_connect_nodes_in_graph()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 428,
    "id": "97302500-241e-41b3-9355-4523bcb4d01b",
    "metadata": {},
    "outputs": [],
@@ -3078,8 +3502,10 @@
     "    for id, relationships in relationship_dict.items():\n",
     "        for relationship in relationships:\n",
     "            searched_node_attr_id = relationship['searched_node_id']\n",
-    "            score_attr_id = relationship['score_id']\n",
+    "            print(searched_node_attr_id)\n",
+    "            score_attr_id = relationship['original_id_for_search']\n",
     "            score = relationship['score']\n",
+    "            \n",
     "\n",
     "            # Initialize node keys for both searched_node and score_node\n",
     "            searched_node_key, score_node_key = None, None\n",
@@ -3098,6 +3524,8 @@
     "\n",
     "            # Check if both nodes were found in the graph\n",
     "            if searched_node_key is not None and score_node_key is not None:\n",
+    "                print(searched_node_key)\n",
+    "                print(score_node_key)\n",
     "                # If both nodes exist, create an edge between them\n",
     "                # You can customize the edge attributes as needed, here we use 'score' as an attribute\n",
     "                graph.add_edge(searched_node_key, score_node_key, weight=score, score_metadata=relationship.get('score_metadata'))\n",
@@ -3107,12 +3535,311 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 316,
-   "id": "2c344176-8f70-4a0c-b528-0e85ed810984",
+   "execution_count": null,
+   "id": "9266a9f7-06ce-4586-acd9-7c70056675f3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 371,
+   "id": "450ba952-192e-40aa-a51e-0bf0d28b6e12",
    "metadata": {},
    "outputs": [],
    "source": [
-    "CONNECTED_GRAPH = connect_nodes_in_graph(R, relationship_dict)"
+    "rel_s = {'83b60dcf-0a04-474f-962b-121cc518e610': [{'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+    "   'searched_node_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93',\n",
+    "   'score': 0.9515395831652365,\n",
+    "   'score_metadata': None,\n",
+    "   'score_id': '1531d1cb-3f68-46d7-a366-48d19f26bc93'},\n",
+    "  {'collection_name_uuid': '83b60dcf-0a04-474f-962b-121cc518e610',\n",
+    "   'searched_node_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41',\n",
+    "   'score': 0.9383203721228301,\n",
+    "   'score_metadata': None,\n",
+    "   'score_id': '58b37c6f-1574-4b93-8ee5-16a22f01aa41'}]}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 432,
+   "id": "750c651c-2b95-44ae-83e3-4ae4257781e1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                                                                                                                                                                                                                                                                 Node 1 ID  \\\n",
+      "108  Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0025c486-d9eb-4820-9b95-f48a97c51d9b   \n",
+      "\n",
+      "                                                                                                                                                                                                                                                                                 Node 2 ID  \\\n",
+      "108  Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 15d3a8af-4e1a-4c3f-9d29-9c46723fd03a   \n",
+      "\n",
+      "       Weight  \\\n",
+      "108  0.999995   \n",
+      "\n",
+      "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Node 1 Metadata  \\\n",
+      "108  {'created_at': '2024-03-04 20:28:37', 'updated_at': '2024-03-04 20:28:37', 'description': 'Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': 'd0fde4d0-c358-44b2-b698-a19314a336e0', 'layer_decomposition_uuid': '83b60dcf-0a04-474f-962b-121cc518e610', 'id': '0025c486-d9eb-4820-9b95-f48a97c51d9b', 'type': 'detail'}   \n",
+      "\n",
+      "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Node 2 Metadata  \\\n",
+      "108  {'created_at': '2024-03-04 20:28:37', 'updated_at': '2024-03-04 20:28:37', 'description': 'Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': 'd0fde4d0-c358-44b2-b698-a19314a336e0', 'layer_decomposition_uuid': '92562711-f2a9-4ce6-9c7d-d5226080f982', 'id': '15d3a8af-4e1a-4c3f-9d29-9c46723fd03a', 'type': 'detail'}   \n",
+      "\n",
+      "    Edge Score Metadata  \n",
+      "108                None  \n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import networkx as nx\n",
+    "\n",
+    "pd.set_option('display.max_rows', None)  # Show all rows\n",
+    "pd.set_option('display.max_columns', None)  # Show all columns\n",
+    "pd.set_option('display.width', None)  # Use maximum possible width to display\n",
+    "pd.set_option('display.max_colwidth', None)  # Display full content of each column\n",
+    "\n",
+    "\n",
+    "# Assuming G is your graph object already populated with nodes and edges by connect_nodes_in_graph\n",
+    "\n",
+    "# Step 1: Traverse the graph and collect data\n",
+    "data = []\n",
+    "for (node1, node2, attr) in CONNECTED_GRAPH.edges(data=True):\n",
+    "    node1_data = CONNECTED_GRAPH.nodes[node1]  # Get metadata for node1\n",
+    "    node2_data = CONNECTED_GRAPH.nodes[node2]  # Get metadata for node2\n",
+    "    \n",
+    "    # Collect information: node IDs, edge weight, and any other relevant metadata\n",
+    "    edge_info = {\n",
+    "        'Node 1 ID': node1,\n",
+    "        'Node 2 ID': node2,\n",
+    "        'Weight': attr.get('weight', None),  # Get the weight of the edge\n",
+    "        'Node 1 Metadata': node1_data,  # Assuming there's meaningful metadata in the graph's nodes\n",
+    "        'Node 2 Metadata': node2_data,\n",
+    "        'Edge Score Metadata': attr.get('score_metadata', None)  # Edge-specific metadata if available\n",
+    "    }\n",
+    "    data.append(edge_info)\n",
