From 4ea9a2c1340b3eca507b08fdd4594f2e42ac1d35 Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sat, 9 Mar 2024 18:39:00 +0100
Subject: [PATCH] Prepare for the presentation, add info

---
 Demo_graph.ipynb                              | 308 ++++++++++--------
 .../api/v1/cognify/cognify.py                 | 115 +++++++
 .../cognify/graph/add_classification_nodes.py |  48 +++
 .../modules/cognify/graph/add_propositions.py |  97 ++++++
 .../modules/cognify/graph/create.py           | 209 ++++++++++++
 .../cognify/graph/create_semantic_graph.py    | 146 ---------
 6 files changed, 645 insertions(+), 278 deletions(-)
 create mode 100644 cognitive_architecture/api/v1/cognify/cognify.py
 create mode 100644 cognitive_architecture/modules/cognify/graph/add_classification_nodes.py
 create mode 100644 cognitive_architecture/modules/cognify/graph/add_propositions.py
 create mode 100644 cognitive_architecture/modules/cognify/graph/create.py
 delete mode 100644 cognitive_architecture/modules/cognify/graph/create_semantic_graph.py

diff --git a/Demo_graph.ipynb b/Demo_graph.ipynb
index ca4148543..1b998bbf7 100644
--- a/Demo_graph.ipynb
+++ b/Demo_graph.ipynb
@@ -582,15 +582,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "id": "42dbf97d-79b9-4627-b307-b64ac22db4f7",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'data_type': 'text',\n",
+       " 'context_name': 'TEXT',\n",
+       " 'layer_name': 'Articles, essays, and reports'}"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "transformed_dict_1"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 51,
    "id": "25adeeb7-cce2-4eac-8fb5-4ff47029d77d",
    "metadata": {},
    "outputs": [],
@@ -622,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 52,
    "id": "b59a52d7-d82b-4546-b0b1-a3d0f62a2a65",
    "metadata": {},
    "outputs": [],
@@ -700,6 +715,27 @@
     "import ast \n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "de3bdbb7-0b2b-46fa-a42f-3ca288c4d875",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'{\"layer\": \"Semantic Layer\"}': KnowledgeGraph(nodes=[Node(id=1, description='Britons have a significant affection for animals and treat pet-keeping as an integral part of life', category='people', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Keeping pets is considered a serious and passionate activity in Britain, not merely a leisure activity', category='culturalPractice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs are particularly treasured in Britain and are seen as outlets for emotions and social interaction', category='animal', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='British society is accommodating of dogs, with public spaces and services being dog-friendly', category='socialNorm', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='The COVID-19 pandemic caused a surge in pet ownership, particularly dogs, leading to increased numbers and issues like dog attacks', category='event', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Pets, especially dogs, are increasingly being treated as commodities and status symbols, with a focus on aesthetic breeds', category='socialIssue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Fashionable dog breeds, such as French bulldogs and American XL bullies, are in high demand regardless of health issues they may face', category='animal', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Pets are increasingly treated like substitute children or used to project personal identities', category='socialTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Spending on pets in the UK has doubled in the last decade, with a trend towards non-essential luxury items for pets', category='economicTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='There is a discrepancy between what pets truly need and the human projection of desires onto them', category='animalWelfare', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Modern lifestyles can conflict with the needs of pets, leading to behavioral issues and insufficient care', category='animalWelfare', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The relationship with pets should prioritize their wellbeing and recognize their distinct nature', category='ethicalPrinciple', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='Britons are known for their serious approach to keeping pets', color='green', created_at=None, summarized=None), Edge(source=2, target=3, description='Dogs are a central part of the pet-keeping practice in Britain', color='green', created_at=None, summarized=None), Edge(source=3, target=4, description='Dogs are widely accepted in public spaces and services due to British social norms', color='green', created_at=None, summarized=None), Edge(source=5, target=6, description='The pandemic surge in pet ownership led to an increase in the commodification of pets', color='green', created_at=None, summarized=None), Edge(source=7, target=6, description='Designer dog breeds are part of the trend of pets being commodified', color='green', created_at=None, summarized=None), Edge(source=9, target=8, description='Increased spending on pet luxuries is related to treating pets as substitutes for children or personal identity projections', color='green', created_at=None, summarized=None), Edge(source=10, target=11, description='The conflict between pet needs and human desires is evident in modern pet care', color='green', created_at=None, summarized=None)])}"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "layer_1_graph[0]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 31,
@@ -721,86 +757,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 54,
    "id": "142f4bd8-ec50-4715-ba58-981bda65116c",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Nodes and their data:\n",
-      "GraphModel:user123 {'id': 'user123', 'user_properties': {'custom_properties': {'age': '30'}, 'location': {'location_id': 'ny', 'description': 'New York', 'default_relationship': {'type': 'located_in', 'properties': None}}}, 'documents': [{'doc_id': 'doc1', 'title': 'Document 1', 'summary': 'Summary of Document 1', 'content_id': 'content_id_for_doc1', 'doc_type': {'type_id': 'PDF', 'description': 'Portable Document Format', 'default_relationship': {'type': 'is_type', 'properties': None}}, 'categories': [{'category_id': 'finance', 'name': 'Finance', 'default_relationship': {'type': 'belongs_to', 'properties': None}}, {'category_id': 'tech', 'name': 'Technology', 'default_relationship': {'type': 'belongs_to', 'properties': None}}], 'default_relationship': {'type': 'has_document', 'properties': None}}, {'doc_id': 'doc2', 'title': 'Document 2', 'summary': 'Summary of Document 2', 'content_id': 'content_id_for_doc2', 'doc_type': {'type_id': 'TXT', 'description': 'Text File', 'default_relationship': {'type': 'is_type', 'properties': None}}, 'categories': [{'category_id': 'health', 'name': 'Health', 'default_relationship': {'type': 'belongs_to', 'properties': None}}, {'category_id': 'wellness', 'name': 'Wellness', 'default_relationship': {'type': 'belongs_to', 'properties': None}}], 'default_relationship': {'type': 'has_document', 'properties': None}}], 'default_fields': {'created_at': '2024-03-09 12:30:06', 'updated_at': '2024-03-09 12:30:06'}}\n",
-      "UserProperties:default {'custom_properties': {'age': '30'}, 'location': {'location_id': 'ny', 'description': 'New York', 'default_relationship': {'type': 'located_in', 'properties': None}}}\n",
-      "UserLocation:ny {'location_id': 'ny', 'description': 'New York'}\n",
-      "Relationship:default {'type': 'has_document', 'properties': None}\n",
-      "Document:doc1 {'doc_id': 'doc1', 'title': 'Document 1', 'summary': 'Summary of Document 1', 'content_id': 'content_id_for_doc1', 'doc_type': {'type_id': 'PDF', 'description': 'Portable Document Format', 'default_relationship': {'type': 'is_type', 'properties': None}}, 'categories': [{'category_id': 'finance', 'name': 'Finance', 'default_relationship': {'type': 'belongs_to', 'properties': None}}, {'category_id': 'tech', 'name': 'Technology', 'default_relationship': {'type': 'belongs_to', 'properties': None}}]}\n",
-      "DocumentType:PDF {'type_id': 'PDF', 'description': 'Portable Document Format'}\n",
-      "Category:default {'category_id': 'wellness', 'name': 'Wellness'}\n",
-      "Document:doc2 {'doc_id': 'doc2', 'title': 'Document 2', 'summary': 'Summary of Document 2', 'content_id': 'content_id_for_doc2', 'doc_type': {'type_id': 'TXT', 'description': 'Text File', 'default_relationship': {'type': 'is_type', 'properties': None}}, 'categories': [{'category_id': 'health', 'name': 'Health', 'default_relationship': {'type': 'belongs_to', 'properties': None}}, {'category_id': 'wellness', 'name': 'Wellness', 'default_relationship': {'type': 'belongs_to', 'properties': None}}]}\n",
-      "DocumentType:TXT {'type_id': 'TXT', 'description': 'Text File'}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:123 {'data_type': 'text', 'context_name': 'TEXT', 'layer_name': 'News stories and blog posts'}\n",
-      "123 {}\n",
-      "LLM_CLASSIFICATION:LAYER:News stories and blog posts:123 {'data_type': 'text', 'context_name': 'TEXT', 'layer_name': 'News stories and blog posts'}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:doc1 {'data_type': 'text', 'context_name': 'TEXT', 'layer_name': 'News stories and blog posts'}\n",
-      "doc1 {}\n",
-      "LLM_CLASSIFICATION:LAYER:News stories and blog posts:doc1 {'data_type': 'text', 'context_name': 'TEXT', 'layer_name': 'News stories and blog posts'}\n",
-      "\n",
-      "Edges and their data:\n",
-      "GraphModel:user123 -> UserProperties:default {}\n",
-      "GraphModel:user123 -> Document:doc1 {'type': 'has_document', 'properties': None}\n",
-      "GraphModel:user123 -> Document:doc2 {'type': 'has_document', 'properties': None}\n",
-      "UserProperties:default -> UserLocation:ny {'type': 'located_in', 'properties': None}\n",
-      "UserLocation:ny -> Relationship:default {}\n",
-      "Relationship:default -> DocumentType:PDF {}\n",
-      "Relationship:default -> Category:default {}\n",
-      "Relationship:default -> Document:doc1 {}\n",
-      "Relationship:default -> DocumentType:TXT {}\n",
-      "Relationship:default -> Document:doc2 {}\n",
-      "Document:doc1 -> DocumentType:PDF {'type': 'is_type', 'properties': None}\n",
-      "Document:doc1 -> Category:default {'type': 'belongs_to', 'properties': None}\n",
-      "Category:default -> Document:doc2 {'type': 'belongs_to', 'properties': None}\n",
-      "Document:doc2 -> DocumentType:TXT {'type': 'is_type', 'properties': None}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:123 -> 123 {'relationship': 'classified_as'}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:123 -> LLM_CLASSIFICATION:LAYER:News stories and blog posts:123 {'relationship': 'contains_analysis'}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:doc1 -> doc1 {'relationship': 'classified_as'}\n",
-      "LLM_LAYER_CLASSIFICATION:TEXT:doc1 -> LLM_CLASSIFICATION:LAYER:News stories and blog posts:doc1 {'relationship': 'contains_analysis'}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "    print(\"Nodes and their data:\")\n",
-    "    for node, data in U.nodes(data=True):\n",
-    "        print(node, data)\n",
+    "    # print(\"Nodes and their data:\")\n",
+    "    # for node, data in U.nodes(data=True):\n",
+    "    #     print(node, data)\n",
     "\n",
-    "    # Print edges with their data\n",
-    "    print(\"\\nEdges and their data:\")\n",
-    "    for source, target, data in U.edges(data=True):\n",
-    "        print(f\"{source} -> {target} {data}\")"
+    "    # # Print edges with their data\n",
+    "    # print(\"\\nEdges and their data:\")\n",
+    "    # for source, target, data in U.edges(data=True):\n",
+    "    #     print(f\"{source} -> {target} {data}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 268,
+   "execution_count": null,
