From a04642f187c34c698c6c7f69d075789181ac2db8 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Wed, 28 Feb 2024 10:57:38 +0100
Subject: [PATCH] Updated the graphs, added ids, made sure they are propagated
 among categories

---
 Demo_graph.ipynb | 370 +++++++++++++++++++++++------------------------
 1 file changed, 184 insertions(+), 186 deletions(-)

diff --git a/Demo_graph.ipynb b/Demo_graph.ipynb
index 9d6a4e23b..2143f9f80 100644
--- a/Demo_graph.ipynb
+++ b/Demo_graph.ipynb
@@ -855,7 +855,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": 203,
    "id": "58644c64-7ef0-415f-8e41-e2edcf5fd15b",
    "metadata": {},
    "outputs": [],
@@ -945,7 +945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 264,
    "id": "dd3f0e55-9f9d-4804-9ad6-31afd2088ab5",
    "metadata": {},
    "outputs": [],
@@ -963,7 +963,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 265,
    "id": "199ef3ab-5e73-40d2-b531-6a402edf3f17",
    "metadata": {},
    "outputs": [
@@ -972,7 +972,7 @@
      "output_type": "stream",
      "text": [
       "Nodes in the graph:\n",
-      "[('user123', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'username': 'exampleUser', 'email': 'user@example.com'}), ('Temporal', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'category'}), ('Temporal:Historical events', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Historical events'}), ('Temporal:Schedules and timelines', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Schedules and timelines'}), ('Positional', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'category'}), ('Positional:Geographical locations', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Geographical locations'}), ('Positional:Spatial data', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Spatial data'}), ('Propositions', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'category'}), ('Propositions:Hypotheses and theories', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Hypotheses and theories'}), ('Propositions:Claims and arguments', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'Claims and arguments'}), ('Personalization', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'category'}), ('Personalization:User preferences', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'User preferences'}), ('Personalization:User information', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'User information'}), ('Natural Language Text', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'category'}), ('Natural Language Text:News stories and blog posts', {'created_at': '2024-02-27 18:11:57', 'updated_at': '2024-02-27 18:11:57', 'type': 'subclass', 'content': 'News stories and blog posts'})]\n",
+      "[('user123', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'username': 'exampleUser', 'email': 'user@example.com'}), ('Temporal', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Temporal:Historical events', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Historical events'}), ('Temporal:Schedules and timelines', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Schedules and timelines'}), ('Positional', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Positional:Geographical locations', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Geographical locations'}), ('Positional:Spatial data', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Spatial data'}), ('Propositions', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Propositions:Hypotheses and theories', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Hypotheses and theories'}), ('Propositions:Claims and arguments', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Claims and arguments'}), ('Personalization', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Personalization:User preferences', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User preferences'}), ('Personalization:User information', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User information'}), ('Natural Language Text', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Natural Language Text:News stories and blog posts', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'News stories and blog posts'})]\n",
       "\n",
       "Edges in the graph:\n",
       "[('user123', 'Temporal', {'relationship': 'created'}), ('user123', 'Positional', {'relationship': 'created'}), ('user123', 'Propositions', {'relationship': 'created'}), ('user123', 'Personalization', {'relationship': 'created'}), ('user123', 'Natural Language Text', {'relationship': 'created'}), ('Temporal', 'Temporal:Historical events', {'relationship': 'includes'}), ('Temporal', 'Temporal:Schedules and timelines', {'relationship': 'includes'}), ('Positional', 'Positional:Geographical locations', {'relationship': 'includes'}), ('Positional', 'Positional:Spatial data', {'relationship': 'includes'}), ('Propositions', 'Propositions:Hypotheses and theories', {'relationship': 'includes'}), ('Propositions', 'Propositions:Claims and arguments', {'relationship': 'includes'}), ('Personalization', 'Personalization:User preferences', {'relationship': 'includes'}), ('Personalization', 'Personalization:User information', {'relationship': 'includes'}), ('Natural Language Text', 'Natural Language Text:News stories and blog posts', {'relationship': 'includes'})]\n"
@@ -1002,67 +1002,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 273,
    "id": "b3160a1d-a6ea-40ce-a521-37ad26d31ffb",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "CognitiveCategory(name='Natural Language Text', cognitive_subgroups=[CognitiveLayerSubgroup(id=1, name='News stories and blog posts', data_type='TEXT'), CognitiveLayerSubgroup(id=2, name='Personal narratives and stories', data_type='TEXT')])"
+       "CognitiveCategory(name='Natural Language Text', cognitive_subgroups=[CognitiveLayerSubgroup(id=1, name='News stories and blog posts', data_type='TEXT')])"
       ]
      },
-     "execution_count": 171,
+     "execution_count": 273,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "required_layers_two"
+    "required_layers_one"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": null,
    "id": "b254dfc9-ce85-4175-9d1e-c0f1ede67e3b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MultiDiGraph with 15 nodes and 14 edges\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(G)"
-   ]
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": null,
    "id": "a77b4f24-3046-4ab6-9ba1-c802096498df",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Personal narratives and stories'"
-      ]
-     },
-     "execution_count": 167,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "required_layers_two.dict()['cognitive_subgroups'][1]['nam"
-   ]
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 268,
    "id": "4dab2ff0-0d12-4a00-a4e4-fb901e701bd3",
    "metadata": {},
    "outputs": [],
@@ -1072,7 +1049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 178,
+   "execution_count": 269,
    "id": "627d42fd-d2ce-4ccd-a2a1-2f7ac2f463cf",
    "metadata": {},
    "outputs": [
@@ -1090,7 +1067,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 179,
+   "execution_count": 272,
    "id": "512f15be-0114-4c8c-9754-e82f2fa16344",
    "metadata": {},
    "outputs": [
@@ -1098,7 +1075,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"25b445e4-4d62-436e-9af3-a65b01f5d2e7\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=38a3656e2aa6451d8266a4ce98df440a&type=arrow&viztoken=6ecd970f-69a2-4104-8148-6026f3f7c3d1&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709057078&info=true\"\n",
+       "            <iframe id=\"11311f6a-1877-4ad3-9fa3-f065f4e5910f\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=718110b7a33e42309bb4a3fa755afa9c&type=arrow&viztoken=efaa5844-717a-4e54-a0e2-9862da71a560&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709112416&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",
@@ -1108,7 +1085,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#25b445e4-4d62-436e-9af3-a65b01f5d2e7\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#11311f6a-1877-4ad3-9fa3-f065f4e5910f\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -1117,7 +1094,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 179,
