From cfd59319929f5723bc09a44a2ea78c2f8e5cebab Mon Sep 17 00:00:00 2001 From: Vasilije <8619304+Vasilije1990@users.noreply.github.com> Date: Wed, 28 Feb 2024 15:21:09 +0100 Subject: [PATCH] Updated the graphs, added ids, made sure they are propagated among categories --- Demo_graph.ipynb | 2055 ++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 1998 insertions(+), 57 deletions(-) diff --git a/Demo_graph.ipynb b/Demo_graph.ipynb index 2143f9f80..f994f002b 100644 --- a/Demo_graph.ipynb +++ b/Demo_graph.ipynb @@ -950,7 +950,7 @@ "metadata": {}, "outputs": [], "source": [ - "G = None" + "# G = None" ] }, { @@ -1216,7 +1216,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 302, "id": "7f1cde10-3d83-4800-9ef4-f8eaa39cf772", "metadata": {}, "outputs": [ @@ -1226,7 +1226,7 @@ "CognitiveCategory(name='Natural Language Text', cognitive_subgroups=[CognitiveLayerSubgroup(id=1, name='News stories and blog posts', data_type='TEXT')])" ] }, - "execution_count": 275, + "execution_count": 302, "metadata": {}, "output_type": "execute_result" } @@ -1361,20 +1361,12 @@ }, { "cell_type": "code", - "execution_count": 286, + "execution_count": 315, "id": "187f4220-45b1-43cc-9ab3-1e51264544c5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[('user123', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'username': 'exampleUser', 'email': 'user@example.com'}), ('Temporal', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Temporal:Historical events', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Historical events'}), ('Temporal:Schedules and timelines', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Schedules and timelines'}), ('Positional', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Positional:Geographical locations', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Geographical locations'}), ('Positional:Spatial data', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Spatial data'}), ('Propositions', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Propositions:Hypotheses and theories', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Hypotheses and theories'}), ('Propositions:Claims and arguments', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'Claims and arguments'}), ('Personalization', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Personalization:User preferences', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User preferences'}), ('Personalization:User information', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'User information'}), ('Natural Language Text', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'category'}), ('Natural Language Text:News stories and blog posts', {'created_at': '2024-02-28 10:24:56', 'updated_at': '2024-02-28 10:24:56', 'type': 'subclass', 'content': 'News stories and blog posts'}), ('Natural Language Text:Personal narratives and stories', {'created_at': '2024-02-28 10:25:37', 'updated_at': '2024-02-28 10:25:37', 'type': 'subclass', 'content': 'Personal narratives and stories'}), ('In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 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it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '0915d7f3-9a6d-4461-af9d-d222079dd52d', 'type': 'detail'}), ('The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022 - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '41a19992-d932-47c3-b1dc-41c4e673ab43', 'type': 'detail'}), ('England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - d1704ce5-2445-45f4-bce8-ed05c9c6510b', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'd1704ce5-2445-45f4-bce8-ed05c9c6510b', 'type': 'detail'}), (\"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 77b1e1f5-db9b-4c19-ac0a-97fb2bd090a7\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '77b1e1f5-db9b-4c19-ac0a-97fb2bd090a7', 'type': 'detail'}), (\"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 5a0bee38-ea59-4abc-9032-8d3f660db693\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '5a0bee38-ea59-4abc-9032-8d3f660db693', 'type': 'detail'}), ('Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 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genuine needs or desires, indicative of human emotional solace through consumption', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'd172a48a-3ad5-43ee-a411-b7943f1472ed', 'type': 'detail'}), ('Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - dd1d5879-611f-4088-8eff-7aebd0f8cf08', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': 'dd1d5879-611f-4088-8eff-7aebd0f8cf08', 'type': 'detail'}), (\"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 4e08093e-82c9-4b5e-b2b7-a4fae6a6d99b\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06', 'id': '4e08093e-82c9-4b5e-b2b7-a4fae6a6d99b', 'type': 'detail'}), (\"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English' - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 58d00df2-55d0-4bd2-9d92-3512781cc30f\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\", 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '58d00df2-55d0-4bd2-9d92-3512781cc30f', 'type': 'detail'}), ('Dogs serve as an outlet for emotions and social engagement for Britons - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - b953008f-7c73-4905-8ff6-9422805ffe6b', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Dogs serve as an outlet for emotions and social engagement for Britons', 'category': 'concept', 