    "id": "58644c64-7ef0-415f-8e41-e2edcf5fd15b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[KnowledgeGraph(nodes=[Node(id=1, description='British society', category='society', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Animals', category='entity', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Pets', category='entity', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='Kate Fox', category='person', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='Dogs', category='animal', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Public transport', category='transport', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Dog owners', category='people', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Pandemic', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=9, description='Increase in number of pet dogs in the UK from about 9 million to 13 million between 2019 and 2022', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=10, description='Rise in number of dog attacks', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=11, description='Designer dog breeds in fashion', category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='Pets treated as substitutes for children', category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='Total spend on pets in the UK has more than doubled in the past decade, reaching nearly £10bn last year', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=14, description='Pet boutiques selling luxury pet products', category='business', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=15, description='Basic needs and desires of pets', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=16, description='Dog-friendly establishments like restaurants, cinemas, churches', category='places', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=17, description='Behavioral problems in dogs', category='condition', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=18, description='Wellbeing of dogs', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description=\"British society's fondness for animals\", color='blue', created_at=None, summarized=None), Edge(source=6, target=5, description='Dogs are welcomed on public transport in the UK', color='blue', created_at=None, summarized=None), Edge(source=3, target=4, description='Kate Fox observed pet keeping as a way of life in British society', color='blue', created_at=None, summarized=None), Edge(source=7, target=8, description='Dog ownership increased during the pandemic', color='blue', created_at=None, summarized=None), Edge(source=9, target=1, description='British society saw an increase in the number of pet dogs', color='blue', created_at=None, summarized=None), Edge(source=10, target=6, description='Increase in dog attacks may be correlated with dogs in public spaces', color='blue', created_at=None, summarized=None), Edge(source=12, target=1, description='Shift in British society to treat pets similarly to children', color='blue', created_at=None, summarized=None), Edge(source=13, target=7, description='Dog owners spending more on pets', color='blue', created_at=None, summarized=None), Edge(source=14, target=16, description='Pet boutiques and dog-friendly establishments part of the same trend', color='blue', created_at=None, summarized=None), Edge(source=17, target=18, description='Behavioral problems can affect dog wellbeing', color='blue', created_at=None, summarized=None), Edge(source=1, target=11, description=\"British society's interest in designer dog breeds\", color='blue', created_at=None, summarized=None)]),\n",
-       " KnowledgeGraph(nodes=[Node(id=1, description='Britons show a strong affection for animals, viewing pet-keeping as a way of life.', category='people', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='In British culture, pets are an outlet for emotions and serve as connectors with others.', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs in the UK are seen as emotional outlets and receive welcoming treatment in public spaces.', category='animals', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='In the UK, dogs are encouraged to accompany owners on public transport.', category='entity', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='The COVID-19 pandemic led to a surge in dog ownership in the UK.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=6, description='Pet dog population in the UK rose from about 9 million to 13 million between 2019 and 2022.', category='data', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Green spaces have been declining, impacting dog-friendly areas.', category='entity', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Dog attacks in England and Wales increased by over a third between 2018 and 2022.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=9, description='Designer dog breeds in the UK often face health issues due to their physical features.', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='A portion of pet owners in the UK enjoy keeping up with pet trends and products.', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Expenditure on pets in the UK has doubled in the past decade, with non-essential items becoming popular.', category='data', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The health and wellbeing of dogs are often compromised due to human lifestyle and consumerism.', category='concept', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='have a strong affection for', color='blue', created_at=None, summarized=None), Edge(source=2, target=3, description='are particularly significant as', color='blue', created_at=None, summarized=None), Edge(source=3, target=4, description='are encouraged on', color='blue', created_at=None, summarized=None), Edge(source=5, target=6, description='caused an increase in', color='blue', created_at=None, summarized=None), Edge(source=7, target=6, description='are contrasted with the rise in', color='blue', created_at=None, summarized=None), Edge(source=8, target=7, description='increase may be affected by the decline in', color='blue', created_at=None, summarized=None), Edge(source=9, target=10, description='are part of', color='blue', created_at=None, summarized=None), Edge(source=10, target=11, description='contribute to', color='blue', created_at=None, summarized=None), Edge(source=12, target=9, description='is impacted by the promotion of', color='blue', created_at=None, summarized=None)]),\n",
-       " KnowledgeGraph(nodes=[Node(id=1, description='Britons have a special relationship with animals, considering them an integral part of their lifestyle and an outlet for emotions and social engagement.', category='cultural practice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='In the UK, dogs are allowed and encouraged to ride on public transport.', category='policy', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Many UK establishments are pet-friendly, often displaying signs that humorously prioritize dogs over people.', category='social norm', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='The number of pet dogs in the UK surged from about nine million to 13 million between 2019 and 2022, partly influenced by the COVID-19 pandemic.', category='event', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description=\"The Dogs Trust charity coined the slogan 'A dog is for life, not just for Christmas' to combat impulsive pet adoption.\", category='campaign', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Dog attacks recorded by police in England and Wales have risen by more than a third from 2018 to 2022.', category='statistic', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description=\"Living beings such as pets are increasingly being treated as commodities, evident in the popularity of 'designer' breeds and the aesthetic-driven breeding choices.\", category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='The total spending on pets in the UK has surpassed nearly £10bn, with a significant part going to non-essential items and services.', category='economic statistic', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Modern lifestyles involve leaving dogs alone for extended periods, which can lead to behavioral problems.', category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='There is a shift in pet parenting, with pets increasingly treated as child substitutes rather than valued for the qualities inherent to their species.', category='social change', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='The relationship Britons have with animals extends to policies such as allowing dogs on public transport.', color='blue', created_at=None, summarized=None), Edge(source=2, target=3, description='The pet-friendly nature of public transport in the UK is echoed in the pet-friendly approach of many establishments.', color='blue', created_at=None, summarized=None), Edge(source=4, target=5, description=\"The increase in pet adoption during the pandemic highlights the relevance of Dogs Trust's long-standing slogan.\", color='blue', created_at=None, summarized=None), Edge(source=4, target=6, description='The surge in pet dog numbers during the pandemic correlates with an increase in dog attacks.', color='blue', created_at=None, summarized=None), Edge(source=7, target=8, description='The commodification of pets is mirrored in the increased expenditure on them.', color='blue', created_at=None, summarized=None), Edge(source=9, target=6, description='Behavioral problems due to modern lifestyle impacts on dogs may contribute to the rise in dog attacks.', color='blue', created_at=None, summarized=None), Edge(source=10, target=8, description='The shift in pet parenting attitudes towards treating pets as child substitutes drives up pet-related spending.', color='blue', created_at=None, summarized=None)]),\n",
-       " KnowledgeGraph(nodes=[Node(id=1, description='Britons have a notable fondness for keeping pets, particularly dogs which serve as outlets for affection and social interaction.', category='cultural behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='The UK is accommodating to dogs in public spaces, with establishments often welcoming dogs and integrating them into social norms.', category='cultural practice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Pet ownership surged during the COVID-19 pandemic, with the number of pet dogs in the UK rising significantly.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=4, description='The Dogs Trust charity has long advocated for the lifelong commitment to pets, emphasizing that dogs are not just for temporary companionship.', category='organization message', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='The increase in dog ownership has led to various consequences, including a rise in dog attacks and dogs being listed for rehoming after the pandemic.', category='societal issue', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=6, description='Pets are increasingly treated as commodities or status symbols, leading to ethical concerns and health issues for certain breeds.', category='ethical concern', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='The humanization of pets is on the rise, with dogs being treated more like human children and less like animals with their own specific needs.', category='behavioral trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Consumerism related to pets has grown drastically in the UK, with a significant amount of spending on non-essential pet products and services.', category='economic trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='There is a disconnect between how people treat their pets and what pets actually need, manifesting in overlooked animal welfare and indulgence in human-like treats.', category='welfare issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='Pets often suffer from behavior problems due to inadequate exercise, social interaction, and consistent routines, which can be mitigated with better pet care practices.', category='animal behavior', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='The cultural affinity for pets in the UK translates into dog-friendly public spaces and societal norms.', color='blue', created_at=None, summarized=None), Edge(source=3, target=1, description='The COVID-19 pandemic led to a marked increase in pet ownership in the UK, reflecting the cultural behavior of Britons towards pets.', color='blue', created_at=None, summarized=None), Edge(source=4, target=3, description='The Dogs Trust charity message echoes the need for long-term responsibility taken by new pet owners during the pandemic.', color='blue', created_at=None, summarized=None), Edge(source=5, target=3, description='The surge in pet ownership during the pandemic has resulted in societal challenges, including dog attacks and rehoming issues.', color='blue', created_at=None, summarized=None), Edge(source=6, target=7, description='The commodification of pets correlates with the trend of treating them as human substitutes, raising ethical and health concerns.', color='blue', created_at=None, summarized=None), Edge(source=8, target=7, description='Increased pet consumerism is evident in the humanization and indulgence of pets, leading to unnecessary spending on pet trends and products.', color='blue', created_at=None, summarized=None), Edge(source=9, target=8, description='The misalignment between human treatment of pets and their actual needs is mirrored in the increase in consumerism and pet indulgence.', color='blue', created_at=None, summarized=None), Edge(source=10, target=9, description='Behavior problems in pets often arise from the disconnect in pet care, highlighting the need for addressing their true needs and welfare.', color='blue', created_at=None, summarized=None)]),\n",