+     "execution_count": 272,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1139,7 +1116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 231,
    "id": "40866ff1-7c2d-4682-851c-de2442984cd5",
    "metadata": {},
    "outputs": [
@@ -1157,39 +1134,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "a3127724-3bef-416e-8631-ba6cea645196",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "KnowledgeGraph(nodes=[Node(id=1, description='J.K. Galbraith', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Leo Tolstoy', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Steven Pinker', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='Kevin Simler', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='Alain de Botton', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Abraham Lincoln', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Ben Casnocha', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Tyler Cowen', category='person', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Atomic Habits - Book', category='creativeWork', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='The logic and benefits of holding false beliefs', category='concept', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description=\"Facts don't change our minds, friendship does\", category='concept', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The spectrum of beliefs and changeability', category='concept', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='The persistence of false ideas through recurrence', category='concept', memory_type='semantic', created_at=None, summarized=None), Node(id=14, description=\"Clear's Law of Recurrence\", category='concept', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=10, description=\"J.K. Galbraith wrote about the human tendency to prove existing beliefs rather than change one's mind.\", created_at=None, summarized=None), Edge(source=2, target=10, description='Leo Tolstoy noted the difficulty of explaining things to someone who is certain in their pre-existing beliefs.', created_at=None, summarized=None), Edge(source=9, target=10, description='Atomic Habits discusses the importance of social belonging over accuracy of beliefs.', created_at=None, summarized=None), Edge(source=3, target=10, description='Steven Pinker suggests that beliefs may function to secure social allies over truth.', created_at=None, summarized=None), Edge(source=4, target=10, description=\"Kevin Simler described beliefs as anticipatory rewards, with little care for the reward's origin.\", created_at=None, summarized=None), Edge(source=5, target=11, description='Alain de Botton proposed sharing meals to bridge differences and foster understanding.', created_at=None, summarized=None), Edge(source=6, target=11, description=\"Abraham Lincoln's quote highlights the importance of understanding others to overcome dislike.\", created_at=None, summarized=None), Edge(source=7, target=12, description='Ben Casnocha introduced the idea that those we largely agree with are most likely to change our minds.', created_at=None, summarized=None), Edge(source=14, target=13, description=\"Clear's Law of Recurrence states that repeated ideas, even if false, gain belief proportionally to their repetition.\", created_at=None, summarized=None), Edge(source=8, target=13, description='Tyler Cowen advised focusing on good ideas rather than disputing wrong ones.', created_at=None, summarized=None)])"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "layer_decomposition "
-   ]
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 184,
+   "execution_count": 274,
    "id": "fe634bcb-0c00-4a2a-8bcb-687a2fcf847c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def append_data_to_graph(G, category_name, subclass_content, new_data):\n",
+    "def append_data_to_graph(G, category_name, subclass_content, new_data, layer_uuid, layer_decomposition_uuid):\n",
     "    # Find the node ID for the subclass within the category\n",
     "    subclass_node_id = None\n",
     "    for node, data in G.nodes(data=True):\n",
     "        if subclass_content in node:\n",
     "            subclass_node_id = node\n",
-    "            break\n",
+    "\n",
+    "            print(subclass_node_id)\n",
     "\n",
     "    if not subclass_node_id:\n",
     "        print(f\"Subclass '{subclass_content}' under category '{category_name}' not found in the graph.\")\n",
@@ -1200,13 +1165,17 @@
     "\n",
     "    # Add nodes from the Pydantic object\n",
     "    for node in new_data.nodes:\n",
-    "        new_node_id = f\"{subclass_node_id} - {str(uuid.uuid4())}\"\n",
+    "        unique_node_id =uuid.uuid4()\n",
+    "        new_node_id = f\"{node.description} - {str(layer_uuid)}  - {str(layer_decomposition_uuid)} - {str(unique_node_id)}\"\n",
     "        G.add_node(new_node_id, \n",
     "                   created_at=datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"), \n",
     "                   updated_at=datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\"), \n",
     "                   description=node.description, \n",
     "                   category=node.category, \n",
     "                   memory_type=node.memory_type, \n",
+    "                   layer_uuid = str(layer_uuid),\n",
+    "                   layer_decomposition_uuid = str(layer_decomposition_uuid),\n",
+    "                   id = str(unique_node_id),\n",
     "                   type='detail')\n",
     "        G.add_edge(subclass_node_id, new_node_id, relationship='detail')\n",
     "\n",
@@ -1243,13 +1212,11 @@
    "id": "8d6a9eb5-387e-45a3-9dc9-5f8ac36fdd38",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "category_name = required_layers.dict()['name']"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 275,
    "id": "7f1cde10-3d83-4800-9ef4-f8eaa39cf772",
    "metadata": {},
    "outputs": [
@@ -1259,7 +1226,7 @@
        "CognitiveCategory(name='Natural Language Text', cognitive_subgroups=[CognitiveLayerSubgroup(id=1, name='News stories and blog posts', data_type='TEXT')])"
       ]
      },
-     "execution_count": 187,
+     "execution_count": 275,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1270,27 +1237,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 193,
+   "execution_count": 282,
    "id": "66630223-3ba0-4384-95d2-df2995e15271",
    "metadata": {},
    "outputs": [],
    "source": [
     "def append_to_graph(layer_graphs, required_layers, G):\n",
+    "    layer_uuid = uuid.uuid4()\n",
     "    category_name = required_layers.dict()['name']\n",
     "    subgroup_names = [subgroup['name'] for subgroup in required_layers.dict()['cognitive_subgroups']]\n",
-    "    print(category_name)\n",
+    "    for subgroup in subgroup_names:\n",
     "\n",
-    "    for layer_decomposition in layer_graphs:\n",
-    "        F = append_data_to_graph(G, category_name[0], subgroup_names[0], layer_decomposition)\n",
-    "        \n",
-    "        # Print updated graph for verification\n",
-    "        print(\"Updated Nodes:\", F)\n",
+    "        for layer_decomposition in layer_graphs:\n",
+    "            layer_decomposition_uuid = uuid.uuid4()\n",
+    "            F = append_data_to_graph(G, category_name[0], subgroup, layer_decomposition, layer_uuid, layer_decomposition_uuid)\n",
+    "            \n",
+    "            # Print updated graph for verification\n",
+    "            print(\"Updated Nodes:\", F)\n",
     "    return F\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 283,
    "id": "89ae9422-e26e-4180-be99-e21bae5229e5",
    "metadata": {},
    "outputs": [
@@ -1298,21 +1267,23 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Natural Language Text\n",
-      "Updated Nodes: MultiDiGraph with 28 nodes and 36 edges\n",
-      "Updated Nodes: MultiDiGraph with 39 nodes and 56 edges\n",
-      "Updated Nodes: MultiDiGraph with 52 nodes and 80 edges\n"
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 64 nodes and 101 edges\n",
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 75 nodes and 121 edges\n",
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 88 nodes and 145 edges\n"
      ]
     }
    ],
    "source": [
     "\n",
-    "U = append_to_graph(layer_1_graph, required_layers_one, B)"