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92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - b493bd53-614b-4c2e-9f69-90f028c91ee8', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Despite societal changes, the passion for animals in the UK has been consistent', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': 'b493bd53-614b-4c2e-9f69-90f028c91ee8', 'type': 'detail'}), ('The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 238ce1ad-150b-4c63-b6bf-abe0447451e4', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '238ce1ad-150b-4c63-b6bf-abe0447451e4', 'type': 'detail'}), (\"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 5fb703b5-e74a-48bb-a0a0-8e93aa9b4cf5\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\", 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '5fb703b5-e74a-48bb-a0a0-8e93aa9b4cf5', 'type': 'detail'}), ('The number of dog attacks in England and Wales saw a significant rise - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 77800bae-9709-4111-a75c-349b791ee70e', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The number of dog attacks in England and Wales saw a significant rise', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b', 'id': '77800bae-9709-4111-a75c-349b791ee70e', 'type': 'detail'}), (\"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds - 08b965ee-470a-4133-979b-0003edef15d0 - 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b - 41668990-dd09-4ac4-b46e-e8c372b9600b\", {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\", 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 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10:30:06', 'description': 'Kate Fox, an anthropologist who wrote about the English way of life with pets.', 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '13487310-dca7-4d9c-b90a-3a9dae578b1c', 'type': 'detail'}), ('Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - e03ba3cf-411c-4fb9-b1fe-eb16386ccc85', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'e03ba3cf-411c-4fb9-b1fe-eb16386ccc85', 'type': 'detail'}), ('In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - b347cf77-1859-4490-aa44-7ae3367a671d', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.', 'category': 'socialNorm', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'b347cf77-1859-4490-aa44-7ae3367a671d', 'type': 'detail'}), ('The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - cae144c9-020f-4463-a8dd-897b28bbdd08', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'The number 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('Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 051e310a-e51b-4e97-b846-8516ce2f5601', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '051e310a-e51b-4e97-b846-8516ce2f5601', 'type': 'detail'}), ('Controversial American XL bully dogs are sought after as a signifier of masculinity. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - fee9272b-5065-4f77-8fb2-fd12e9171cc5', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Controversial American XL bully dogs are sought after as a signifier of masculinity.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'fee9272b-5065-4f77-8fb2-fd12e9171cc5', 'type': 'detail'}), ('Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 7f213aae-feb2-4d03-b15c-ce410ebaf9ab', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.', 'category': 'culturalShift', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': '7f213aae-feb2-4d03-b15c-ce410ebaf9ab', 'type': 'detail'}), ('Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - c5222cd6-2358-4a35-9dcc-45d14029d03e', {'created_at': '2024-02-28 10:30:06', 'updated_at': '2024-02-28 10:30:06', 'description': 'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.', 'category': 'economicData', 'memory_type': 'semantic', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': 'b40f5ed5-45cf-43f5-902c-d4928743f8fd', 'id': 'c5222cd6-2358-4a35-9dcc-45d14029d03e', 'type': 'detail'}), ('Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves. - 08b965ee-470a-4133-979b-0003edef15d0 - b40f5ed5-45cf-43f5-902c-d4928743f8fd - 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facilitating affection and sociability', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'd7b5b0ee-7fbe-4065-b09c-c0a38efef1bb', 'type': 'detail'}), (\"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - c4c5ad12-1d14-4c13-a6ea-8b0a53e3879c\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'c4c5ad12-1d14-4c13-a6ea-8b0a53e3879c', 'type': 'detail'}), ('Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - b1abfc01-dd15-4637-b872-9852666f0fa3', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'b1abfc01-dd15-4637-b872-9852666f0fa3', 'type': 'detail'}), ('The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022 - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 31bf1fcd-1b58-4402-aa51-66f9a5ae09e9', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022', 'category': 'Events', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '31bf1fcd-1b58-4402-aa51-66f9a5ae09e9', 'type': 'detail'}), ('England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 3c6e91ac-a064-4cdc-a77e-7ee289c441bb', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'England and Wales saw a significant increase in dog attacks between 2018 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trends and luxury items - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 