+    "\n",
+    "# Step 2: Create a pandas DataFrame from the collected data\n",
+    "df = pd.DataFrame(data)\n",
+    "df_filtered = df.dropna(subset=['Weight'])\n",
+    "\n",
+    "# Display the DataFrame\n",
+    "print(df_filtered.head(1))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 429,
+   "id": "2c344176-8f70-4a0c-b528-0e85ed810984",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "0025c486-d9eb-4820-9b95-f48a97c51d9b\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0025c486-d9eb-4820-9b95-f48a97c51d9b\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 15d3a8af-4e1a-4c3f-9d29-9c46723fd03a\n",
+      "1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "2b18da1f-bd6f-49a6-b058-0387898dc5dc\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 2b18da1f-bd6f-49a6-b058-0387898dc5dc\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 3a47799d-afa6-4ff0-b34b-627c81e46059\n",
+      "5fddebc9-5092-46b6-9fa3-8c6170eb2e16\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 5fddebc9-5092-46b6-9fa3-8c6170eb2e16\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b0a798cb-39c3-4cab-a67c-778bc4e2df21\n",
+      "0d22c2e8-a39b-4c71-abe6-88a90cdfd65d\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0d22c2e8-a39b-4c71-abe6-88a90cdfd65d\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - c61a5496-bb75-445c-9ae4-a4cca37cd794\n",
+      "58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
+      "69dea290-4f26-495f-b6df-c994d6de5f69\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 69dea290-4f26-495f-b6df-c994d6de5f69\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 1b10518f-3973-4f79-9dab-3ef238c2cbaa\n",
+      "0f371d44-7362-434d-843f-813add8f25c6\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0f371d44-7362-434d-843f-813add8f25c6\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 59cca039-7f8b-4da5-b67d-51ac14e7c74c\n",
+      "1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "18b461fc-af3d-4e67-8cdb-3a02eb42192c\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 18b461fc-af3d-4e67-8cdb-3a02eb42192c\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 504729be-4ffc-493a-9cc8-1ae4ffc799e1\n",
+      "3a63bd68-0238-4865-9ea1-d7f88f58d6e8\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 3a63bd68-0238-4865-9ea1-d7f88f58d6e8\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 517b7476-e446-4986-8445-0a2cb14e543f\n",
+      "b168a539-5398-4588-b4a4-6963c73b5526\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - b168a539-5398-4588-b4a4-6963c73b5526\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 13a45934-879a-4fe4-90e9-0a5277e56297\n",
+      "99675528-5a7f-4941-b378-87b03e151cf4\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 99675528-5a7f-4941-b378-87b03e151cf4\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 3fce46e3-8006-4940-bc47-e011408f663c\n",
+      "6ebecd15-37bd-4553-9c33-89df1fea543c\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 6ebecd15-37bd-4553-9c33-89df1fea543c\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 939465bc-c763-4122-9328-984c5c59f712\n",
+      "90cde4a1-7b75-4e61-844f-5a5f5e602690\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 90cde4a1-7b75-4e61-844f-5a5f5e602690\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 3cc5365b-b9e7-46d7-81c8-e125af634e32\n",
+      "f866a9f5-3b89-418e-a94b-37923e0c4982\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - f866a9f5-3b89-418e-a94b-37923e0c4982\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 4aa02775-42e7-41d5-b91f-1f8a764657ed\n",
+      "f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "7c87ffb5-0359-4421-8e03-61457119ca4b\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 7c87ffb5-0359-4421-8e03-61457119ca4b\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 49ab2d1b-9163-485f-81c8-8667fc707554\n",
+      "f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "a942b1b8-7ff2-4177-83ef-022bb69affac\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - a942b1b8-7ff2-4177-83ef-022bb69affac\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 5560940a-8504-40bc-94d4-71aa399af5ab\n",
+      "88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
+      "504729be-4ffc-493a-9cc8-1ae4ffc799e1\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 504729be-4ffc-493a-9cc8-1ae4ffc799e1\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 18b461fc-af3d-4e67-8cdb-3a02eb42192c\n",
+      "517b7476-e446-4986-8445-0a2cb14e543f\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 517b7476-e446-4986-8445-0a2cb14e543f\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 3a63bd68-0238-4865-9ea1-d7f88f58d6e8\n",
+      "13a45934-879a-4fe4-90e9-0a5277e56297\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 13a45934-879a-4fe4-90e9-0a5277e56297\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - b168a539-5398-4588-b4a4-6963c73b5526\n",
+      "3fce46e3-8006-4940-bc47-e011408f663c\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 3fce46e3-8006-4940-bc47-e011408f663c\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 99675528-5a7f-4941-b378-87b03e151cf4\n",
+      "939465bc-c763-4122-9328-984c5c59f712\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 939465bc-c763-4122-9328-984c5c59f712\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 6ebecd15-37bd-4553-9c33-89df1fea543c\n",
+      "3cc5365b-b9e7-46d7-81c8-e125af634e32\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 3cc5365b-b9e7-46d7-81c8-e125af634e32\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - 90cde4a1-7b75-4e61-844f-5a5f5e602690\n",
+      "4aa02775-42e7-41d5-b91f-1f8a764657ed\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 3f7bb086-5ffc-4f61-8b5d-dcd2e708d01d - 4aa02775-42e7-41d5-b91f-1f8a764657ed\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 796b74e7-f6a6-4d0e-a4d3-4e72212f8b1f - f866a9f5-3b89-418e-a94b-37923e0c4982\n",