-       " KnowledgeGraph(nodes=[Node(id=1, description='Britons have always been a bit silly about animals', category='cultural trait', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Keeping pets is an entire way of life in England', category='culture', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs serve as an acceptable outlet for British emotions', category='societal behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='In the UK, dogs are permitted and encouraged on public transport', category='policy', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=5, description='The number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022', category='statistic', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=6, description='Dog attacks in England and Wales rose by over a third between 2018 and 2022', category='statistic', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=7, description='The pandemic led to an increase in dog ownership as people spent more time at home', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=8, description='Pets are being treated as commodities in modern times', category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Certain dog breeds are chosen as a signifier of masculinity or for their aesthetic appeal', category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='Pets are increasingly treated as substitutes for children in Britain', category='social trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='The total spend on pets in the UK has more than doubled in the past decade, reaching nearly £10bn last year', category='economic statistic', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=12, description='There is a rise in dog-friendly establishments like restaurants, cinemas, and churches', category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='Modern busy schedules lead to dogs suffering daily deprivation and behavioral issues', category='societal issue', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=3, description='reflects', color='blue', created_at=None, summarized=None), Edge(source=2, target=4, description='leads to', color='blue', created_at=None, summarized=None), Edge(source=7, target=5, description='caused', color='blue', created_at=None, summarized=None), Edge(source=8, target=9, description='associated with', color='blue', created_at=None, summarized=None), Edge(source=10, target=11, description='contributes to', color='blue', created_at=None, summarized=None), Edge(source=13, target=6, description='leads to', color='blue', created_at=None, summarized=None), Edge(source=6, target=12, description='in contrast to', color='blue', created_at=None, summarized=None)]),\n",
-       " KnowledgeGraph(nodes=[Node(id=1, description='Keeping pets is seen as an entire way of life in Britain, with dogs as an acceptable outlet for emotions', category='cultural practice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Dogs in the UK are accommodated in society and considered friends, with allowances in public spaces', category='social norm', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='The pandemic led to a rise in pet dogs from about 9 million to 13 million between 2019 and 2022', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=4, description=\"The Dogs Trust charity coined the slogan 'A dog is for life, not just for Christmas' in 1978\", category='campaign', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='Green spaces have been declining, affecting dog-friendly areas', category='environment change', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=6, description='Dog attacks recorded by police in England and Wales rose by over a third between 2018 and 2022', category='statistic', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=7, description=\"Post-pandemic adjustments lead to increase in dogs being rehomed as they no longer fit owners' lifestyles\", category='social issue', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=8, description=\"Living beings are being downgraded to commodities, influenced by 'designer' breeds in fashion and pets treated as children substitutes\", category='cultural shift', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Modern human lifestyles often do not align with the needs of dogs, leading to behavioral problems', category='social problem', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='Pet spending in the UK reached nearly £10bn with a trend towards nonessential indulgences for pets', category='economic trend', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=11, description=\"The rise of pet 'boutiques' and dog-friendly businesses is an indicator of gentrification\", category='social phenomenon', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='There is a trend of overindulging pets with nonessential items and services', category='social behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='Dogs have basic needs that are often overshadowed by human projection of indulgences', category='animal welfare', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=14, description='Proper pet care requires sacrifices and prioritizing the wellbeing of pets', category='ethical principle', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='reflects', color='blue', created_at=None, summarized=None), Edge(source=2, target=3, description='facilitated the increase in', color='blue', created_at=None, summarized=None), Edge(source=3, target=6, description='contributed to the', color='blue', created_at=None, summarized=None), Edge(source=8, target=10, description='leads to growth in', color='blue', created_at=None, summarized=None), Edge(source=9, target=7, description='resulting in', color='blue', created_at=None, summarized=None), Edge(source=12, target=10, description='drives', color='blue', created_at=None, summarized=None), Edge(source=14, target=13, description='based on understanding', color='blue', created_at=None, summarized=None)])]"
-      ]
-     },
-     "execution_count": 268,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": []
   },
   {
@@ -900,35 +877,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 50,
    "id": "4dab2ff0-0d12-4a00-a4e4-fb901e701bd3",
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "B = create_user_content_graph(user_id, custom_user_properties, transformed_dict_2, existing_graph=G)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "627d42fd-d2ce-4ccd-a2a1-2f7ac2f463cf",
-   "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "MultiDiGraph with 15 nodes and 14 edges\n"
+     "ename": "NameError",
+     "evalue": "name 'create_user_content_graph' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[50], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m B \u001b[38;5;241m=\u001b[39m \u001b[43mcreate_user_content_graph\u001b[49m(user_id, custom_user_properties, transformed_dict_2, existing_graph\u001b[38;5;241m=\u001b[39mG)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'create_user_content_graph' is not defined"
      ]
     }
    ],
    "source": [
-    "print(B)"
+    "# B = create_user_content_graph(user_id, custom_user_properties, transformed_dict_2, existing_graph=G)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 48,
+   "id": "627d42fd-d2ce-4ccd-a2a1-2f7ac2f463cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'B' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[48], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mB\u001b[49m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'B' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# print(B)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
    "id": "512f15be-0114-4c8c-9754-e82f2fa16344",
    "metadata": {},
    "outputs": [
@@ -936,7 +929,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"05955453-de68-45ae-8c2d-8dab4cb16480\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=6b032f71cb6c4858bc2ea522758a0854&type=arrow&viztoken=914ec085-af70-4626-9672-8faa69b7be60&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1709905832&info=true\"\n",
+       "            <iframe id=\"2fbfa75d-b567-47be-9749-f57638aef5b9\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=88b5dd9ed5ce46ddac9bec45e2efa3b8&type=arrow&viztoken=7eef4561-b27a-40fe-ad1e-e5280b3d5a29&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1710005079&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",
@@ -946,7 +939,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#05955453-de68-45ae-8c2d-8dab4cb16480\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#2fbfa75d-b567-47be-9749-f57638aef5b9\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -955,7 +948,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -969,7 +962,7 @@
     "# 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(B)\n",
+    "edges = nx.to_pandas_edgelist(U)\n",
     "graphistry.register(api=3, username='Vasilije1990', password='Q@HLdgv5SMUsGxy') \n",
     "\n",
     "# Visualize the graph\n",
@@ -994,12 +987,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 66,
    "id": "fe634bcb-0c00-4a2a-8bcb-687a2fcf847c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def append_data_to_graph(G, category_name, subclass_content, new_data, layer_uuid, layer_decomposition_uuid):\n",
+    "def append_data_to_graph(G, category_name, subclass_content,layer_description, 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",
@@ -1026,6 +1019,7 @@
     "                   category=node.category, \n",
     "                   memory_type=node.memory_type, \n",
     "                   layer_uuid = str(layer_uuid),\n",
+    "                   layer_description = str(layer_description),\n",
     "                   layer_decomposition_uuid = str(layer_decomposition_uuid),\n",
     "                   id = str(unique_node_id),\n",
     "                   type='detail')\n",
@@ -1050,24 +1044,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 61,
    "id": "8d6a9eb5-387e-45a3-9dc9-5f8ac36fdd38",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'label': {'type': 'TEXT',\n",
-       "  'subclass': [<TextSubclass.NEWS_STORIES: 'News stories and blog posts'>]}}"
+       "{'{\"layer\": \"Semantic Layer\"}': KnowledgeGraph(nodes=[Node(id=1, description='Britons have a significant affection for animals and treat pet-keeping as an integral part of life', category='people', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Keeping pets is considered a serious and passionate activity in Britain, not merely a leisure activity', category='culturalPractice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs are particularly treasured in Britain and are seen as outlets for emotions and social interaction', category='animal', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='British society is accommodating of dogs, with public spaces and services being dog-friendly', category='socialNorm', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='The COVID-19 pandemic caused a surge in pet ownership, particularly dogs, leading to increased numbers and issues like dog attacks', category='event', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Pets, especially dogs, are increasingly being treated as commodities and status symbols, with a focus on aesthetic breeds', category='socialIssue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Fashionable dog breeds, such as French bulldogs and American XL bullies, are in high demand regardless of health issues they may face', category='animal', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Pets are increasingly treated like substitute children or used to project personal identities', category='socialTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='Spending on pets in the UK has doubled in the last decade, with a trend towards non-essential luxury items for pets', category='economicTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='There is a discrepancy between what pets truly need and the human projection of desires onto them', category='animalWelfare', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Modern lifestyles can conflict with the needs of pets, leading to behavioral issues and insufficient care', category='animalWelfare', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The relationship with pets should prioritize their wellbeing and recognize their distinct nature', category='ethicalPrinciple', color='blue', memory_type='semantic', created_at=None, summarized=None)], edges=[Edge(source=1, target=2, description='Britons are known for their serious approach to keeping pets', color='green', created_at=None, summarized=None), Edge(source=2, target=3, description='Dogs are a central part of the pet-keeping practice in Britain', color='green', created_at=None, summarized=None), Edge(source=3, target=4, description='Dogs are widely accepted in public spaces and services due to British social norms', color='green', created_at=None, summarized=None), Edge(source=5, target=6, description='The pandemic surge in pet ownership led to an increase in the commodification of pets', color='green', created_at=None, summarized=None), Edge(source=7, target=6, description='Designer dog breeds are part of the trend of pets being commodified', color='green', created_at=None, summarized=None), Edge(source=9, target=8, description='Increased spending on pet luxuries is related to treating pets as substitutes for children or personal identity projections', color='green', created_at=None, summarized=None), Edge(source=10, target=11, description='The conflict between pet needs and human desires is evident in modern pet care', color='green', created_at=None, summarized=None)])}"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "required_layers_one.dict()"