13ba943f-07a3-474f-9b55-78db5e2e74e6', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '13ba943f-07a3-474f-9b55-78db5e2e74e6', 'type': 'detail'}), ('Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - e608012f-d173-4a7b-bd31-fd226de4eb34', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'e608012f-d173-4a7b-bd31-fd226de4eb34', 'type': 'detail'}), ('Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - a3094d0e-58e7-4017-bfc5-532b8d9cf427', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences', 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': 'a3094d0e-58e7-4017-bfc5-532b8d9cf427', 'type': 'detail'}), (\"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection - 380ae041-a5e2-4057-a310-4442bb36b1a1 - 771e3cc9-fb2f-422e-a8f8-e067d6b44e34 - 825f13c6-6e45-4100-bf99-4f69645d621a\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\", 'category': 'Cultural Practices', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': '771e3cc9-fb2f-422e-a8f8-e067d6b44e34', 'id': '825f13c6-6e45-4100-bf99-4f69645d621a', 'type': 'detail'}), (\"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English' - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 28b94ef3-29ca-48f7-9d9c-c338590cce80\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\", 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '28b94ef3-29ca-48f7-9d9c-c338590cce80', 'type': 'detail'}), ('Dogs serve as an outlet for emotions and social engagement for Britons - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - e50d2bc9-1743-4dd2-a300-c3e5a6214099', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Dogs serve as an outlet for emotions and social engagement for Britons', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'e50d2bc9-1743-4dd2-a300-c3e5a6214099', 'type': 'detail'}), ('In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - a2164a17-65e6-4820-a336-ffc162db2c74', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'a2164a17-65e6-4820-a336-ffc162db2c74', 'type': 'detail'}), ('Despite societal changes, the passion for animals in the UK has been consistent - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - a5049ead-4319-4e5f-b852-c3b4a635c697', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Despite societal changes, the passion for animals in the UK has been consistent', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'a5049ead-4319-4e5f-b852-c3b4a635c697', 'type': 'detail'}), ('The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 1f85ed11-a1b8-4095-bc6f-33199c5de563', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '1f85ed11-a1b8-4095-bc6f-33199c5de563', 'type': 'detail'}), (\"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 5128daed-0331-4f92-b70a-97717d8f2982\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\", 'category': 'entity', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '5128daed-0331-4f92-b70a-97717d8f2982', 'type': 'detail'}), ('The number of dog attacks in England and Wales saw a significant rise - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 2f175c88-0082-41af-86fa-e24672fbf7b1', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The number of dog attacks in England and Wales saw a significant rise', 'category': 'event', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '2f175c88-0082-41af-86fa-e24672fbf7b1', 'type': 'detail'}), (\"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - d6913e37-0a2d-42bc-a25b-9269c66d096c\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': \"Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\", 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': 'd6913e37-0a2d-42bc-a25b-9269c66d096c', 'type': 'detail'}), ('Consumer spending on pets in the UK has increased, extending to non-essential items and services - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 9e636e69-898d-47c8-9780-58644766fd4e', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Consumer spending on pets in the UK has increased, extending to non-essential items and services', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '9e636e69-898d-47c8-9780-58644766fd4e', 'type': 'detail'}), ('Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 5a20b86e-f42a-49d4-aa52-04ee367fa541', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '5a20b86e-f42a-49d4-aa52-04ee367fa541', 'type': 'detail'}), ('Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners - 380ae041-a5e2-4057-a310-4442bb36b1a1 - f3b1dd35-0640-40a0-a664-fb037aeb43c7 - 852c1ef3-9488-42d1-9d5c-ca3835b4429d', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners', 'category': 'concept', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'f3b1dd35-0640-40a0-a664-fb037aeb43c7', 'id': '852c1ef3-9488-42d1-9d5c-ca3835b4429d', 'type': 'detail'}), ('Britons have a significant and emotional connection with animals, particularly dogs. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - a00ab56e-c7d2-456f-8639-940e77191f6e', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Britons have a significant and emotional connection with animals, particularly dogs.', 'category': 'culturalTrait', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'a00ab56e-c7d2-456f-8639-940e77191f6e', 'type': 'detail'}), ('Kate Fox, an anthropologist who wrote about the English way of life with pets. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 587bef07-1999-44d8-a061-61615622559f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Kate Fox, an anthropologist who wrote about the English way of life with pets.', 'category': 'person', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '587bef07-1999-44d8-a061-61615622559f', 'type': 'detail'}), ('Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 0647c492-a445-4e35-b428-97a0a558655f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '0647c492-a445-4e35-b428-97a0a558655f', 'type': 'detail'}), ('In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 71843af8-14e0-4d92-97e6-01a0efd6dc33', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.', 'category': 'socialNorm', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '71843af8-14e0-4d92-97e6-01a0efd6dc33', 'type': 'detail'}), ('The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 36bdc9cf-bcab-4328-8e84-c41132afb2bc', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.', 'category': 'statistic', 'memory_type': 'episodic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '36bdc9cf-bcab-4328-8e84-c41132afb2bc', 'type': 'detail'}), ('Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - ac9a7da4-9b7c-476e-be55-7d358a09ac89', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.', 'category': 'issue', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'ac9a7da4-9b7c-476e-be55-7d358a09ac89', 'type': 'detail'}), ('Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 8cd9795d-9bb5-4e2f-85b1-f7404b368ded', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '8cd9795d-9bb5-4e2f-85b1-f7404b368ded', 'type': 'detail'}), ('Controversial American XL bully dogs are sought after as a signifier of masculinity. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 3b0343f8-4b46-44ad-bd5b-6416c3d1bd69', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Controversial American XL bully dogs are sought after as a signifier of masculinity.', 'category': 'trend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '3b0343f8-4b46-44ad-bd5b-6416c3d1bd69', 'type': 'detail'}), ('Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - af7d8c20-f65a-4f54-b66a-25914ecd482f', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.', 'category': 'culturalShift', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'af7d8c20-f65a-4f54-b66a-25914ecd482f', 'type': 'detail'}), ('Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - 00d5a220-53f4-4025-b498-c1aa5e3a01ec', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.', 'category': 'economicData', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': '00d5a220-53f4-4025-b498-c1aa5e3a01ec', 'type': 'detail'}), ('Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - cde52305-bf4c-4363-9c65-69c9ce85a130', {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 'Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.', 'category': 'socialTrend', 'memory_type': 'semantic', 'layer_uuid': '380ae041-a5e2-4057-a310-4442bb36b1a1', 'layer_decomposition_uuid': 'e81660f7-b9a2-4266-a468-404a49b05888', 'id': 'cde52305-bf4c-4363-9c65-69c9ce85a130', 'type': 'detail'}), (\"Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules. - 380ae041-a5e2-4057-a310-4442bb36b1a1 - e81660f7-b9a2-4266-a468-404a49b05888 - a9f9c262-0375-4679-a888-1e0ee7ae3f82\", {'created_at': '2024-02-28 10:30:27', 'updated_at': '2024-02-28 10:30:27', 'description': 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{}, + "outputs": [], + "source": [ + "# descriptions = []\n", + "# for node_id, attributes in R.nodes(data=True):\n", + "# if 'description' in attributes:\n", + "# descriptions.append({'node_id': node_id, 'description': attributes['description'], 'layer_uuid': attributes['layer_uuid'], 'layer_decomposition_uuid': attributes['layer_decomposition_uuid']})\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fee432d0-75de-43b2-9a3b-3b8844a2cf19", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 306, "id": "c214724e-4bb3-4b75-b104-77ac98348394", "metadata": {}, "outputs": [ @@ -1559,11 +1572,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'node_id': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 58fc3b86-be82-4d50-9578-2b157924ef23', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs'}\n", - "{'node_id': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - e7929623-23e0-4b43-80b6-52fdbf4ce154', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability'}\n", - "{'node_id': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 48191bec-b329-460e-8de3-7957ffa9909c\", 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\"}\n", - "{'node_id': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains'}\n", - "{'node_id': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022 - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', 'description': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022'}\n" + "{'node_id': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 58fc3b86-be82-4d50-9578-2b157924ef23', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "{'node_id': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - e7929623-23e0-4b43-80b6-52fdbf4ce154', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "{'node_id': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 48191bec-b329-460e-8de3-7957ffa9909c\", 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\", 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "{'node_id': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "{'node_id': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022 - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', 