+      "15d3a8af-4e1a-4c3f-9d29-9c46723fd03a\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 15d3a8af-4e1a-4c3f-9d29-9c46723fd03a\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0025c486-d9eb-4820-9b95-f48a97c51d9b\n",
+      "b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 1531d1cb-3f68-46d7-a366-48d19f26bc93\n",
+      "3a47799d-afa6-4ff0-b34b-627c81e46059\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 3a47799d-afa6-4ff0-b34b-627c81e46059\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 2b18da1f-bd6f-49a6-b058-0387898dc5dc\n",
+      "b0a798cb-39c3-4cab-a67c-778bc4e2df21\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b0a798cb-39c3-4cab-a67c-778bc4e2df21\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 5fddebc9-5092-46b6-9fa3-8c6170eb2e16\n",
+      "c61a5496-bb75-445c-9ae4-a4cca37cd794\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - c61a5496-bb75-445c-9ae4-a4cca37cd794\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0d22c2e8-a39b-4c71-abe6-88a90cdfd65d\n",
+      "e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "1b10518f-3973-4f79-9dab-3ef238c2cbaa\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 1b10518f-3973-4f79-9dab-3ef238c2cbaa\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 69dea290-4f26-495f-b6df-c994d6de5f69\n",
+      "59cca039-7f8b-4da5-b67d-51ac14e7c74c\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - 59cca039-7f8b-4da5-b67d-51ac14e7c74c\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 0f371d44-7362-434d-843f-813add8f25c6\n",
+      "b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
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+      "b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
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+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
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+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n",
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+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - 58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
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+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 83b60dcf-0a04-474f-962b-121cc518e610 - c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b507af42-4ef7-4cb6-8df1-236d9abc4832\n",
+      "ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - e0a882a8-f8b1-4a9f-b154-fa061eaa684b\n",
+      "9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 92562711-f2a9-4ce6-9c7d-d5226080f982 - b086b7b2-daf2-47f2-9a1e-35812afd9313\n",
+      "49ab2d1b-9163-485f-81c8-8667fc707554\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 49ab2d1b-9163-485f-81c8-8667fc707554\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 7c87ffb5-0359-4421-8e03-61457119ca4b\n",
+      "3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 3a6f81c3-ecdc-483e-88dd-59068ae332b1\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - f38b0084-b074-4e47-ae66-cccb9827a87f\n",
+      "5560940a-8504-40bc-94d4-71aa399af5ab\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 5560940a-8504-40bc-94d4-71aa399af5ab\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - a942b1b8-7ff2-4177-83ef-022bb69affac\n",
+      "ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - ff3446b4-59ea-4ef9-969a-4afac7706aa6\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 88635a41-2a86-4bcc-bd34-affe7e302208\n",
+      "9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 6fb85c94-f488-4f31-8e7c-a5905580a78c - 9872ba50-8783-49b4-8fc4-9c53aae7cf57\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills. - d0fde4d0-c358-44b2-b698-a19314a336e0  - 84fa9b73-12c0-4486-a0eb-3a03a81ca135 - 13374d73-bb3b-4e2f-8a94-ff90f0056970\n"
+     ]
+    }
+   ],
+   "source": [
+    "CONNECTED_GRAPH = connect_nodes_in_graph(R, relationship_d)"
    ]
   },
   {
@@ -3223,7 +3950,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 321,
+   "execution_count": 433,
    "id": "488dfddc-3774-4f8c-9478-117b94fc70f9",
    "metadata": {},
    "outputs": [
@@ -3231,7 +3958,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"db967ee1-15f7-433f-bb9f-27b624a29cd7\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=3a1de2efa5ba4dbeb5bd3b7edf08168a&type=arrow&viztoken=37bf5e69-0e2d-481b-994f-894fa7dfb08f&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709635898&info=true\"\n",
+       "            <iframe id=\"2d690ffe-ece8-42b7-bc46-6d83be2ea182\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=f14855a5888d4611b05a160d4ca444b4&type=arrow&viztoken=dc57ebed-4930-4a3e-ab45-9cdb5db57f4a&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709657655&info=true\"\n",
        "                    allowfullscreen=\"true\" webkitallowfullscreen=\"true\" mozallowfullscreen=\"true\"\n",
        "                    oallowfullscreen=\"true\" msallowfullscreen=\"true\"\n",
        "                    style=\"width:100%; height:500px; border: 1px solid #DDD; overflow: hidden\"\n",
@@ -3241,7 +3968,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#db967ee1-15f7-433f-bb9f-27b624a29cd7\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#2d690ffe-ece8-42b7-bc46-6d83be2ea182\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -3250,7 +3977,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 321,
+     "execution_count": 433,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3312,7 +4039,11 @@
    "id": "17d27c7b-5a6d-4ef4-b785-76f5c239afc1",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# add meaning to relationships\n",
+    "# check interlayer relationships\n",
+    "# move shit to prod"
+   ]
   },
   {
    "cell_type": "code",
@@ -3408,7 +4139,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 514,
+   "execution_count": 335,
    "id": "aedb2c4b-1af6-4663-8a7d-cf8bbfb3dc77",
    "metadata": {},
    "outputs": [],
@@ -3433,7 +4164,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 515,
+   "execution_count": 336,
    "id": "4f17da0f-749e-4543-9213-24bdaa31a85b",
    "metadata": {},
    "outputs": [