+    "U = append_to_graph(layer_1_graph, required_layers_one, G)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 284,
    "id": "b15feb48-6c19-4b18-81d8-d28651ea63f4",
    "metadata": {},
    "outputs": [
@@ -1320,10 +1291,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Natural Language Text\n",
-      "Updated Nodes: MultiDiGraph with 62 nodes and 101 edges\n",
-      "Updated Nodes: MultiDiGraph with 69 nodes and 114 edges\n",
-      "Updated Nodes: MultiDiGraph with 77 nodes and 132 edges\n"
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 98 nodes and 166 edges\n",
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 105 nodes and 179 edges\n",
+      "Natural Language Text:News stories and blog posts\n",
+      "Updated Nodes: MultiDiGraph with 113 nodes and 197 edges\n",
+      "Natural Language Text:Personal narratives and stories\n",
+      "Updated Nodes: MultiDiGraph with 123 nodes and 218 edges\n",
+      "Natural Language Text:Personal narratives and stories\n",
+      "Updated Nodes: MultiDiGraph with 130 nodes and 231 edges\n",
+      "Natural Language Text:Personal narratives and stories\n",
+      "Updated Nodes: MultiDiGraph with 138 nodes and 249 edges\n"
      ]
     }
    ],
@@ -1333,7 +1312,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 197,
+   "execution_count": 285,
    "id": "17199837-35b8-4530-bf03-efbc3486b71d",
    "metadata": {},
    "outputs": [
@@ -1341,7 +1320,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"34e1ab2f-8c73-49cf-97d1-06fed199197e\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=7dcc85f3f5cd4acdb65190b2d9ce5e9a&type=arrow&viztoken=9059006b-0bb7-459c-8bca-4a25ea1c1a19&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709070524&info=true\"\n",
+       "            <iframe id=\"6a464f8d-7a64-4e3a-a9e5-afe908e36a97\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=001d149953cd44158c082667f0d6662c&type=arrow&viztoken=915d30f8-5f8d-4995-b025-5a5f5bbe5b35&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709112650&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",
@@ -1351,7 +1330,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#34e1ab2f-8c73-49cf-97d1-06fed199197e\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#6a464f8d-7a64-4e3a-a9e5-afe908e36a97\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -1360,7 +1339,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 197,
+     "execution_count": 285,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1373,7 +1352,7 @@
     "# graphistry.register(api=3, username='your_username', password='your_password')\n",
     "\n",
     "# Convert NetworkX graph to a Pandas DataFrame\n",
-    "edges = nx.to_pandas_edgelist(U)\n",
+    "edges = nx.to_pandas_edgelist(R)\n",
     "graphistry.register(api=3, username='Vasilije1990', password='Q@HLdgv5SMUsGxy') \n",
     "\n",
     "# Visualize the graph\n",
@@ -1382,54 +1361,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 286,
    "id": "187f4220-45b1-43cc-9ab3-1e51264544c5",
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "f17dc174-f325-44b9-8fc7-761146aca2d0",
-   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Articles, essays, and reports\n"
+      "[('user123', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'username': 'exampleUser', 'email': 'user@example.com'}), ('Temporal', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Temporal:Historical events', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Historical events'}), ('Temporal:Schedules and timelines', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Schedules and timelines'}), ('Positional', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Positional:Geographical locations', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Geographical locations'}), ('Positional:Spatial data', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Spatial data'}), ('Propositions', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Propositions:Hypotheses and theories', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Hypotheses and theories'}), ('Propositions:Claims and arguments', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Claims and arguments'}), ('Personalization', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Personalization:User preferences', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User preferences'}), ('Personalization:User information', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User information'}), ('Natural Language Text', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Natural Language Text:News stories and blog posts', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'News stories and blog posts'}), ('Natural Language Text:Personal narratives and stories', {'created_at': '2024-02-28 10:25:37', 'updated_at': '2024-02-28 10:25:37', 'type': 'subclass', 'content': 'Personal narratives and stories'}), ('In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 58fc3b86-be82-4d50-9578-2b157924ef23', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '58fc3b86-be82-4d50-9578-2b157924ef23', 'type': 'detail'}), ('Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - e7929623-23e0-4b43-80b6-52fdbf4ce154', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'e7929623-23e0-4b43-80b6-52fdbf4ce154', 'type': 'detail'}), (\"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 48191bec-b329-460e-8de3-7957ffa9909c\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '48191bec-b329-460e-8de3-7957ffa9909c', 'type': 'detail'}), ('Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '0915d7f3-9a6d-4461-af9d-d222079dd52d', 'type': 'detail'}), ('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 - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': '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', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '41a19992-d932-47c3-b1dc-41c4e673ab43', 'type': 'detail'}), ('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 - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - d1704ce5-2445-45f4-bce8-ed05c9c6510b', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': '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', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'd1704ce5-2445-45f4-bce8-ed05c9c6510b', 'type': 'detail'}), (\"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 77b1e1f5-db9b-4c19-ac0a-97fb2bd090a7\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '77b1e1f5-db9b-4c19-ac0a-97fb2bd090a7', 'type': 'detail'}), (\"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 5a0bee38-ea59-4abc-9032-8d3f660db693\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '5a0bee38-ea59-4abc-9032-8d3f660db693', 'type': 'detail'}), ('Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 692ddde9-e3fe-4dda-9dee-f5c69810183d', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '692ddde9-e3fe-4dda-9dee-f5c69810183d', 'type': 'detail'}), ('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 - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - d172a48a-3ad5-43ee-a411-b7943f1472ed', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': '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', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'd172a48a-3ad5-43ee-a411-b7943f1472ed', 'type': 'detail'}), ('Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - dd1d5879-611f-4088-8eff-7aebd0f8cf08', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'dd1d5879-611f-4088-8eff-7aebd0f8cf08', 'type': 'detail'}), (\"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 4e08093e-82c9-4b5e-b2b7-a4fae6a6d99b\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '4e08093e-82c9-4b5e-b2b7-a4fae6a6d99b', 'type': 'detail'}), (\"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English' - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 58d00df2-55d0-4bd2-9d92-3512781cc30f\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\", 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '58d00df2-55d0-4bd2-9d92-3512781cc30f', 'type': 'detail'}), ('Dogs serve as an outlet for emotions and social engagement for Britons - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - b953008f-7c73-4905-8ff6-9422805ffe6b', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Dogs