'description': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n" ] } ], @@ -1572,7 +1585,7 @@ " descriptions = []\n", " for node_id, attributes in data:\n", " if 'description' in attributes:\n", - " descriptions.append({'node_id': node_id, 'description': attributes['description']})\n", + " descriptions.append({'node_id': node_id, 'description': attributes['description'], 'layer_uuid': attributes['layer_uuid'], 'layer_decomposition_uuid': attributes['layer_decomposition_uuid']})\n", " return descriptions\n", "\n", "# Extract the node descriptions\n", @@ -1598,7 +1611,8 @@ "metadata": {}, "outputs": [], "source": [ - "## Idea here is to pass descriptions to the vectorstore and embed them, then do a semantic search for each description to other one and retrieve only those between layers that have a connection" + "## Idea here is to pass descriptions to the vectorstore and embed them, then do a semantic search for each description to other one and retrieve only those between layers that have a connection\n", + "## We load each layer as a qdrant collection and then search the terms in other collection to establish links between layers, after that is done, we save the relevant IDs and create connections in the graph" ] }, { @@ -1635,7 +1649,7 @@ "metadata": {}, "outputs": [], "source": [ - "embedding = get_embedding(\"Example text to encode\")" + "# embedding = get_embedding(\"Example text to encode\")" ] }, { @@ -1645,20 +1659,12 @@ "metadata": {}, "outputs": [], "source": [ - "some_embeddings = []\n", - "some_text = [\"bla\", \"blwea\"]\n", - "for st in some_text:\n", - " some_embeddings.append(get_embedding(st))" + "# some_embeddings = []\n", + "# some_text = [\"bla\", \"blwea\"]\n", + "# for st in some_text:\n", + "# some_embeddings.append(get_embedding(st))" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "f141ef51-40f4-4437-b3f7-8d0bf3f9f4b2", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 40, @@ -1691,13 +1697,13 @@ }, { "cell_type": "code", - "execution_count": 56, - "id": "313a893d-31b5-4599-8f6f-2a2cd0759fa0", + "execution_count": null, + "id": "92c76fe6-bdbb-40d6-b136-3b83b1d85b32", "metadata": {}, "outputs": [], "source": [ - "collection_name = 'Articles'\n", "\n", + "unique_layer_uuids = set(node['layer_decomposition_uuid'] for node in node_descriptions)\n", "# Create a new collection in Qdrant\n", "def create_collection(collection_name):\n", " qdrant.recreate_collection(\n", @@ -1709,21 +1715,156 @@ " )\n", " }\n", " )\n", + "for layer in unique_layer_uuids:\n", + " create_collection(layer)" + ] + }, + { + "cell_type": "code", + "execution_count": 311, + "id": "3c53de05-65d2-4232-bb23-f1b50fbd36c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'node_id': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 58fc3b86-be82-4d50-9578-2b157924ef23', 'description': 'In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n", + "{'node_id': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - e7929623-23e0-4b43-80b6-52fdbf4ce154', 'description': 'Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n", + "{'node_id': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 48191bec-b329-460e-8de3-7957ffa9909c\", 'description': \"Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\", 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n", + "{'node_id': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 0915d7f3-9a6d-4461-af9d-d222079dd52d', 'description': 'Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n", + "{'node_id': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022 - 08b965ee-470a-4133-979b-0003edef15d0 - 97597864-a11a-4058-b854-8f21864c7e06 - 41a19992-d932-47c3-b1dc-41c4e673ab43', 'description': 'The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022', 'layer_uuid': '08b965ee-470a-4133-979b-0003edef15d0', 'layer_decomposition_uuid': '97597864-a11a-4058-b854-8f21864c7e06'}\n", + "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n" + ] + } + ], + "source": [ + "for item in node_descriptions[:5]: # Adjust the slice as needed for display\n", + " print(item)\n", + " print(item['description'])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "313a893d-31b5-4599-8f6f-2a2cd0759fa0", + "metadata": {}, + "outputs": [], + "source": [ + "# collection_name = 'Articles'\n", + "\n", + "# # Create a new collection in Qdrant\n", + "# def create_collection(collection_name):\n", + "# qdrant.recreate_collection(\n", + "# collection_name=collection_name,\n", + "# vectors_config={\n", + "# 'content': rest.VectorParams(\n", + "# distance=rest.Distance.COSINE,\n", + "# size=3072,\n", + "# )\n", + "# }\n", + "# )\n", "\n", "# Function to upload embeddings to Qdrant\n", + "# def upload_embedding(id, metadata, some_embeddings, collection_name):\n", + "# qdrant.upload_points(\n", + "# collection_name=collection_name,\n", + "# points=[\n", + "# models.PointStruct(\n", + "# id=idx, vector={\"content\":doc}, payload=metadata\n", + "# )\n", + "# for idx, doc in enumerate(some_embeddings)\n", + "# ],\n", + "# )\n", + "\n", + "# # Example usage\n", + "# upload_embedding(1, (\"meta\":1}, some_embeddings, collection_name)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1aed2283-f889-42d2-bbc2-05341a145583", + "metadata": {}, + "outputs": [], + "source": [ "def