@@ -3441,117 +4172,135 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "48191bec-b329-460e-8de3-7957ffa9909c\n",
-      "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n",
-      "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n",
-      "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n",
-      "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n",
-      "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n",
-      "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n",
-      "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n",
-      "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n",
-      "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n",
-      "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n",
-      "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n",
-      "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n",
-      "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n",
-      "Dogs serve as an outlet for emotions and social engagement for Britons\n",
-      "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n",
-      "Despite societal changes, the passion for animals in the UK has been consistent\n",
-      "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n",
-      "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n",
-      "The number of dog attacks in England and Wales saw a significant rise\n",
-      "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n",
-      "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n",
-      "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n",
-      "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n",
-      "Britons have a significant and emotional connection with animals, particularly dogs.\n",
-      "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n",
-      "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n",
-      "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n",
-      "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n",
-      "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n",
-      "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n",
-      "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n",
-      "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n",
-      "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n",
-      "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n",
-      "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n",
-      "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n",
-      "41a19992-d932-47c3-b1dc-41c4e673ab43\n",
-      "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n",
-      "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n",
-      "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n",
-      "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n",
-      "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n",
-      "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n",
-      "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n",
-      "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n",
-      "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n",
-      "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n",
-      "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n",
-      "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n",
-      "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n",
-      "Dogs serve as an outlet for emotions and social engagement for Britons\n",
-      "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n",
-      "Despite societal changes, the passion for animals in the UK has been consistent\n",
-      "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n",
-      "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n",
-      "The number of dog attacks in England and Wales saw a significant rise\n",
-      "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n",
-      "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n",
-      "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n",
-      "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n",
-      "Britons have a significant and emotional connection with animals, particularly dogs.\n",
-      "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n",
-      "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n",
-      "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n",
-      "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n",
-      "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n",
-      "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n",
-      "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n",
-      "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n",
-      "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n",
-      "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n",
-      "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n",
-      "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n",
-      "58fc3b86-be82-4d50-9578-2b157924ef23\n",
-      "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n",
-      "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n",
-      "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n",
-      "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n",
-      "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n",
-      "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n",
-      "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n",
-      "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n",
-      "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n",
-      "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n",
-      "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n",
-      "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n",
-      "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n",
-      "Dogs serve as an outlet for emotions and social engagement for Britons\n",