+    "layer_1_graph[0]"
    ]
   },
   {
@@ -1091,6 +1084,45 @@
     "required_layers_two.dict()['label']['subclass'][0]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "56a062e6-a530-413d-9823-95322e8a825a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import uuid \n",
+    "import json\n",
+    "def append_to_graph(layer_graphs, required_layers, G):\n",
+    "    # Generate a UUID for the overall layer\n",
+    "    layer_uuid = uuid.uuid4()\n",
+    "    \n",
+    "    # Extract category name from required_layers data\n",
+    "    category_name = required_layers.dict()['label']['type']\n",
+    "\n",
+    "    # Extract subgroup name from required_layers data\n",
+    "    # Assuming there's always at least one subclass and we're taking the first\n",
+    "    subgroup_name = required_layers.dict()['label']['subclass'][0].value  # Access the value of the enum\n",
+    "\n",
+    "    for layer_ind in layer_graphs:\n",
+    "\n",
+    "        for layer_json, knowledge_graph in layer_ind.items():\n",
+    "            # Decode the JSON key to get the layer description\n",
+    "            layer_description = json.loads(layer_json)\n",
+    "    \n",
+    "            # Generate a UUID for this particular layer decomposition\n",
+    "            layer_decomposition_uuid = uuid.uuid4()\n",
+    "    \n",
+    "            # Assuming append_data_to_graph is defined elsewhere and appends data to G\n",
+    "            # You would pass relevant information from knowledge_graph along with other details to this function\n",
+    "            F = append_data_to_graph(G, category_name, subgroup_name, layer_description, knowledge_graph, layer_uuid, layer_decomposition_uuid)\n",
+    "            \n",
+    "            # Print updated graph for verification (assuming F is the updated NetworkX Graph)\n",
+    "            print(\"Updated Nodes:\", F.nodes(data=True))\n",
+    "\n",
+    "    return F"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 264,
@@ -1098,29 +1130,29 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import uuid\n",
+    "# import uuid\n",
     "\n",
-    "def append_to_graph(layer_graphs, required_layers, G):\n",
-    "    layer_uuid = uuid.uuid4()\n",
+    "# def append_to_graph(layer_graphs, required_layers, G):\n",
+    "#     layer_uuid = uuid.uuid4()\n",
     "    \n",
-    "    # Directly assign 'NEWS_STORIES' as category_name\n",
-    "    category_name = \"NEWS_STORIES\"\n",
+    "#     # Directly assign 'NEWS_STORIES' as category_name\n",
+    "#     category_name = \"NEWS_STORIES\"\n",
     "    \n",
-    "    # Assuming 'required_layers' structure is as provided, extract 'News stories and blog posts' as the only subgroup\n",
-    "    # This assumes there's always at least one subclass and we're taking the first\n",
-    "    subgroup_name = 'News stories and blog posts'\n",
+    "#     # Assuming 'required_layers' structure is as provided, extract 'News stories and blog posts' as the only subgroup\n",
+    "#     # This assumes there's always at least one subclass and we're taking the first\n",
+    "#     subgroup_name = 'News stories and blog posts'\n",
     "\n",
-    "    for layer_decomposition in layer_graphs:\n",
-    "        print(layer_decomposition)\n",
-    "        # layer_decomposition_uuid = uuid.uuid4()\n",
+    "#     for layer_decomposition in layer_graphs:\n",
+    "#         print(layer_decomposition)\n",
+    "#         layer_decomposition_uuid = uuid.uuid4()\n",
     "\n",
-    "        # # Assuming append_data_to_graph is defined elsewhere and appends data to G\n",
-    "        # F = append_data_to_graph(G, category_name, subgroup_name, layer_decomposition, layer_uuid, layer_decomposition_uuid)\n",
+    "#         # Assuming append_data_to_graph is defined elsewhere and appends data to G\n",
+    "#         F = append_data_to_graph(G, category_name, subgroup_name, layer_decomposition, layer_uuid, layer_decomposition_uuid)\n",
     "        \n",
-    "        # Print updated graph for verification\n",
-    "        # print(\"Updated Nodes:\", F.nodes(data=True))  # Assuming F is a NetworkX Graph and you want to print node data\n",
+    "#         Print updated graph for verification\n",
+    "#         print(\"Updated Nodes:\", F.nodes(data=True))  # Assuming F is a NetworkX Graph and you want to print node data\n",
     "\n",
-    "    # return F"
+    "#     return F"
    ]
   },
   {
@@ -1147,7 +1179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 265,
+   "execution_count": 68,
    "id": "89ae9422-e26e-4180-be99-e21bae5229e5",
    "metadata": {},
    "outputs": [
@@ -1155,18 +1187,30 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "nodes=[Node(id=1, description='Britons have always been a bit silly about animals, particularly dogs.', category='culture', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description=\"Kate Fox is an anthropologist who wrote 'Watching the English', highlighting the pet-keeping habit as an English way of life.\", category='person', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs in the UK serve as an outlet for emotions and enable people to be more socially interactive.', category='animals', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='Dogs are openly encouraged on public transport and welcomed in many establishments in the UK.', category='animals', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description=\"The Dogs Trust is a charity that emphasized long-term commitment to pet ownership with the slogan 'A dog is for life, not just for Christmas.'\", category='organization', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='During the pandemic, the number of pet dogs in the UK increased from about 9 million to 13 million.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=7, description='Dog attacks recorded by the police in England and Wales rose by more than a third between 2018 and 2022.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=8, description='Designer dog breeds, such as French bulldogs and pugs, often live their lives in discomfort.', category='animals', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description=\"Pets increasingly treated as child substitutes, reflected in the 'American' approach to pet care.\", category='culture', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='The pet industry in the UK has seen consumer spending on pets more than double in the past decade, reaching nearly £10 billion.', category='industry', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Dog-friendly initiatives such as restaurants, cinema screenings, and even churches have become more common.', category='culture', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='Many dogs live a life of daily deprivation, with small and monotonous environments, suffering from the busy modern lifestyles of their owners.', category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None)] edges=[Edge(source=1, target=2, description='described by', color='blue', created_at=None, summarized=None), Edge(source=1, target=3, description='pets serve as emotional outlets for', color='blue', created_at=None, summarized=None), Edge(source=1, target=4, description='pets encouraged in public transport by', color='blue', created_at=None, summarized=None), Edge(source=3, target=5, description='committed ownership encouraged by', color='blue', created_at=None, summarized=None), Edge(source=1, target=6, description='increase in pet ownership during the pandemic among', color='blue', created_at=None, summarized=None), Edge(source=6, target=7, description='post-pandemic increase in dog attacks associated with', color='blue', created_at=None, summarized=None), Edge(source=6, target=8, description='increase in designer dog breed popularity coinciding with', color='blue', created_at=None, summarized=None), Edge(source=9, target=10, description='approach to pet care affects consumer spending in', color='blue', created_at=None, summarized=None), Edge(source=11, target=9, description='reflects the change in cultural approach to pets as seen in', color='blue', created_at=None, summarized=None), Edge(source=12, target=11, description='a result of busy modern lifestyles that contribute to', color='blue', created_at=None, summarized=None)]\n",
-      "nodes=[Node(id=1, description='In the UK, keeping pets is a significant part of life and an outlet for controlled emotions, especially through dogs.', category='cultural practice', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='UK society is structured to accommodate dogs in public spaces, including transport and shops.', category='social structure', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='The passion for animals in Britain is a common ground that has persisted over time.', category='cultural sentiment', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='The number of pet dogs in the UK increased significantly during the 2019-2022 period, partly due to the pandemic.', category='population change', color='blue', memory_type='episodic', created_at=2019.0, summarized=None), Node(id=5, description='Dog attacks have increased by a third between 2018 and 2022 in England and Wales.', category='public safety', color='blue', memory_type='episodic', created_at=2018.0, summarized=None), Node(id=6, description='Pets, particularly dogs, are increasingly being treated as commodities and status symbols.', category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='There is a trend towards treating pets as substitute children in Britain, affecting traditional views on animal relationships.', category='cultural shift', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description='Consumer spending on pets in the UK has doubled in the past decade, with non-essential trends such as pet grooming and outfits.', category='economic trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description=\"Post-lockdown lifestyle changes have resulted in a mismatch for many 'pandemic dogs', leading to rehoming.\", category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='The well-being of pets is increasingly overlooked in favor of human-oriented consumerism and lifestyle.', category='animal welfare', color='blue', memory_type='semantic', created_at=None, summarized=None)] edges=[Edge(source=1, target=2, description='Cultural pet-keeping practices relate to the accommodation of dogs in public spaces.', color='blue', created_at=None, summarized=None), Edge(source=3, target=1, description=\"Long-standing animal passion underpins the UK's cultural pet-keeping practices.\", color='blue', created_at=None, summarized=None), Edge(source=4, target=6, description='The surge in pet dog numbers has contributed to the commodification of pets.', color='blue', created_at=None, summarized=None), Edge(source=5, target=4, description='The increase in dog attacks is associated with the rise in pet dog population.', color='blue', created_at=None, summarized=None), Edge(source=7, target=6, description='The cultural shift towards viewing pets as child substitutes is linked to their treatment as commodities.', color='blue', created_at=None, summarized=None), Edge(source=8, target=7, description='Increased pet spending reflects the cultural shift in pet relationships.', color='blue', created_at=None, summarized=None), Edge(source=9, target=8, description='Changes in lifestyles post-lockdown reflect consumer trends in pet spending.', color='blue', created_at=None, summarized=None), Edge(source=10, target=9, description='The well-being of pets is affected by post-lockdown lifestyle mismatches.', color='blue', created_at=None, summarized=None)]\n",