upload_embedding(id, metadata, some_embeddings, collection_name):\n", " qdrant.upload_points(\n", " collection_name=collection_name,\n", - " points=[\n", + " points=\n", " models.PointStruct(\n", - " id=idx, vector={\"content\":doc}, payload=metadata\n", + " id=id, vector={\"content\":some_embeddings}, payload=metadata\n", " )\n", - " for idx, doc in enumerate(some_embeddings)\n", - " ],\n", - " )\n", + " \n", + " ,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "302dc698-2c14-4408-81d7-76282524dba3", + "metadata": {}, + "outputs": [], + "source": [ + "for item in node_descriptions[:5]: \n", + " upload_embedding(id = item['node_id'], metadata = {\"meta\":item['description']}, some_embeddings = get_embedding(item['description']), collection_name= item['layer_decomposition_uuid'])" + ] + }, + { + "cell_type": "code", + "execution_count": 312, + "id": "e48f1104-829d-4150-82f6-e42cc53c8e8c", + "metadata": {}, + "outputs": [], + "source": [ + "grouped_data = {}\n", "\n", - "# Example usage\n", - "upload_embedding(1, (\"meta\":1}, some_embeddings)" + "# Iterate through each dictionary in the list\n", + "for item in node_descriptions:\n", + " # Get the layer_decomposition_uuid of the current dictionary\n", + " uuid = item['layer_decomposition_uuid']\n", + " \n", + " # Check if this uuid is already a key in the grouped_data dictionary\n", + " if uuid not in grouped_data:\n", + " # If not, initialize a new list for this uuid\n", + " grouped_data[uuid] = []\n", + " \n", + " # Append the current dictionary to the list corresponding to its uuid\n", + " grouped_data[uuid].append(item)" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "id": "a507c77e-9190-4a71-8321-ccc081121534", + "metadata": {}, + "outputs": [], + "source": [ + "# grouped_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95cfd736-f2c1-40d3-920c-ebc14c230f21", + "metadata": {}, + "outputs": [], + "source": [ + "def qdrant_search (collection_name, embedding):\n", + " hits = qdrant.search(\n", + " collection_name=\"Articles\",\n", + " query_vector=(\n", + " \"content\", get_embedding(embedding)\n", + " ),\n", + " limit=3,\n", + ")\n", + " return hits\n", + " " ] }, { @@ -1742,27 +1883,1827 @@ } ], "source": [ - "hits = qdrant.search(\n", - " collection_name=\"Articles\",\n", - " query_vector=(\n", - " \"content\", get_embedding(\"bla\")\n", - " ),\n", - " limit=3,\n", - ")\n", - "for hit in hits:\n", - " print(hit.payload, \"score:\", hit.score)" + "# hits = qdrant.search(\n", + "# collection_name=\"Articles\",\n", + "# query_vector=(\n", + "# \"content\", get_embedding(\"bla\")\n", + "# ),\n", + "# limit=3,\n", + "# )\n", + "# for hit in hits:\n", + "# print(hit.payload, \"score:\", hit.score)" ] }, { "cell_type": "code", - "execution_count": 47, - "id": "97302500-241e-41b3-9355-4523bcb4d01b", + "execution_count": 316, + "id": "91fcac9b-04ec-4238-800d-f291c8e7c13b", "metadata": {}, "outputs": [], "source": [ - "f" + "unique_layer_uuids = set(node['layer_decomposition_uuid'] for node in node_descriptions)\n", + " " ] }, + { + "cell_type": "code", + "execution_count": 323, + "id": "a23a7517-64f2-4d9f-8cc0-f6dfdd0fe3c1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s 97597864-a11a-4058-b854-8f21864c7e06\n", + "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n", + "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n", + "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n", + "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n", + "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n", + "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n", + "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n", + "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n", + "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n", + "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n", + "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n", + "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n", + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b\n", + "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n", + "Dogs serve as an outlet for emotions and social engagement for Britons\n", + "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n", + "Despite societal changes, the passion for animals in the UK has been consistent\n", + "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n", + "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n", + "The number of dog attacks in England and Wales saw a significant rise\n", + "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n", + "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n", + "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n", + "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n", + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "Britons have a significant and emotional connection with animals, particularly dogs.\n", + "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n", + "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n", + "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n", + "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n", + "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n", + "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n", + "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n", + "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n", + "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n", + "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n", + "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n", + "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n", + "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n", + "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n", + "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n", + "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n", + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s e81660f7-b9a2-4266-a468-404a49b05888\n", + "Britons have a significant and emotional connection with animals, particularly dogs.