serve as an outlet for emotions and social engagement for Britons', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': 'b953008f-7c73-4905-8ff6-9422805ffe6b', 'type': 'detail'}), ('In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 536f901b-2aa1-4405-8cde-6ec2659c9a6b', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '536f901b-2aa1-4405-8cde-6ec2659c9a6b', 'type': 'detail'}), ('Despite societal changes, the passion for animals in the UK has been consistent - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - b493bd53-614b-4c2e-9f69-90f028c91ee8', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Despite societal changes, the passion for animals in the UK has been consistent', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': 'b493bd53-614b-4c2e-9f69-90f028c91ee8', 'type': 'detail'}), ('The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 238ce1ad-150b-4c63-b6bf-abe0447451e4', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '238ce1ad-150b-4c63-b6bf-abe0447451e4', 'type': 'detail'}), (\"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 5fb703b5-e74a-48bb-a0a0-8e93aa9b4cf5\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\", 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '5fb703b5-e74a-48bb-a0a0-8e93aa9b4cf5', 'type': 'detail'}), ('The number of dog attacks in England and Wales saw a significant rise - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 77800bae-9709-4111-a75c-349b791ee70e', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The number of dog attacks in England and Wales saw a significant rise', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '77800bae-9709-4111-a75c-349b791ee70e', 'type': 'detail'}), (\"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 41668990-dd09-4ac4-b46e-e8c372b9600b\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\", 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '41668990-dd09-4ac4-b46e-e8c372b9600b', 'type': 'detail'}), ('Consumer spending on pets in the UK has increased, extending to non-essential items and services - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 4013dd6e-e086-435f-87ec-71f7e65cef4f', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Consumer spending on pets in the UK has increased, extending to non-essential items and services', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '4013dd6e-e086-435f-87ec-71f7e65cef4f', 'type': 'detail'}), ('Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 63487dfa-4ded-4dae-9a3c-d39c4ee81c56', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '63487dfa-4ded-4dae-9a3c-d39c4ee81c56', 'type': 'detail'}), ('Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners - 08b965ee-470a-4133-979b-0003edef15d0  - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - a966e4e4-b436-4cf1-a3fc-0a13e86b11ea', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': 'a966e4e4-b436-4cf1-a3fc-0a13e86b11ea', 'type': 'detail'}), ('Britons have a significant and emotional connection with animals, particularly dogs. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - e9302b3b-7163-4465-afef-b7aa280ca473', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Britons have a significant and emotional connection with animals, particularly dogs.', 'category': 'culturalTrait', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'e9302b3b-7163-4465-afef-b7aa280ca473', 'type': 'detail'}), ('Kate Fox, an anthropologist who wrote about the English way of life with pets. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 13487310-dca7-4d9c-b90a-3a9dae578b1c', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Kate Fox, an anthropologist who wrote about the English way of life with pets.', 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '13487310-dca7-4d9c-b90a-3a9dae578b1c', 'type': 'detail'}), ('Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - e03ba3cf-411c-4fb9-b1fe-eb16386ccc85', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'e03ba3cf-411c-4fb9-b1fe-eb16386ccc85', 'type': 'detail'}), ('In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - b347cf77-1859-4490-aa44-7ae3367a671d', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.', 'category': 'socialNorm', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'b347cf77-1859-4490-aa44-7ae3367a671d', 'type': 'detail'}), ('The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - cae144c9-020f-4463-a8dd-897b28bbdd08', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'cae144c9-020f-4463-a8dd-897b28bbdd08', 'type': 'detail'}), ('Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - e97e5dcf-bb5e-474b-af34-ad03424d0af0', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.', 'category': 'issue', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'e97e5dcf-bb5e-474b-af34-ad03424d0af0', 'type': 'detail'}), ('Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 051e310a-e51b-4e97-b846-8516ce2f5601', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '051e310a-e51b-4e97-b846-8516ce2f5601', 'type': 'detail'}), ('Controversial American XL bully dogs are sought after as a signifier of masculinity. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - fee9272b-5065-4f77-8fb2-fd12e9171cc5', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Controversial American XL bully dogs are sought after as a signifier of masculinity.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'fee9272b-5065-4f77-8fb2-fd12e9171cc5', 'type': 'detail'}), ('Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 7f213aae-feb2-4d03-b15c-ce410ebaf9ab', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.', 'category': 'culturalShift', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '7f213aae-feb2-4d03-b15c-ce410ebaf9ab', 'type': 'detail'}), ('Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - c5222cd6-2358-4a35-9dcc-45d14029d03e', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.', 'category': 'economicData', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'c5222cd6-2358-4a35-9dcc-45d14029d03e', 'type': 'detail'}), ('Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - bcae0131-7ce9-48b7-940b-e7e4f4799dd7', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.', 'category': 'socialTrend', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'bcae0131-7ce9-48b7-940b-e7e4f4799dd7', 'type': 'detail'}), (\"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 2dd5fb07-0278-4a66-9157-b6ab8774e0d6\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\", 'category': 'welfareIssue', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '2dd5fb07-0278-4a66-9157-b6ab8774e0d6', 'type': 'detail'}), ('Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines. - 08b965ee-470a-4133-979b-0003edef15d0  - b40f5ed5-45cf-43f5-902c-d4928743f8fd - f0cc5882-a45e-46c5-be81-990305896fa1', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.', 'category': 'welfareIssue', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'f0cc5882-a45e-46c5-be81-990305896fa1', 'type': 'detail'}), ('In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 79077e21-6c55-4174-8f73-a3dd7b4a39ce', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '79077e21-6c55-4174-8f73-a3dd7b4a39ce', 'type': 'detail'}), ('Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - d7b5b0ee-7fbe-4065-b09c-c0a38efef1bb', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'd7b5b0ee-7fbe-4065-b09c-c0a38efef1bb', 'type': 'detail'}), (\"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - c4c5ad12-1d14-4c13-a6ea-8b0a53e3879c\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'c4c5ad12-1d14-4c13-a6ea-8b0a53e3879c', 'type': 'detail'}), ('Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - b1abfc01-dd15-4637-b872-9852666f0fa3', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'b1abfc01-dd15-4637-b872-9852666f0fa3', 'type': 'detail'}), ('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 - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 31bf1fcd-1b58-4402-aa51-66f9a5ae09e9', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': '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', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '31bf1fcd-1b58-4402-aa51-66f9a5ae09e9', 'type': 'detail'}), ('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 - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 3c6e91ac-a064-4cdc-a77e-7ee289c441bb', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': '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', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '3c6e91ac-a064-4cdc-a77e-7ee289c441bb', 'type': 'detail'}), (\"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - a415b6c7-927b-413a-a85a-9fa4501101b8\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'a415b6c7-927b-413a-a85a-9fa4501101b8', 'type': 'detail'}), (\"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 2b49093f-c8cc-41db-9493-0875e63c03b7\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '2b49093f-c8cc-41db-9493-0875e63c03b7', 'type': 'detail'}), ('Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 13ba943f-07a3-474f-9b55-78db5e2e74e6', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '13ba943f-07a3-474f-9b55-78db5e2e74e6', 'type': 'detail'}), ('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 - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - e608012f-d173-4a7b-bd31-fd226de4eb34', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': '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', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'e608012f-d173-4a7b-bd31-fd226de4eb34', 'type': 'detail'}), ('Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - a3094d0e-58e7-4017-bfc5-532b8d9cf427', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'a3094d0e-58e7-4017-bfc5-532b8d9cf427', 'type': 'detail'}), (\"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection - 380ae041-a5e2-4057-a310-4442bb36b1a1  - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 825f13c6-6e45-4100-bf99-4f69645d621a\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '825f13c6-6e45-4100-bf99-4f69645d621a', 'type': 'detail'}), (\"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English' - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 28b94ef3-29ca-48f7-9d9c-c338590cce80\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\", 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '28b94ef3-29ca-48f7-9d9c-c338590cce80', 'type': 'detail'}), ('Dogs serve as an outlet for emotions and social engagement for Britons - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - e50d2bc9-1743-4dd2-a300-c3e5a6214099', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Dogs serve as an outlet for emotions and social engagement for Britons', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'e50d2bc9-1743-4dd2-a300-c3e5a6214099', 'type': 'detail'}), ('In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - a2164a17-65e6-4820-a336-ffc162db2c74', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'a2164a17-65e6-4820-a336-ffc162db2c74', 'type': 'detail'}), ('Despite societal changes, the passion for animals in the UK has been consistent - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - a5049ead-4319-4e5f-b852-c3b4a635c697', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Despite societal changes, the passion for animals in the UK has been consistent', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'a5049ead-4319-4e5f-b852-c3b4a635c697', 'type': 'detail'}), ('The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 1f85ed11-a1b8-4095-bc6f-33199c5de563', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '1f85ed11-a1b8-4095-bc6f-33199c5de563', 'type': 'detail'}), (\"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 5128daed-0331-4f92-b70a-97717d8f2982\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\", 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '5128daed-0331-4f92-b70a-97717d8f2982', 'type': 'detail'}), ('The number of dog attacks in England and Wales saw a significant rise - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 2f175c88-0082-41af-86fa-e24672fbf7b1', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The number of dog attacks in England and Wales saw a significant rise', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '2f175c88-0082-41af-86fa-e24672fbf7b1', 'type': 'detail'}), (\"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - d6913e37-0a2d-42bc-a25b-9269c66d096c\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\", 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'd6913e37-0a2d-42bc-a25b-9269c66d096c', 'type': 'detail'}), ('Consumer spending on pets in the UK has increased, extending to non-essential items and services - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 9e636e69-898d-47c8-9780-58644766fd4e', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Consumer spending on pets in the UK has increased, extending to non-essential items and services', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '9e636e69-898d-47c8-9780-58644766fd4e', 'type': 'detail'}), ('Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 5a20b86e-f42a-49d4-aa52-04ee367fa541', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '5a20b86e-f42a-49d4-aa52-04ee367fa541', 'type': 'detail'}), ('Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners - 380ae041-a5e2-4057-a310-4442bb36b1a1  - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 852c1ef3-9488-42d1-9d5c-ca3835b4429d', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '852c1ef3-9488-42d1-9d5c-ca3835b4429d', 'type': 'detail'}), ('Britons have a significant and emotional connection with animals, particularly dogs. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - a00ab56e-c7d2-456f-8639-940e77191f6e', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Britons have a significant and emotional connection with animals, particularly dogs.', 'category': 'culturalTrait', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'a00ab56e-c7d2-456f-8639-940e77191f6e', 'type': 'detail'}), ('Kate Fox, an anthropologist who wrote about the English way of life with pets. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 587bef07-1999-44d8-a061-61615622559f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Kate Fox, an anthropologist who wrote about the English way of life with pets.', 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '587bef07-1999-44d8-a061-61615622559f', 'type': 'detail'}), ('Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 0647c492-a445-4e35-b428-97a0a558655f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '0647c492-a445-4e35-b428-97a0a558655f', 'type': 'detail'}), ('In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 71843af8-14e0-4d92-97e6-01a0efd6dc33', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.', 'category': 'socialNorm', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '71843af8-14e0-4d92-97e6-01a0efd6dc33', 'type': 'detail'}), ('The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 36bdc9cf-bcab-4328-8e84-c41132afb2bc', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '36bdc9cf-bcab-4328-8e84-c41132afb2bc', 'type': 'detail'}), ('Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - ac9a7da4-9b7c-476e-be55-7d358a09ac89', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.', 'category': 'issue', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'ac9a7da4-9b7c-476e-be55-7d358a09ac89', 'type': 'detail'}), ('Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 8cd9795d-9bb5-4e2f-85b1-f7404b368ded', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '8cd9795d-9bb5-4e2f-85b1-f7404b368ded', 'type': 'detail'}), ('Controversial American XL bully dogs are sought after as a signifier of masculinity. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 3b0343f8-4b46-44ad-bd5b-6416c3d1bd69', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Controversial American XL bully dogs are sought after as a signifier of masculinity.