-      "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n",
-      "Despite societal changes, the passion for animals in the UK has been consistent\n",
-      "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n",
-      "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n",
-      "The number of dog attacks in England and Wales saw a significant rise\n",
-      "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n",
-      "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n",
-      "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n",
-      "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n",
-      "Britons have a significant and emotional connection with animals, particularly dogs.\n",
-      "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n",
-      "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n",
-      "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n",
-      "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n",
-      "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n",
-      "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n",
-      "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n",
-      "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n",
-      "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n",
-      "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n",
-      "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n",
-      "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n"
+      "c7bea689-6862-482a-b156-4fc1be3fa07f\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n",
+      "58b37c6f-1574-4b93-8ee5-16a22f01aa41\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n",
+      "69dea290-4f26-495f-b6df-c994d6de5f69\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n",
+      "Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.\n",
+      "Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.\n",
+      "A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\n",
+      "The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.\n",
+      "An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.\n",
+      "Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.\n",
+      "Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.\n",
+      "A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.\n",
+      "The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.\n",
+      "Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.\n",
+      "Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.\n",
+      "An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.\n",
+      "Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\n",
+      "Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.\n",
+      "Lee Parkin, a 50-year-old man, owner of Izzy.\n",
+      "Izzy, a terrier-spaniel cross owned by Lee Parkin.\n",
+      "XL bully, a type of dog that attacked Izzy and Naevia.\n",
+      "Marie Hay, owner of a Siberian Husky named Naevia.\n",
+      "Naevia, a seven-year-old Siberian Husky owned by Marie Hay.\n",
+      "Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\n",
+      "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.\n"
      ]
     }
    ],
@@ -3565,124 +4314,142 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 516,
+   "execution_count": 337,
    "id": "1007d1a9-19c4-4d02-a187-ad7c1c514e9d",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[['In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs',\n",
-       "  'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability',\n",
-       "  \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\",\n",
-       "  'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains',\n",
-       "  'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022',\n",
-       "  'England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics',\n",
-       "  \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\",\n",
-       "  \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\",\n",
-       "  'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items',\n",
-       "  'Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption',\n",
-       "  'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences',\n",
-       "  \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\",\n",
-       "  \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\",\n",
-       "  'Dogs serve as an outlet for emotions and social engagement for Britons',\n",
-       "  'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops',\n",
-       "  'Despite societal changes, the passion for animals in the UK has been consistent',\n",
-       "  'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK',\n",
-       "  \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\",\n",
-       "  'The number of dog attacks in England and Wales saw a significant rise',\n",
-       "  \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\",\n",
-       "  'Consumer spending on pets in the UK has increased, extending to non-essential items and services',\n",
-       "  'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules',\n",
-       "  'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners',\n",
-       "  'Britons have a significant and emotional connection with animals, particularly dogs.',\n",
-       "  'Kate Fox, an anthropologist who wrote about the English way of life with pets.',\n",
-       "  'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.',\n",
-       "  'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.',\n",
-       "  'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.',\n",
-       "  'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.',\n",
-       "  'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.',\n",
-       "  'Controversial American XL bully dogs are sought after as a signifier of masculinity.',\n",
-       "  'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.',\n",