-      "nodes=[Node(id=1, description='Britons have a unique way of life that involves keeping pets, especially dogs, as an integral part of their lifestyle.', category='culture', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='For English people, keeping pets is not just a leisure activity but an entire way of life.', category='activity', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description=\"Kate Fox is an anthropologist who wrote about English people's relationship with pets in her book 'Watching the English'.\", category='person', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='In the UK, dogs serve as a permissible way for people to express emotions such as affection and to engage in social interactions by chatting with strangers.', category='socialPhenomenon', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description='United Kingdom, a country where dogs are welcomed and encouraged in public spaces like transport, pubs, and shops.', category='location', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='The non-partisan passion for animals in Britain has been a constant in society amidst diminishing common ground.', category='socialPhenomenon', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='The pandemic caused a surge in pet dog ownership in the UK, with the number of pet dogs rising from about nine million to 13 million between 2019 and 2022.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=8, description='Green spaces have been declining, in conjunction with an increase in dog ownership and changes brought about by the pandemic.', category='event', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=9, description=\"Fashionable 'designer' dog breeds often live in discomfort due to their physical features.\", category='socialTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description=\"There's a trend toward treating pets as child substitutes, notably with increased expenditure on non-essentials.\", category='socialTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='The total spend on pets in the UK has doubled over the past decade, reaching nearly 10 billion pounds.', category='economicTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='Many dogs face deprivation, living small and monotonous lives due to the busy modern schedules of their owners.', category='issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='The physical and psychological wellbeing of pets depends on quality time, care, and respect for their needs and nature.', category='wellbeing', color='blue', memory_type='semantic', created_at=None, summarized=None)] edges=[Edge(source=2, target=1, description='is characteristic behavior of', color='blue', created_at=None, summarized=None), Edge(source=3, target=2, description='wrote about the cultural aspect of', color='blue', created_at=None, summarized=None), Edge(source=4, target=1, description='is a societal role in the UK', color='blue', created_at=None, summarized=None), Edge(source=5, target=4, description='fosters the use of', color='blue', created_at=None, summarized=None), Edge(source=6, target=1, description='is a consistent sentiment among', color='blue', created_at=None, summarized=None), Edge(source=7, target=5, description='contributed to a surge in pet ownership in', color='blue', created_at=None, summarized=None), Edge(source=8, target=5, description='is happening in the', color='blue', created_at=None, summarized=None), Edge(source=9, target=7, description='have become popular during the period after', color='blue', created_at=None, summarized=None), Edge(source=10, target=5, description='is a growing social trend in the', color='blue', created_at=None, summarized=None), Edge(source=11, target=5, description='increased significantly in the', color='blue', created_at=None, summarized=None), Edge(source=12, target=11, description='is a consequence of modern pet ownership trends, reflected in', color='blue', created_at=None, summarized=None), Edge(source=13, target=12, description='is the responsibility of pet owners, with regard to', color='blue', created_at=None, summarized=None)]\n",
-      "nodes=[Node(id=1, description='Britons have a unique and strong bond with animals, particularly pets', category='cultural trait', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Pets, especially dogs, serve as an outlet for emotions in British culture', category='social behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='Dogs are permitted and encouraged on public transport in the UK', category='policy', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='The number of pet dogs in the UK increased from about 9 million to 13 million between 2019 and 2022', category='statistic', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=5, description=\"Dogs Trust charity coined the slogan 'A dog is for life, not just for Christmas' in 1978\", category='campaign', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=6, description='Dog attacks recorded by police in England and Wales rose by over a third between 2018 and 2022', category='statistic', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=7, description='Living beings like dogs are increasingly viewed as commodities', category='social issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=8, description=\"The popularity of 'designer' dog breeds that often live in discomfort, such as French bulldogs and pugs\", category='trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description=\"Pets are treated as substitutes for children, a shift to what was long seen as an 'American' approach\", category='social behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description='Total spend on pets in the UK has more than doubled in the past decade, reaching nearly £10bn last year', category='economic statistic', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Some pet owners like their pets to keep up with the latest trends, including grooming and outfits', category='consumer behavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The emergence of pet boutiques selling luxury pet items is indicative of gentrification', category='economic trend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=13, description='Many dogs suffer from daily deprivation and behavioral problems due to modern lifestyles', category='animal welfare issue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=14, description=\"There is a misunderstanding of dogs' needs, showing affection through material treats\", category='misconception', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=15, description='A relationship with pets should focus on their wellbeing and love for their intrinsic qualities', category='ethical principle', color='blue', memory_type='semantic', created_at=None, summarized=None)] edges=[Edge(source=1, target=2, description='embedded cultural concept of pets as emotional outlets', color='blue', created_at=None, summarized=None), Edge(source=2, target=3, description=\"policy reflection of pet's social role\", color='blue', created_at=None, summarized=None), Edge(source=4, target=5, description='response to increase in pet ownership', color='blue', created_at=None, summarized=None), Edge(source=6, target=4, description='possible consequence of rapid increase in pet dogs', color='blue', created_at=None, summarized=None), Edge(source=7, target=8, description='example of the commodification issue', color='blue', created_at=None, summarized=None), Edge(source=8, target=9, description='shift in pet ownership attitude', color='blue', created_at=None, summarized=None), Edge(source=10, target=11, description='reflects increased expenditure on non-essential pet items', color='blue', created_at=None, summarized=None), Edge(source=12, target=11, description='economic representation of pet trend indulgence', color='blue', created_at=None, summarized=None), Edge(source=13, target=14, description='cause of misunderstanding affects dog welfare', color='blue', created_at=None, summarized=None), Edge(source=14, target=15, description='contrast between indulgence and true wellbeing', color='blue', created_at=None, summarized=None)]\n",
-      "nodes=[Node(id=1, description='Britons have always been quirky about animals with pets being an essential part of their lifestyle, as observed by Kate Fox in Watching the English.', category='culturalTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=2, description='Dogs serve as an emotional outlet for Britons, allowing for the expression of affection and social interaction otherwise restrained.', category='socialBehavior', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=3, description='The UK society is structured to welcome dogs, including access to public transport and establishments with signs like Dogs welcome, people tolerated.', category='culturalNiches', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=4, description='During the pandemic, pet dog ownership in the UK surged from about 9 million to 13 million.', category='event', color='blue', memory_type='episodic', created_at=2019.0, summarized=None), Node(id=5, description=\"Green spaces have been declining, impacting dog welfare with 'pandemic dogs' entering difficult life stages.\", category='environmentalIssue', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=6, description='Dog attacks recorded by police in England and Wales have increased by over a third between 2018 and 2022.', category='socialIssue', color='blue', memory_type='episodic', created_at=2018.0, summarized=None), Node(id=7, description='After lockdown, there is a trend of dog owners giving up their pets on sites like Pets4Homes.co.uk due to lifestyle changes.', category='socialBehavior', color='blue', memory_type='episodic', created_at=None, summarized=None), Node(id=8, description='Dogs, especially designer breeds like French bulldogs and pugs, suffer in a market where they are treated as commodities for aesthetics and status symbols.', category='ethicalConcern', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=9, description='UK pet expenditures have doubled in the past decade, with some spending on non-essentials like trends in grooming and outfits.', category='economicTrend', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=10, description=\"The indulgence of pets with unnecessary items and services reflects human consumerism and detracts from the animals' actual needs.\", category='socialCritique', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=11, description='Many dogs experience deprivation in modern lifestyles, with insufficient interaction, exercise, and stimulation leading to behavioral problems.', category='welfareConcern', color='blue', memory_type='semantic', created_at=None, summarized=None), Node(id=12, description='The wellbeing of pets, especially dogs, should be prioritized by owners through sacrifices, quality time, and care for their true nature.', category='ethicalGuideline', color='blue', memory_type='semantic', created_at=None, summarized=None)] edges=[Edge(source=1, target=2, description='Influences the role of dogs as emotional outlets', color='blue', created_at=None, summarized=None), Edge(source=2, target=3, description='Reflects why the UK society is accommodating to dogs', color='blue', created_at=None, summarized=None), Edge(source=3, target=4, description='May contribute to the surge in pet ownership during the pandemic', color='blue', created_at=None, summarized=None), Edge(source=4, target=5, description='Aggravates the impact of declining green spaces with increased dog populations', color='blue', created_at=None, summarized=None), Edge(source=5, target=6, description='The decline in green spaces correlates with the increase in dog attacks', color='blue', created_at=None, summarized=None), Edge(source=4, target=7, description='Post-lockdown changes lead to pet relinquishment after the surge in ownership', color='blue', created_at=None, summarized=None), Edge(source=8, target=9, description='Increased expenditures are a manifestation of the commodification of pets', color='blue', created_at=None, summarized=None), Edge(source=9, target=10, description='Non-essential pet spending reflects broader consumer behavior', color='blue', created_at=None, summarized=None), Edge(source=11, target=12, description='The rise in behavioral problems due to deprivation leads to calls for enhanced focus on dog wellbeing', color='blue', created_at=None, summarized=None)]\n",