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '3b0343f8-4b46-44ad-bd5b-6416c3d1bd69', 'type': 'detail'}), ('Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - af7d8c20-f65a-4f54-b66a-25914ecd482f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.', 'category': 'culturalShift', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'af7d8c20-f65a-4f54-b66a-25914ecd482f', 'type': 'detail'}), ('Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 00d5a220-53f4-4025-b498-c1aa5e3a01ec', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.', 'category': 'economicData', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '00d5a220-53f4-4025-b498-c1aa5e3a01ec', 'type': 'detail'}), ('Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - cde52305-bf4c-4363-9c65-69c9ce85a130', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.', 'category': 'socialTrend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'cde52305-bf4c-4363-9c65-69c9ce85a130', 'type': 'detail'}), (\"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - a9f9c262-0375-4679-a888-1e0ee7ae3f82\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\", 'category': 'welfareIssue', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'a9f9c262-0375-4679-a888-1e0ee7ae3f82', 'type': 'detail'}), ('Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines. - 380ae041-a5e2-4057-a310-4442bb36b1a1  - e81660f7-b9a2-4266-a468-404a49b05888 - 0e3b2833-a283-4d47-9c10-42a48b2e4558', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.', 'category': 'welfareIssue', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '0e3b2833-a283-4d47-9c10-42a48b2e4558', 'type': 'detail'}), ('Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - f9a5e037-d553-4653-b12e-08c4f0116f2e', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': 'f9a5e037-d553-4653-b12e-08c4f0116f2e', 'type': 'detail'}), ('Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - 6cbc6c59-ba4a-4e9d-a1fd-cad1e53ca0bb', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': '6cbc6c59-ba4a-4e9d-a1fd-cad1e53ca0bb', 'type': 'detail'}), ('An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - ff57a581-9252-4e3c-befe-1e5604b41d99', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': 'ff57a581-9252-4e3c-befe-1e5604b41d99', 'type': 'detail'}), ('Doncaster, the location where Izzy was attacked and killed by an XL bully - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - 9789680e-0b01-413c-b25d-48ebfb14a4be', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Doncaster, the location where Izzy was attacked and killed by an XL bully', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': '9789680e-0b01-413c-b25d-48ebfb14a4be', 'type': 'detail'}), (\"Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - 020d10ec-8072-4c3c-ad22-b407d2698734\", {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': \"Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\", 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': '020d10ec-8072-4c3c-ad22-b407d2698734', 'type': 'detail'}), ('Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - bdd48050-06df-4f42-962c-50aa55dde03c', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': 'bdd48050-06df-4f42-962c-50aa55dde03c', 'type': 'detail'}), ('Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - be6ecfcf-46ee-404f-8d89-a1214fa73e20', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': 'be6ecfcf-46ee-404f-8d89-a1214fa73e20', 'type': 'detail'}), ('Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - 118272d8-8750-45f5-ad43-84d7289e4088', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': '118272d8-8750-45f5-ad43-84d7289e4088', 'type': 'detail'}), ('XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - 8848ab33-d224-403c-8182-9643c0913878', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control', 'category': 'animal', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': '8848ab33-d224-403c-8182-9643c0913878', 'type': 'detail'}), ('An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness - 269f0df8-8091-442c-9392-0b710e4dc350  - 48c1a502-48b1-4240-87ac-6558d41e1b6f - cbac66ec-6286-4039-9e91-c948b1e579c2', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness', 'category': 'event', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '48c1a502-48b1-4240-87ac-6558d41e1b6f', 'id': 'cbac66ec-6286-4039-9e91-c948b1e579c2', 'type': 'detail'}), ('Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - 28b2ac6a-05f1-416e-b528-2d48ebe91bfc', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': '28b2ac6a-05f1-416e-b528-2d48ebe91bfc', 'type': 'detail'}), ('Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - f93c2371-9067-411e-81df-71ec2a70c4b5', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': 'f93c2371-9067-411e-81df-71ec2a70c4b5', 'type': 'detail'}), ('Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - ceff3e90-b160-468d-a7d3-7a1834ac29b1', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': 'ceff3e90-b160-468d-a7d3-7a1834ac29b1', 'type': 'detail'}), ('XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - 57f6c57f-7c30-41f2-8fd5-258dd36195fb', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.', 'category': 'animal', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': '57f6c57f-7c30-41f2-8fd5-258dd36195fb', 'type': 'detail'}), ('Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - add8ec80-a147-4c61-ae1e-827320620134', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': 'add8ec80-a147-4c61-ae1e-827320620134', 'type': 'detail'}), ('Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - 116de1ba-c982-4cef-8c45-0da7484e43e0', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': '116de1ba-c982-4cef-8c45-0da7484e43e0', 'type': 'detail'}), ('Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies. - 269f0df8-8091-442c-9392-0b710e4dc350  - 4ef6847a-7036-4861-8df6-a209c53038ca - f9ffe5df-7632-4082-be62-40723156a6a1', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '4ef6847a-7036-4861-8df6-a209c53038ca', 'id': 'f9ffe5df-7632-4082-be62-40723156a6a1', 'type': 'detail'}), ('Lee Parkin, a 50-year-old man and owner of the dog Izzy. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 9e0ee7fe-e75a-4e51-99dd-78c0a8444cb7', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin, a 50-year-old man and owner of the dog Izzy.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '9e0ee7fe-e75a-4e51-99dd-78c0a8444cb7', 'type': 'detail'}), ('Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - f86cd828-ce2a-4011-b056-d65d646076de', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': 'f86cd828-ce2a-4011-b056-d65d646076de', 'type': 'detail'}), ('Attack by an XL bully on Izzy resulting in her death. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 5ca977fc-5c99-4b42-84e7-592934965fb8', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Attack by an XL bully on Izzy resulting in her death.', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '5ca977fc-5c99-4b42-84e7-592934965fb8', 'type': 'detail'}), ('Lee Parkin was diagnosed with post-traumatic stress disorder after the attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 8d7c9f51-b7a9-4c6d-bf5f-43e8abbca674', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.', 'category': 'condition', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '8d7c9f51-b7a9-4c6d-bf5f-43e8abbca674', 'type': 'detail'}), ('Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - de0ddecd-058d-435e-8ce4-304ade01b425', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': 'de0ddecd-058d-435e-8ce4-304ade01b425', 'type': 'detail'}), ('Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 1399c656-f811-491e-8064-b2c41c8bb3c4', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '1399c656-f811-491e-8064-b2c41c8bb3c4', 'type': 'detail'}), ('The incoming ban on XL bullies that both Lee Parkin and Marie Hay support. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 04afdff8-268f-4a15-b445-939954a8918b', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.', 'category': 'event', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '04afdff8-268f-4a15-b445-939954a8918b', 'type': 'detail'}), ('Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - 7b147696-3654-4e4c-b177-da5a1b44a2c0 - 2c09dc26-c855-49e4-a414-3ffa74d5702a', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.', 'category': 'condition', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '7b147696-3654-4e4c-b177-da5a1b44a2c0', 'id': '2c09dc26-c855-49e4-a414-3ffa74d5702a', 'type': 'detail'}), ('Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 493b9555-a150-4b2f-9dbc-0b3f699f7249', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '493b9555-a150-4b2f-9dbc-0b3f699f7249', 'type': 'detail'}), ('Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 646af2be-f8ac-45f3-beba-b3ce21bfa019', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '646af2be-f8ac-45f3-beba-b3ce21bfa019', 'type': 'detail'}), ('An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 3774e1cd-3728-419b-a2a7-7b89c4522366', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '3774e1cd-3728-419b-a2a7-7b89c4522366', 'type': 'detail'}), ('Doncaster, the location where Izzy was attacked and killed by an XL bully - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 967f6c80-01f0-4a96-860d-cff5cdc4a5bc', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Doncaster, the location where Izzy was attacked and killed by an XL bully', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '967f6c80-01f0-4a96-860d-cff5cdc4a5bc', 'type': 'detail'}), (\"Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - c72d5b7c-67be-43b8-b3e8-feccd8ba4a7d\", {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': \"Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\", 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': 'c72d5b7c-67be-43b8-b3e8-feccd8ba4a7d', 'type': 'detail'}), ('Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 996ac877-2ddd-45c3-b7ba-7aba6bcd0f81', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '996ac877-2ddd-45c3-b7ba-7aba6bcd0f81', 'type': 'detail'}), ('Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 5bd9aee2-5f56-45ef-abee-b952e013f772', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '5bd9aee2-5f56-45ef-abee-b952e013f772', 'type': 'detail'}), ('Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 18209f5f-6965-4029-97d0-8f0a6e4121c2', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '18209f5f-6965-4029-97d0-8f0a6e4121c2', 'type': 'detail'}), ('XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 4f8a3746-3c0d-4e3f-badb-55f89270aa05', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control', 'category': 'animal', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '4f8a3746-3c0d-4e3f-badb-55f89270aa05', 'type': 'detail'}), ('An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness - 269f0df8-8091-442c-9392-0b710e4dc350  - 27a76d52-5b5e-4e8e-8726-29be55c8b2f1 - 2f4d11f2-6e19-4ec6-a655-7a3ed7d9329a', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness', 'category': 'event', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': '27a76d52-5b5e-4e8e-8726-29be55c8b2f1', 'id': '2f4d11f2-6e19-4ec6-a655-7a3ed7d9329a', 'type': 'detail'}), ('Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - 1b71310b-7bae-4f7a-953e-756cce8f880f', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': '1b71310b-7bae-4f7a-953e-756cce8f880f', 'type': 'detail'}), ('Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - 69dea689-2e52-4c6c-ab25-2621ef27c6d3', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': '69dea689-2e52-4c6c-ab25-2621ef27c6d3', 'type': 'detail'}), ('Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - a9cb9715-8f25-45cd-beca-71ea3afcb28c', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': 'a9cb9715-8f25-45cd-beca-71ea3afcb28c', 'type': 'detail'}), ('XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - 3bd1d070-b76c-4bc4-948c-0cb8f608e49e', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.', 'category': 'animal', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': '3bd1d070-b76c-4bc4-948c-0cb8f608e49e', 'type': 'detail'}), ('Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - 0fc6079d-5b2c-4d90-8e05-69a5a5109d7c', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': '0fc6079d-5b2c-4d90-8e05-69a5a5109d7c', 'type': 'detail'}), ('Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - 5a6df745-7ecd-4ac9-8f6a-5f1dc547a9ac', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': '5a6df745-7ecd-4ac9-8f6a-5f1dc547a9ac', 'type': 'detail'}), ('Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies. - 269f0df8-8091-442c-9392-0b710e4dc350  - c306c248-bbab-44a9-9ae2-448f992e415c - e39ec471-29bf-4581-8542-b358300312a4', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.', 'category': 'location', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'c306c248-bbab-44a9-9ae2-448f992e415c', 'id': 'e39ec471-29bf-4581-8542-b358300312a4', 'type': 'detail'}), ('Lee Parkin, a 50-year-old man and owner of the dog Izzy. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - 606800f1-fc9f-43a5-997c-4966b0b77fe8', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin, a 50-year-old man and owner of the dog Izzy.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': '606800f1-fc9f-43a5-997c-4966b0b77fe8', 'type': 'detail'}), ('Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - e44e53b3-120f-4f63-b20f-a60bb24c3ef2', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': 'e44e53b3-120f-4f63-b20f-a60bb24c3ef2', 'type': 'detail'}), ('Attack by an XL bully on Izzy resulting in her death. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - 855a05eb-c5ca-434e-a25c-534a608b2568', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Attack by an XL bully on Izzy resulting in her death.', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': '855a05eb-c5ca-434e-a25c-534a608b2568', 'type': 'detail'}), ('Lee Parkin was diagnosed with post-traumatic stress disorder after the attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - 6513305f-ca46-4708-b869-6688fa6552c5', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.', 'category': 'condition', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': '6513305f-ca46-4708-b869-6688fa6552c5', 'type': 'detail'}), ('Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - b2a03c68-609a-4839-a85f-b586be5d2e8f', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.', 'category': 'person', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': 'b2a03c68-609a-4839-a85f-b586be5d2e8f', 'type': 'detail'}), ('Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - 9d464c7c-16ff-4081-b630-f3288519ccfc', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.', 'category': 'animal', 'memory_type': 'episodic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': '9d464c7c-16ff-4081-b630-f3288519ccfc', 'type': 'detail'}), ('The incoming ban on XL bullies that both Lee Parkin and Marie Hay support. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - 61d8f944-8c52-4ee3-8252-a5ae2c898d12', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.', 'category': 'event', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': '61d8f944-8c52-4ee3-8252-a5ae2c898d12', 'type': 'detail'}), ('Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack. - 269f0df8-8091-442c-9392-0b710e4dc350  - dbcbc6c6-db82-48f3-8fa9-e3d372ff3483 - f8cccf2f-0b34-4dd3-92b0-8ac8a34c5c0a', {'created_at': '2024-02-28 10:30:28', 'updated_at': '2024-02-28 10:30:28', 'description': 'Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.', 'category': 'condition', 'memory_type': 'semantic', 'layer_uuid': '269f0df8-8091-442c-9392-0b710e4dc350', 'layer_decomposition_uuid': 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483', 'id': 'f8cccf2f-0b34-4dd3-92b0-8ac8a34c5c0a', 'type': 'detail'})]\n"
      ]
     }
    ],
    "source": [
-    "print(list(additional_categories.values())[0][0])"
+    "print(R.nodes(data=True))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
+   "id": "f17dc174-f325-44b9-8fc7-761146aca2d0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "e4eee8a7-5d3b-4848-9cdb-2b397e158519",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Natural Language Text'"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "list(additional_categories.keys())[0]"
+    "## Utility to check if relationships are as they should be"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 212,
    "id": "3adc8483-3207-44f1-abf5-275e925e04d4",
    "metadata": {
     "scrolled": true
@@ -1440,35 +1408,20 @@
      "output_type": "stream",
      "text": [