-       "  'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.',\n",
-       "  'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.',\n",
-       "  \"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\",\n",
-       "  'Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.'],\n",
-       " ['In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs',\n",
-       "  'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability',\n",
-       "  \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\",\n",
-       "  'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains',\n",
-       "  'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022',\n",
-       "  'England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics',\n",
-       "  \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\",\n",
-       "  \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\",\n",
-       "  'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items',\n",
-       "  'Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption',\n",
-       "  'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences',\n",
-       "  \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\",\n",
-       "  \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\",\n",
-       "  'Dogs serve as an outlet for emotions and social engagement for Britons',\n",
-       "  'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops',\n",
-       "  'Despite societal changes, the passion for animals in the UK has been consistent',\n",
-       "  'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK',\n",
-       "  \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\",\n",
-       "  'The number of dog attacks in England and Wales saw a significant rise',\n",
-       "  \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\",\n",
-       "  'Consumer spending on pets in the UK has increased, extending to non-essential items and services',\n",
-       "  'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules',\n",
-       "  'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners',\n",
-       "  'Britons have a significant and emotional connection with animals, particularly dogs.',\n",
-       "  'Kate Fox, an anthropologist who wrote about the English way of life with pets.',\n",
-       "  'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.',\n",
-       "  'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.',\n",
-       "  'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.',\n",
-       "  'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.',\n",
-       "  'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.',\n",
-       "  'Controversial American XL bully dogs are sought after as a signifier of masculinity.',\n",
-       "  'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.',\n",
-       "  'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.',\n",
-       "  'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.',\n",
-       "  \"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\",\n",
-       "  'Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.'],\n",
-       " ['In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs',\n",
-       "  'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability',\n",
-       "  \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\",\n",
-       "  'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains',\n",
-       "  'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022',\n",
-       "  'England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics',\n",
-       "  \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\",\n",
-       "  \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\",\n",
-       "  'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items',\n",
-       "  'Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption',\n",
-       "  'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences',\n",
-       "  \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\",\n",
-       "  \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\",\n",
-       "  'Dogs serve as an outlet for emotions and social engagement for Britons',\n",
-       "  'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops',\n",
-       "  'Despite societal changes, the passion for animals in the UK has been consistent',\n",
-       "  'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK',\n",
-       "  \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\",\n",
-       "  'The number of dog attacks in England and Wales saw a significant rise',\n",
-       "  \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\",\n",
-       "  'Consumer spending on pets in the UK has increased, extending to non-essential items and services',\n",
-       "  'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules',\n",
-       "  'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners',\n",
-       "  'Britons have a significant and emotional connection with animals, particularly dogs.',\n",
-       "  'Kate Fox, an anthropologist who wrote about the English way of life with pets.',\n",
-       "  'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.',\n",
-       "  'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.',\n",
-       "  'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.',\n",
-       "  'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.',\n",
-       "  'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.',\n",
-       "  'Controversial American XL bully dogs are sought after as a signifier of masculinity.',\n",
-       "  'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.',\n",
-       "  'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.',\n",
-       "  'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.',\n",
-       "  \"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\",\n",
-       "  'Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.']]"