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b7eec528-c804-4bfd-acf4-1642b20d1f5b  - 44f0220e-c94b-482a-aa6e-5407728fac90 - 93103329-de7e-4ba1-b953-36cb0ca3d437', {'created_at': '2024-03-09 18:31:23', 'updated_at': '2024-03-09 18:31:23', 'description': 'The consumer culture has extended to pets, with purchases of unnecessary items for them', 'category': 'consumer behavior', 'memory_type': 'semantic', 'layer_uuid': 'b7eec528-c804-4bfd-acf4-1642b20d1f5b', 'layer_description': \"{'layer': 'Stylistic Layer'}\", 'layer_decomposition_uuid': '44f0220e-c94b-482a-aa6e-5407728fac90', 'id': '93103329-de7e-4ba1-b953-36cb0ca3d437', 'type': 'detail'}), ('Popularity of certain dog breeds has shifted towards those with aesthetic appeal despite health issues - b7eec528-c804-4bfd-acf4-1642b20d1f5b  - 44f0220e-c94b-482a-aa6e-5407728fac90 - e216cc11-c0e6-4f3f-8f22-4de86fcbdbbf', {'created_at': '2024-03-09 18:31:23', 'updated_at': '2024-03-09 18:31:23', 'description': 'Popularity of certain dog breeds has shifted towards those with aesthetic appeal despite health issues', 'category': 'animal welfare', 'memory_type': 'semantic', 'layer_uuid': 'b7eec528-c804-4bfd-acf4-1642b20d1f5b', 'layer_description': \"{'layer': 'Stylistic Layer'}\", 'layer_decomposition_uuid': '44f0220e-c94b-482a-aa6e-5407728fac90', 'id': 'e216cc11-c0e6-4f3f-8f22-4de86fcbdbbf', 'type': 'detail'}), ('The COVID-19 pandemic led to an increase in dog ownership, as people spent more time at home - b7eec528-c804-4bfd-acf4-1642b20d1f5b  - 44f0220e-c94b-482a-aa6e-5407728fac90 - 68cf93fd-ade2-49cd-a9e6-edcb1d749a59', {'created_at': '2024-03-09 18:31:23', 'updated_at': '2024-03-09 18:31:23', 'description': 'The COVID-19 pandemic led to an increase in dog ownership, as people spent more time at home', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': 'b7eec528-c804-4bfd-acf4-1642b20d1f5b', 'layer_description': \"{'layer': 'Stylistic Layer'}\", 'layer_decomposition_uuid': '44f0220e-c94b-482a-aa6e-5407728fac90', 'id': '68cf93fd-ade2-49cd-a9e6-edcb1d749a59', 'type': 'detail'}), ('After the pandemic, there has been an increase in pet abandonment as lifestyles return to normal - b7eec528-c804-4bfd-acf4-1642b20d1f5b  - 44f0220e-c94b-482a-aa6e-5407728fac90 - 062b0e49-8298-4bbb-9621-57344a7b0cc7', {'created_at': '2024-03-09 18:31:23', 'updated_at': '2024-03-09 18:31:23', 'description': 'After the pandemic, there has been an increase in pet abandonment as lifestyles return to normal', 'category': 'social issue', 'memory_type': 'semantic', 'layer_uuid': 'b7eec528-c804-4bfd-acf4-1642b20d1f5b', 'layer_description': \"{'layer': 'Stylistic Layer'}\", 'layer_decomposition_uuid': '44f0220e-c94b-482a-aa6e-5407728fac90', 'id': '062b0e49-8298-4bbb-9621-57344a7b0cc7', 'type': 'detail'}), ('Responsible dog ownership implies prioritizing the well-being of the dog and loving them for who they are - b7eec528-c804-4bfd-acf4-1642b20d1f5b  - 44f0220e-c94b-482a-aa6e-5407728fac90 - 4ac95bca-6273-4666-be22-7da1e40f8d8d', {'created_at': '2024-03-09 18:31:23', 'updated_at': '2024-03-09 18:31:23', 'description': 'Responsible dog ownership implies prioritizing the well-being of the dog and loving them for who they are', 'category': 'value', 'memory_type': 'semantic', 'layer_uuid': 'b7eec528-c804-4bfd-acf4-1642b20d1f5b', 'layer_description': \"{'layer': 'Stylistic Layer'}\", 'layer_decomposition_uuid': '44f0220e-c94b-482a-aa6e-5407728fac90', 'id': '4ac95bca-6273-4666-be22-7da1e40f8d8d', 'type': 'detail'})]\n"
      ]
     }
    ],
    "source": [
     "\n",
-    "U = append_to_graph(layer_1_graph, required_layers_one, G)"
+    "T = append_to_graph(layer_1_graph, required_layers_one, U)"
    ]
   },
   {
@@ -4899,7 +4943,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 69,
    "id": "675e2037-65a8-4f97-974a-1bfc8789ea78",
    "metadata": {},
    "outputs": [
@@ -4907,7 +4951,7 @@
      "data": {
       "text/html": [
        "\n",
-       "            <iframe id=\"b28d40d7-b50f-4e2c-837b-38e6fea421a0\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=a36cb2674ebf49dc93667d11f33d53f6&type=arrow&viztoken=3eb563fb-674b-47ac-919f-93d819dabd37&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1710000627&info=true\"\n",
+       "            <iframe id=\"481086c4-f97a-4641-b962-0f501ae6c90e\" src=\"https://hub.graphistry.com/graph/graph.html?dataset=70be9087e1724865a6e8335ceb08b0a9&type=arrow&viztoken=bb6f7091-1e93-4f3c-baaf-fa3f6831cf09&usertag=1daaf574-pygraphistry-0.33.0&splashAfter=1710005565&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",
@@ -4917,7 +4961,7 @@
        "        \n",
        "            <script>\n",
        "                try {\n",
-       "                  $(\"#b28d40d7-b50f-4e2c-837b-38e6fea421a0\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
+       "                  $(\"#481086c4-f97a-4641-b962-0f501ae6c90e\").bind('mousewheel', function(e) { e.preventDefault(); });\n",
        "                } catch (e) { console.error('exn catching scroll', e); }\n",
        "            </script>\n",
        "        "
@@ -4926,7 +4970,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4939,7 +4983,7 @@
     "# 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(R)\n",
+    "edges = nx.to_pandas_edgelist(T)\n",
     "graphistry.register(api=3, username='Vasilije1990', password='Q@HLdgv5SMUsGxy') \n",
     "\n",
     "# Visualize the graph\n",
diff --git a/cognitive_architecture/api/v1/cognify/cognify.py b/cognitive_architecture/api/v1/cognify/cognify.py
new file mode 100644
index 000000000..292ca676b
--- /dev/null
+++ b/cognitive_architecture/api/v1/cognify/cognify.py
@@ -0,0 +1,115 @@
+import asyncio
+import logging
+
+from langchain.prompts import ChatPromptTemplate
+import json
+from langchain.document_loaders import TextLoader
+from langchain.document_loaders import DirectoryLoader
+from langchain.chains import create_extraction_chain
+from langchain.chat_models import ChatOpenAI
+import re
+
+from dotenv import load_dotenv
+import os
+
+# Load environment variables from .env file
+load_dotenv()
+import instructor
+from openai import OpenAI
+
+
+aclient = instructor.patch(OpenAI())
+
+from typing import Optional, List, Type
+from pydantic import BaseModel, Field
+
+from cognitive_architecture.modules.cognify.llm.classify_content import classify_into_categories
+from cognitive_architecture.modules.cognify.llm.content_to_cog_layers import content_to_cog_layers
+from cognitive_architecture.modules.cognify.llm.content_to_propositions import generate_graph
+from cognitive_architecture.shared.data_models import DefaultContentPrediction,  KnowledgeGraph, DefaultCognitiveLayer
+
+
+
+async def cognify():
+    """This function is responsible for the cognitive processing of the content."""
+    # Load the content from the text file
+
+
+    # Classify the content into categories
+    input_article_one = """ In the nicest possible way, Britons have always been a bit silly about animals. “Keeping pets, for the English, is not so much a leisure activity as it is an entire way of life,” wrote the anthropologist Kate Fox in Watching the English, nearly 20 years ago. Our dogs, in particular, have been an acceptable outlet for emotions and impulses we otherwise keep strictly controlled – our latent desire to be demonstratively affectionate, to be silly and chat to strangers. If this seems like an exaggeration, consider the different reactions you’d get if you struck up a conversation with someone in a park with a dog, versus someone on the train.
+
+    Indeed, British society has been set up to accommodate these four-legged ambassadors. In the UK – unlike Australia, say, or New Zealand – dogs are not just permitted on public transport but often openly encouraged. Many pubs and shops display waggish signs, reading, “Dogs welcome, people tolerated”, and have treat jars on their counters. The other day, as I was waiting outside a cafe with a friend’s dog, the barista urged me to bring her inside.
+
+    For years, Britons’ non-partisan passion for animals has been consistent amid dwindling common ground. But lately, rather than bringing out the best in us, our relationship with dogs is increasingly revealing us at our worst – and our supposed “best friends” are paying the price.
+
+    As with so many latent traits in the national psyche, it all came unleashed with the pandemic, when many people thought they might as well make the most of all that time at home and in local parks with a dog. Between 2019 and 2022, the number of pet dogs in the UK rose from about nine million to 13 million. But there’s long been a seasonal surge around this time of year, substantial enough for the Dogs Trust charity to coin its famous slogan back in 1978: “A dog is for life, not just for Christmas.”
+
+    Green spaces, meanwhile, have been steadily declining, and now many of us have returned to the office, just as those “pandemic dogs” are entering their troublesome teens. It’s a combustible combination and we are already seeing the results: the number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.
+
+    At the same time, sites such as Pets4Homes.co.uk are replete with listings for dogs that, their owners accept “with deep regret”, are no longer suited to their lifestyles now that lockdown is over. It may have felt as if it would go on for ever, but was there ever any suggestion it was going to last the average dog’s lifespan of a decade?
+
+    Living beings are being downgraded to mere commodities. You can see it reflected the “designer” breeds currently in fashion, the French bulldogs and pugs that look cute but spend their entire lives in discomfort. American XL bully dogs, now so controversial, are often sought after as a signifier of masculinity: roping an entire other life in service of our egos. Historically, many of Britain’s most popular breeds evolved to hunt vermin, retrieve game, herd, or otherwise do a specific job alongside humans; these days we are breeding and buying them for their aesthetic appeal.
+
+    Underpinning this is a shift to what was long disdained as the “American” approach: treating pets as substitutes for children. In the past in Britain, dogs were treasured on their own terms, for the qualities that made them dogs, and as such, sometimes better than people: their friendliness and trustingness and how they opened up the world for us. They were indulged, certainly – by allowing them on to the sofa or in our beds, for instance, when we’d sworn we never would – but in ways that did not negate or deny their essential otherness.
+
+    Now we have more dogs of such ludicrous proportions, they struggle to function as dogs at all – and we treat them accordingly, indulging them as we would ourselves: by buying unnecessary things. The total spend on pets in the UK has more than doubled in the past decade, reaching nearly £10bn last year. That huge rise has not just come from essentials: figures from the marketing agency Mintel suggest that one in five UK owners like their pet to “keep up with the latest trends” in grooming or, heaven forbid, outfits.
+
+    These days pet “boutiques” – like the one that recently opened on my street in Norwich, selling “cold-pressed” dog treats, “paw and nose balms” and spa services – are a widespread sign of gentrification. But it’s not just wealthier areas: this summer in Great Yarmouth, one of the most deprived towns in the country, I noticed seaside stalls selling not one but two brands of ice-cream for dogs.
+
+    It suggests dog-lovers have become untethered from their companions’ desires, let alone their needs. Let’s be honest: most dogs would be thrilled to bits to be eating a paper bag, or even their own faeces. And although they are certainly delighted by ice-cream, they don’t need it. But the ways we ourselves find solace – in consumption, by indulging our simian “treat brain” with things that we don’t need and/or aren’t good for us – we have simply extended to our pets.
+
+    It’s hard not to see the rise in dog-friendly restaurants, cinema screenings and even churches as similar to the ludicrous expenditure: a way to placate the two-legged being on the end of the lead (regardless of the experience of others in the vicinity).
+
+    Meanwhile, many dogs suffer daily deprivation, their worlds made small and monotonous by our busy modern schedules. These are social animals: it’s not natural for them to live without other dogs, let alone in an empty house for eight hours a day, Monday to Friday. If we are besieged by badly behaved dogs, the cause isn’t hard to pinpoint. Many behavioural problems can be alleviated and even addressed by sufficient exercise, supervision and consistent routines, but instead of organising our lives so that our pets may thrive, we show our love with a Halloween-themed cookie, or a new outfit for Instagram likes.
+
+    It’s easy to forget that we are sharing our homes with a descendant of the wolf when it is dressed in sheep’s clothing; but the more we learn about animals, the clearer it becomes that our treatment of them, simultaneously adoring and alienated, means they are leading strange, unsatisfying simulacra of the lives they ought to lead.
+
+    But for as long as we choose to share our lives with pets, the bar should be the same as for any relationship we value: being prepared to make sacrifices for their wellbeing, prioritising quality time and care, and loving them as they are – not for how they reflect on us, or how we’d like them to be.