       "Graph Relationships with Node Attributes:\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category]: Relationship [created]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Historical events]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Schedules and timelines]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Historical events]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Schedules and timelines]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Geographical locations]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Spatial data]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Geographical locations]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Spatial data]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Hypotheses and theories]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: Claims and arguments]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Hypotheses and theories]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Claims and arguments]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: User preferences]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: User information]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: User preferences]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: User information]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:52:34, updated_at: 2024-02-27 17:52:34, type: subclass, content: News stories and blog posts]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: News stories and blog posts]: Relationship [includes]\n",
-      "Source [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: category] -> Target [created_at: 2024-02-27 17:53:13, updated_at: 2024-02-27 17:53:13, type: subclass, content: Personal narratives and stories]: Relationship [includes]\n"
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category]: Relationship [created]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category]: Relationship [created]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category]: Relationship [created]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category]: Relationship [created]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, username: exampleUser, email: user@example.com] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category]: Relationship [created]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Historical events]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Schedules and timelines]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Geographical locations]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Spatial data]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Hypotheses and theories]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: Claims and arguments]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: User preferences]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: User information]: Relationship [includes]\n",
+      "Source [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: category] -> Target [created_at: 2024-02-28 07:42:21, updated_at: 2024-02-28 07:42:21, type: subclass, content: News stories and blog posts]: Relationship [includes]\n"
      ]
     }
    ],
@@ -1488,36 +1441,24 @@
     "        print(f\"Source [{source_attrs_formatted}] -> Target [{target_attrs_formatted}]: Relationship [{relationship}]\")\n",
     "\n",
     "# Assuming 'F' is your graph instance\n",
-    "list_graph_relationships_with_node_attributes(B)"
+    "list_graph_relationships_with_node_attributes(G)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "734a1d1d-a583-4d3f-a1e2-a33f339bfaf0",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "import os\n"
-   ]
+   "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "1ace3c0f-93f3-47aa-81d6-0e3297971b5a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/Users/vasa/Projects/cognee\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(os.getcwd())"
-   ]
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "code",
@@ -1583,44 +1524,81 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 294,
    "id": "c5e2c97c-9b80-4e4b-a80c-940e5428419e",
    "metadata": {},
    "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "c214724e-4bb3-4b75-b104-77ac98348394",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "74b65ea2-b325-4bed-8286-0f2030462794",
-   "metadata": {},
    "source": [
-    "## HOW TO QUERY THE GRAPH"
+    "# def extract_node_descriptions(data):\n",
+    "#     descriptions = []\n",
+    "#     for node_id, attributes in data:\n",
+    "#         # Check if both 'description' and 'layer_id' are in the attributes\n",
+    "#         if 'description' in attributes and 'layer_id' in attributes and 'layer_uuid' in attributes:\n",
+    "#             descriptions.append({\n",
+    "#                 'node_id': node_id, \n",
+    "#                 'description': attributes['description'],\n",
+    "#                 'layer_uuid': attributes['layer_uuid']  # Include layer_id\n",
+    "#             })\n",
+    "#     return descriptions\n",
+    "\n",
+    "# # Extract the node descriptions\n",
+    "# node_descriptions = extract_node_descriptions(R.nodes(data=True))\n",
+    "\n",
+    "# # Display the results (displaying a subset for brevity)\n",
+    "# for item in node_descriptions[:5]:  # Adjust the slice as needed for display\n",
+    "#     print(item)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "7adbc416-bca9-47e2-9bfc-7ab5de5aeabf",
+   "execution_count": 292,
+   "id": "c214724e-4bb3-4b75-b104-77ac98348394",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<coroutine object create_vector_memory at 0x29c0eac00>\n"
+      "{'node_id': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 58fc3b86-be82-4d50-9578-2b157924ef23', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs'}\n",
+      "{'node_id': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - e7929623-23e0-4b43-80b6-52fdbf4ce154', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability'}\n",
+      "{'node_id': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 48191bec-b329-460e-8de3-7957ffa9909c\", 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\"}\n",
+      "{'node_id': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains'}\n",
+      "{'node_id': '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 - 08b965ee-470a-4133-979b-0003edef15d0  - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', 'description': '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"
      ]
     }
    ],
    "source": [
-    "print(dfd)"
+    "def extract_node_descriptions(data):\n",
+    "    descriptions = []\n",
+    "    for node_id, attributes in data:\n",
+    "        if 'description' in attributes:\n",
+    "            descriptions.append({'node_id': node_id, 'description': attributes['description']})\n",
+    "    return descriptions\n",
+    "\n",
+    "# Extract the node descriptions\n",
+    "node_descriptions = extract_node_descriptions(R.nodes(data=True))\n",
+    "\n",
+    "# Display the results (displaying a subset for brevity)\n",
+    "for item in node_descriptions[:5]:  # Adjust the slice as needed for display\n",
+    "    print(item)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "74b65ea2-b325-4bed-8286-0f2030462794",
+   "metadata": {},
+   "source": [
+    "## HOW TO CONNECT INTERLAYERS WITH SEMANTIC SEARCH"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 295,
+   "id": "7adbc416-bca9-47e2-9bfc-7ab5de5aeabf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Idea here is to pass descriptions to the vectorstore and embed them, then do a semantic search for each description to other one and retrieve only those between layers that have a connection"
    ]
   },
   {
@@ -1787,9 +1765,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 213,
    "id": "418ef758-64e1-4c44-a844-9e3960d9db50",
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nodes in the graph: ['user123', 'Temporal', 'Temporal:Historical events', 'Temporal:Schedules and timelines', 'Positional', 'Positional:Geographical locations', 'Positional:Spatial data', 'Propositions', 'Propositions:Hypotheses and theories', 'Propositions:Claims and arguments', 'Personalization', 'Personalization:User preferences', 'Personalization:User information', 'Natural Language Text', 'Natural Language Text:News stories and blog posts']\n"
+     ]
+    }
+   ],
+   "source": [
+    "nodes = list(G.nodes())\n",
+    "\n",
+    "print(\"Nodes in the graph:\", nodes)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "675e2037-65a8-4f97-974a-1bfc8789ea78",
+   "metadata": {},
    "outputs": [],
    "source": []
   }