+       "[['Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.',\n",
+       "  'Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.'],\n",
+       " ['Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.',\n",
+       "  'Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.'],\n",
+       " ['Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.',\n",
+       "  'Lee Parkin is a 50-year-old man who owned a terrier-spaniel cross named Izzy and has been diagnosed with post-traumatic stress disorder following a dog attack.',\n",
+       "  'Izzy was a terrier-spaniel cross dog owned by Lee Parkin for nearly 10 years, killed by an XL bully dog.',\n",
+       "  \"A dog attack where an XL bully killed Lee Parkin's dog, Izzy, after a 20-minute attack despite intervention attempts by Lee Parkin and others.\",\n",
+       "  'The location where Lee Parkin lived and where the dog attack on his pet Izzy occurred.',\n",
+       "  'An XL bully is a type of dog that attacked and killed the terrier-spaniel cross Izzy, and also injured a Siberian husky named Naevia; described as dangerously out of control by Lee Parkin.',\n",
+       "  'Marie Hay is the owner of a Siberian husky named Naevia who survived an attack by two XL bullies and has been left with both physical and mental scars.',\n",
+       "  'Naevia is a seven-year-old Siberian husky owned by Marie Hay, who survived an attack by two XL bullies but suffered life-changing injuries and kidney failure.',\n",
+       "  'A dog attack on a beach in Redcar where Naevia, a Siberian husky, was severely injured by two XL bullies.',\n",
+       "  'The location on the North Yorkshire coast where Naevia the Siberian husky was attacked by two XL bullies.',\n",
+       "  'Lee Parkin, owner of a terrier-spaniel cross named Izzy, experienced a traumatic event with his pet and suffers from post-traumatic stress disorder.',\n",
+       "  'Izzy, a terrier-spaniel cross, was owned by Lee Parkin and was killed by an XL bully during a walk.',\n",
+       "  'An XL bully attacked and killed Izzy, a terrier-spaniel cross owned by Lee Parkin in Doncaster.',\n",
+       "  \"Marie Hay's Siberian husky named Naevia survived an attack by two XL bullies but was left with life-changing injuries and subsequently developed mental scars.\",\n",
+       "  'Naevia, a Siberian husky owned by Marie Hay, survived an attack by two XL bullies on a beach in Redcar, resulting in life-changing injuries and causing significant vet bills.',\n",
+       "  'Lee Parkin, a 50-year-old man, owner of Izzy.',\n",
+       "  'Izzy, a terrier-spaniel cross owned by Lee Parkin.',\n",
+       "  'XL bully, a type of dog that attacked Izzy and Naevia.',\n",
+       "  'Marie Hay, owner of a Siberian Husky named Naevia.',\n",
+       "  'Naevia, a seven-year-old Siberian Husky owned by Marie Hay.',\n",
+       "  \"Doncaster, the town where Lee Parkin's dog Izzy was killed by an XL bully.\",\n",
+       "  'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies.']]"
       ]
      },
-     "execution_count": 516,
+     "execution_count": 337,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/cognitive_architecture/infrastructure/embeddings/__init__.py b/cognitive_architecture/infrastructure/embeddings/__init__.py
new file mode 100644
index 000000000..e69de29bb