+
+
+    """
+    required_layers_one = await classify_into_categories(input_article_one, "classify_content.txt",
+                                                         DefaultContentPrediction)
+
+    def transform_dict(original):
+        # Extract the first subclass from the list (assuming there could be more)
+        subclass_enum = original['label']['subclass'][0]
+
+        # The data type is derived from 'type' and converted to lowercase
+        data_type = original['label']['type'].lower()
+
+        # The context name is the name of the Enum member (e.g., 'NEWS_STORIES')
+        context_name = subclass_enum.name.replace('_', ' ').title()
+
+        # The layer name is the value of the Enum member (e.g., 'News stories and blog posts')
+        layer_name = subclass_enum.value
+
+        # Construct the new dictionary
+        new_dict = {
+            'data_type': data_type,
+            'context_name': data_type.upper(),  # llm context classification
+            'layer_name': layer_name  # llm layer classification
+        }
+
+        return new_dict
+
+    # Transform the original dictionary
+    transformed_dict_1 = transform_dict(required_layers_one.dict())
+    cognitive_layers_one = await content_to_cog_layers("generate_cog_layers.txt", transformed_dict_1,
+                                                       response_model=DefaultCognitiveLayer)
+    cognitive_layers_one = [layer_subgroup.name for layer_subgroup in cognitive_layers_one.cognitive_layers]
+
+    async def generate_graphs_for_all_layers(text_input: str, layers: List[str], response_model: Type[BaseModel]):
+        tasks = [generate_graph(text_input, "generate_graph_prompt.txt", {'layer': layer}, response_model) for layer in
+                 layers]
+        return await asyncio.gather(*tasks)
+
+    # Execute the async function and print results for each set of layers
+    async def async_graph_per_layer(text_input: str, cognitive_layers: List[str]):
+        graphs = await generate_graphs_for_all_layers(text_input, cognitive_layers, KnowledgeGraph)
+        # for layer, graph in zip(cognitive_layers, graphs):
+        #     print(f"{layer}: {graph}")
+        return graphs
+
+    # Run the async function for each set of cognitive layers
+    layer_1_graph = await async_graph_per_layer(input_article_one, cognitive_layers_one)
\ No newline at end of file
diff --git a/cognitive_architecture/modules/cognify/graph/add_classification_nodes.py b/cognitive_architecture/modules/cognify/graph/add_classification_nodes.py
new file mode 100644
index 000000000..1c498da87
--- /dev/null
+++ b/cognitive_architecture/modules/cognify/graph/add_classification_nodes.py
@@ -0,0 +1,48 @@
+""" Here we update semantic graph with content that classifier produced"""
+from datetime import datetime
+from enum import Enum, auto
+from typing import Type, Optional, Any
+from pydantic import BaseModel
+from cognitive_architecture.infrastructure.databases.graph.get_graph_client import get_graph_client
+from cognitive_architecture.shared.data_models import GraphDBType, DefaultGraphModel, Document, DocumentType, Category, Relationship, UserProperties, UserLocation
+
+
+def add_classification_nodes(G, id, classification_data):
+    context = classification_data['context_name']
+    layer = classification_data['layer_name']
+
+    # Create the layer classification node ID using the context_name
+    layer_classification_node_id = f'LLM_LAYER_CLASSIFICATION:{context}:{id}'
+
+    # Add the node to the graph, unpacking the node data from the dictionary
+    G.add_node(layer_classification_node_id, **classification_data)
+
+    # Link this node to the corresponding document node
+    G.add_edge(id, layer_classification_node_id, relationship='classified_as')
+
+    # Create the detailed classification node ID using the context_name
+    detailed_classification_node_id = f'LLM_CLASSIFICATION:LAYER:{layer}:{id}'
+
+    # Add the detailed classification node, reusing the same node data
+    G.add_node(detailed_classification_node_id, **classification_data)
+
+    # Link the detailed classification node to the layer classification node
+    G.add_edge(layer_classification_node_id, detailed_classification_node_id, relationship='contains_analysis')
+    return G
+
+
+
+
+
+if __name__ == "__main__":
+    import asyncio
+
+    # Assuming all necessary imports and GraphDBType, get_graph_client, Document, DocumentType, etc. are defined
+
+    # Initialize the graph client
+    graph_client = get_graph_client(GraphDBType.NETWORKX)
+
+
+    G = asyncio.run(add_classification_nodes(graph_client, 'document_id', {'data_type': 'text',
+ 'context_name': 'TEXT',
+ 'layer_name': 'Articles, essays, and reports'}))
\ No newline at end of file
diff --git a/cognitive_architecture/modules/cognify/graph/add_propositions.py b/cognitive_architecture/modules/cognify/graph/add_propositions.py
new file mode 100644
index 000000000..d64f347e5
--- /dev/null
+++ b/cognitive_architecture/modules/cognify/graph/add_propositions.py
@@ -0,0 +1,97 @@
+""" Here we update semantic graph with content that classifier produced"""
+import uuid
+from datetime import datetime
+from enum import Enum, auto
+from typing import Type, Optional, Any
+from pydantic import BaseModel
+from cognitive_architecture.infrastructure.databases.graph.get_graph_client import get_graph_client
+from cognitive_architecture.shared.data_models import GraphDBType, DefaultGraphModel, Document, DocumentType, Category, Relationship, UserProperties, UserLocation
+
+
+def add_propositions(G, category_name, subclass_content, layer_description, new_data, layer_uuid,
+                             layer_decomposition_uuid):
+    """ Add nodes and edges to the graph for the given LLM knowledge graph and the layer"""
+
+    # Find the node ID for the subclass within the category
+    G.load_graph_from_file()
+    G = graph_client.graph
+    subclass_node_id = None
+    for node, data in G.nodes(data=True):
+        if subclass_content in node:
+            subclass_node_id = node
+
+            print(subclass_node_id)
+
+    if not subclass_node_id:
+        print(f"Subclass '{subclass_content}' under category '{category_name}' not found in the graph.")
+        return G
+
+    # Mapping from old node IDs to new node IDs
+    node_id_mapping = {}
+
+    # Add nodes from the Pydantic object
+    for node in new_data.nodes:
+        unique_node_id = uuid.uuid4()
+        new_node_id = f"{node.description} - {str(layer_uuid)}  - {str(layer_decomposition_uuid)} - {str(unique_node_id)}"
+        G.add_node(new_node_id,
+                   created_at=datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+                   updated_at=datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+                   description=node.description,
+                   category=node.category,
+                   memory_type=node.memory_type,
+                   layer_uuid=str(layer_uuid),
+                   layer_description=str(layer_description),
+                   layer_decomposition_uuid=str(layer_decomposition_uuid),
+                   id=str(unique_node_id),
+                   type='detail')
+        G.add_edge(subclass_node_id, new_node_id, relationship='detail')
+
+        # Store the mapping from old node ID to new node ID
+        node_id_mapping[node.id] = new_node_id
+
+    # Add edges from the Pydantic object using the new node IDs
+    for edge in new_data.edges:
+        # Use the mapping to get the new node IDs
+        source_node_id = node_id_mapping.get(edge.source)
+        target_node_id = node_id_mapping.get(edge.target)
+
+        if source_node_id and target_node_id:
+            G.add_edge(source_node_id, target_node_id, description=edge.description, relationship='relation')
+        else:
+            print(f"Could not find mapping for edge from {edge.source} to {edge.target}")
+
+    return G
+
+
+
+
+if __name__ == "__main__":
+    import asyncio
+
+    # Assuming all necessary imports and GraphDBType, get_graph_client, Document, DocumentType, etc. are defined
+
+    # Initialize the graph client
+    graph_client = get_graph_client(GraphDBType.NETWORKX)
+    G = asyncio.run(add_propositions(graph_client, 'category_name', 'subclass_content', 'layer_description', 'new_data', 'layer_uuid',
+                             'layer_decomposition_uuid'))
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+if __name__ == "__main__":
+    import asyncio
+
+    # Assuming all necessary imports and GraphDBType, get_graph_client, Document, DocumentType, etc. are defined
+
+    # Initialize the graph client
+    graph_client = get_graph_client(GraphDBType.NETWORKX)
diff --git a/cognitive_architecture/modules/cognify/graph/create.py b/cognitive_architecture/modules/cognify/graph/create.py
new file mode 100644
index 000000000..387aa0977
--- /dev/null
+++ b/cognitive_architecture/modules/cognify/graph/create.py
@@ -0,0 +1,209 @@
+""" This module is responsible for creating a semantic graph """
+from datetime import datetime
+from enum import Enum, auto
+from typing import Type, Optional, Any
+from pydantic import BaseModel
+from cognitive_architecture.infrastructure.databases.graph.get_graph_client import get_graph_client
+from cognitive_architecture.shared.data_models import GraphDBType, DefaultGraphModel, Document, DocumentType, Category, Relationship, UserProperties, UserLocation
+
+
+
+
+async def generate_node_id(instance: BaseModel) -> str:
+    for field in ['id', 'doc_id', 'location_id', 'type_id']:
+        if hasattr(instance, field):
+            return f"{instance.__class__.__name__}:{getattr(instance, field)}"
+    return f"{instance.__class__.__name__}:default"
+async def add_node_and_edge(client, parent_id: Optional[str], node_id: str, node_data: dict, relationship_data: dict):
+    await client.add_node(node_id, **node_data)  # Add the current node with its data
+    if parent_id:
+        # Add an edge between the parent node and the current node with the correct relationship data
+        await client.add_edge(parent_id, node_id, **relationship_data)
+
+
+async def process_attribute(G, parent_id: Optional[str], attribute: str, value: Any):
+    if isinstance(value, BaseModel):
+        node_id = await generate_node_id(value)
+        node_data = value.dict(exclude={'default_relationship'})
+        # Use the specified default relationship for the edge between the parent node and the current node
+        relationship_data = value.default_relationship.dict() if hasattr(value, 'default_relationship') else {}
+        await add_node_and_edge(G, parent_id, node_id, node_data, relationship_data)
+
+        # Recursively process nested attributes to ensure all nodes and relationships are added to the graph
+        for sub_attr, sub_val in value.__dict__.items():  # Access attributes and their values directly
+            await process_attribute(G, node_id, sub_attr, sub_val)
+
+    elif isinstance(value, list) and all(isinstance(item, BaseModel) for item in value):
+        # For lists of BaseModel instances, process each item in the list
+        for item in value:
+            await process_attribute(G, parent_id, attribute, item)
+
+async def create_dynamic(graph_model, client) :
+    await client.load_graph_from_file()
+    root_id = await generate_node_id(graph_model)
+    node_data = graph_model.dict(exclude={'default_relationship', 'id'})
+    print(node_data)
+    await client.add_node(root_id, **node_data)
+
+    for attribute_name, attribute_value in graph_model:
+        await process_attribute(client, root_id, attribute_name, attribute_value)
+
+    return client
+
+
+async def create_semantic_graph(graph_model_instance, graph_client):
+    await graph_client.load_graph_from_file()
+
+    # Dynamic graph creation based on the provided graph model instance
+    G = await create_dynamic(graph_model_instance, graph_client)
+
+    # Example of adding a node and saving the graph can be demonstrated in the __main__ section or in tests
+
+    return G
+
+if __name__ == "__main__":
+    import asyncio
+
+    # Assuming all necessary imports and GraphDBType, get_graph_client, Document, DocumentType, etc. are defined
+
+    # Initialize the graph client
+    graph_client = get_graph_client(GraphDBType.NETWORKX)
+
+    # Define a GraphModel instance with example data
+    graph_model_instance = DefaultGraphModel(
+        id="user123",
+        documents=[
+            Document(
+                doc_id="doc1",
+                title="Document 1",
+                summary="Summary of Document 1",
+                content_id="content_id_for_doc1",
+                doc_type=DocumentType(type_id="PDF", description="Portable Document Format"),
+                categories=[
+                    Category(category_id="finance", name="Finance", default_relationship=Relationship(type="belongs_to")),
+                    Category(category_id="tech", name="Technology", default_relationship=Relationship(type="belongs_to"))
+                ],
+                default_relationship=Relationship(type='has_document')
+            ),
+            Document(
+                doc_id="doc2",
+                title="Document 2",
+                summary="Summary of Document 2",
+                content_id="content_id_for_doc2",
+                doc_type=DocumentType(type_id="TXT", description="Text File"),
+                categories=[
+                    Category(category_id="health", name="Health", default_relationship=Relationship(type="belongs_to")),
+                    Category(category_id="wellness", name="Wellness", default_relationship=Relationship(type="belongs_to"))
+                ],
+                default_relationship=Relationship(type='has_document')
+            )
+        ],
+        user_properties=UserProperties(
+            custom_properties={"age": "30"},
+            location=UserLocation(location_id="ny", description="New York", default_relationship=Relationship(type='located_in'))
+        ),
+        default_fields={
+            'created_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+            'updated_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+        }
+    )
+
+    # Run the graph creation asynchronously
+    G = asyncio.run(create_semantic_graph(graph_model_instance, graph_client))
+
+    # Optionally, here you can add more nodes, edges, or perform other operations on the graph G
+
+# async def create_semantic_graph(
+# ):
+#     graph_type = GraphDBType.NETWORKX
+#
+#     # Call the get_graph_client function with the selected graph type
+#     graph_client = get_graph_client(graph_type)
+#
+#     print(graph_client)
+#
+#     await graph_client.load_graph_from_file()
+#     #
+#     #
+#     #
+#     # b = await graph_client.add_node("23ds",     {
+#     #     'username': 'exampleUser',
+#     #     'email': 'user@example.com'
+#     # })
+#     #
+#     # await graph_client.save_graph_to_file(b)
+#     graph_model_instance = DefaultGraphModel(
+#         id="user123",
+#         documents=[
+#             Document(
+#                 doc_id="doc1",
+#                 title="Document 1",
+#                 summary="Summary of Document 1",
+#                 content_id="content_id_for_doc1",  # Assuming external content storage ID
+#                 doc_type=DocumentType(type_id="PDF", description="Portable Document Format"),
+#                 categories=[
+#                     Category(category_id="finance", name="Finance",
+#                              default_relationship=Relationship(type="belongs_to")),
+#                     Category(category_id="tech", name="Technology",
+#                              default_relationship=Relationship(type="belongs_to"))
+#                 ],
+#                 default_relationship=Relationship(type='has_document')
+#             ),
+#             Document(
+#                 doc_id="doc2",
+#                 title="Document 2",
+#                 summary="Summary of Document 2",
+#                 content_id="content_id_for_doc2",
+#                 doc_type=DocumentType(type_id="TXT", description="Text File"),
+#                 categories=[
+#                     Category(category_id="health", name="Health", default_relationship=Relationship(type="belongs_to")),
+#                     Category(category_id="wellness", name="Wellness",
+#                              default_relationship=Relationship(type="belongs_to"))
+#                 ],
+#                 default_relationship=Relationship(type='has_document')
+#             )
+#         ],
+#         user_properties=UserProperties(
+#             custom_properties={"age": "30"},
+#             location=UserLocation(location_id="ny", description="New York",
+#                                   default_relationship=Relationship(type='located_in'))
+#         ),
+#         default_fields={
+#             'created_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
+#             'updated_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+#         }
+#     )
+#
+#     G = await create_dynamic(graph_model_instance, graph_client)
+#
+#     # print("Nodes and their data:")
+#     # for node, data in G.graph.nodes(data=True):
+#     #     print(node, data)
+#     #
+#     # # Print edges with their data
+#     # print("\nEdges and their data:")
+#     # for source, target, data in G.graph.edges(data=True):
+#     #     print(f"{source} -> {target} {data}")
+#     # print(G)
+#
+#
+#
+#
+#
+#
+#
+#
+#
+#
+#     # return await graph_client.create( user_id = user_id, custom_user_properties=custom_user_properties, required_layers=required_layers, default_fields=default_fields, existing_graph=existing_graph)
+#
+#
+# if __name__ == "__main__":
+#     import asyncio
+#
+#     user_id = 'user123'
+#     custom_user_properties = {
+#         'username': 'exampleUser',
+#         'email': 'user@example.com'
+#     }
+#     asyncio.run(create_semantic_graph())
\ No newline at end of file
diff --git a/cognitive_architecture/modules/cognify/graph/create_semantic_graph.py b/cognitive_architecture/modules/cognify/graph/create_semantic_graph.py
deleted file mode 100644
index 1992f97cd..000000000
--- a/cognitive_architecture/modules/cognify/graph/create_semantic_graph.py
+++ /dev/null
@@ -1,146 +0,0 @@
-""" This module is responsible for creating a semantic graph """
-from datetime import datetime
-from enum import Enum, auto
-from typing import Type, Optional, Any
-from pydantic import BaseModel
-from cognitive_architecture.infrastructure.databases.graph.get_graph_client import get_graph_client
-from cognitive_architecture.shared.data_models import GraphDBType, DefaultGraphModel, Document, DocumentType, Category, Relationship, UserProperties, UserLocation
-
-
-
-
-async def generate_node_id(instance: BaseModel) -> str:
-    for field in ['id', 'doc_id', 'location_id', 'type_id']:
-        if hasattr(instance, field):
-            return f"{instance.__class__.__name__}:{getattr(instance, field)}"
-    return f"{instance.__class__.__name__}:default"
-async def add_node_and_edge(client, parent_id: Optional[str], node_id: str, node_data: dict, relationship_data: dict):
-    await client.add_node(node_id, **node_data)  # Add the current node with its data
-    if parent_id:
-        # Add an edge between the parent node and the current node with the correct relationship data
-        await client.add_edge(parent_id, node_id, **relationship_data)
-
-
-async def process_attribute(G, parent_id: Optional[str], attribute: str, value: Any):
-    if isinstance(value, BaseModel):
-        node_id = await generate_node_id(value)
-        node_data = value.dict(exclude={'default_relationship'})
-        # Use the specified default relationship for the edge between the parent node and the current node
-        relationship_data = value.default_relationship.dict() if hasattr(value, 'default_relationship') else {}
-        await add_node_and_edge(G, parent_id, node_id, node_data, relationship_data)
-
-        # Recursively process nested attributes to ensure all nodes and relationships are added to the graph
-        for sub_attr, sub_val in value.__dict__.items():  # Access attributes and their values directly
-            await process_attribute(G, node_id, sub_attr, sub_val)
-
-    elif isinstance(value, list) and all(isinstance(item, BaseModel) for item in value):
-        # For lists of BaseModel instances, process each item in the list
-        for item in value:
-            await process_attribute(G, parent_id, attribute, item)
-
-async def create_dynamic(graph_model, client) :
-    await client.load_graph_from_file()
-    root_id = await generate_node_id(graph_model)
-    node_data = graph_model.dict(exclude={'default_relationship', 'id'})
-    print(node_data)
-    await client.add_node(root_id, **node_data)
-
-    for attribute_name, attribute_value in graph_model:
-        await process_attribute(client, root_id, attribute_name, attribute_value)
-
-    return client
-
-async def create_semantic_graph(
-):
-    graph_type = GraphDBType.NETWORKX
-
-    # Call the get_graph_client function with the selected graph type
-    graph_client = get_graph_client(graph_type)
-
-    print(graph_client)
-
-    await graph_client.load_graph_from_file()
-    #
-    #
-    #
-    # b = await graph_client.add_node("23ds",     {
-    #     'username': 'exampleUser',
-    #     'email': 'user@example.com'
-    # })
-    #
-    # await graph_client.save_graph_to_file(b)
-    graph_model_instance = DefaultGraphModel(
-        id="user123",
-        documents=[
-            Document(
-                doc_id="doc1",
-                title="Document 1",
-                summary="Summary of Document 1",
-                content_id="content_id_for_doc1",  # Assuming external content storage ID
-                doc_type=DocumentType(type_id="PDF", description="Portable Document Format"),
-                categories=[
-                    Category(category_id="finance", name="Finance",
-                             default_relationship=Relationship(type="belongs_to")),
-                    Category(category_id="tech", name="Technology",
-                             default_relationship=Relationship(type="belongs_to"))
-                ],
-                default_relationship=Relationship(type='has_document')
-            ),
-            Document(
-                doc_id="doc2",
-                title="Document 2",
-                summary="Summary of Document 2",
-                content_id="content_id_for_doc2",
-                doc_type=DocumentType(type_id="TXT", description="Text File"),
-                categories=[
-                    Category(category_id="health", name="Health", default_relationship=Relationship(type="belongs_to")),
-                    Category(category_id="wellness", name="Wellness",
-                             default_relationship=Relationship(type="belongs_to"))
-                ],
-                default_relationship=Relationship(type='has_document')
-            )
-        ],
-        user_properties=UserProperties(
-            custom_properties={"age": "30"},
-            location=UserLocation(location_id="ny", description="New York",
-                                  default_relationship=Relationship(type='located_in'))
-        ),
-        default_fields={
-            'created_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
-            'updated_at': datetime.now().strftime("%Y-%m-%d %H:%M:%S")
-        }
-    )
-
-    G = await create_dynamic(graph_model_instance, graph_client)
-
-    # print("Nodes and their data:")
-    # for node, data in G.graph.nodes(data=True):
-    #     print(node, data)
-    #
-    # # Print edges with their data
-    # print("\nEdges and their data:")
-    # for source, target, data in G.graph.edges(data=True):
-    #     print(f"{source} -> {target} {data}")
-    # print(G)
-
-
-
-
-
-
-
-
-
-
-    # return await graph_client.create( user_id = user_id, custom_user_properties=custom_user_properties, required_layers=required_layers, default_fields=default_fields, existing_graph=existing_graph)
-
-
-if __name__ == "__main__":
-    import asyncio
-
-    user_id = 'user123'
-    custom_user_properties = {
-        'username': 'exampleUser',
-        'email': 'user@example.com'
-    }
-    asyncio.run(create_semantic_graph())
\ No newline at end of file