\n", + "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n", + "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n", + "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n", + "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n", + "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "this uuid is relevant for search %s 48c1a502-48b1-4240-87ac-6558d41e1b6f\n", + "Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully\n", + "An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster\n", + "Doncaster, the location where Izzy was attacked and killed by an XL bully\n", + "Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\n", + "Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars\n", + "Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries\n", + "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies\n", + "XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control\n", + "An 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%s 97597864-a11a-4058-b854-8f21864c7e06\n", + "this uuid is relevant for search %s 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b\n", + "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n", + "Dogs serve as an outlet for emotions and social engagement for Britons\n", + "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n", + "Despite societal changes, the passion for animals in the UK has been consistent\n", + "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n", + "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n", + "The number of dog attacks in England and Wales saw a significant rise\n", + "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n", + "Consumer spending on pets in the UK has increased, extending to 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rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s 97597864-a11a-4058-b854-8f21864c7e06\n", + "this uuid is relevant for search %s 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orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n", + "Dogs serve as an outlet for emotions and social engagement for Britons\n", + "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n", + "Despite societal changes, the passion for animals in the UK has been consistent\n", + "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n", + "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n", + "The number of dog attacks in England and Wales saw a significant rise\n", + "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n", + "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n", + "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n", + "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s e81660f7-b9a2-4266-a468-404a49b05888\n", + "Britons have a significant and emotional connection with animals, particularly dogs.\n", + "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n", + "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n", + "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n", + "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n", + "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s 48c1a502-48b1-4240-87ac-6558d41e1b6f\n", + "Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully\n", + "An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster\n", + "Doncaster, the location where Izzy was attacked and killed by an XL bully\n", + "Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\n", + "Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars\n", + "Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries\n", + "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies\n", + "XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control\n", + "An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s 4ef6847a-7036-4861-8df6-a209c53038ca\n", + "Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.\n", + "Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.\n", + "Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.\n", + "XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.\n", + "Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.\n", + "Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.\n", + "Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s 7b147696-3654-4e4c-b177-da5a1b44a2c0\n", + "Lee Parkin, a 50-year-old man and owner of the dog Izzy.\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.\n", + "Attack by an XL bully on Izzy resulting in her death.\n", + "Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.\n", + "Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.\n", + "Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.\n", + "The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.\n", + "Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s 27a76d52-5b5e-4e8e-8726-29be55c8b2f1\n", + "Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully\n", + "An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster\n", + "Doncaster, the location where Izzy was attacked and killed by an XL bully\n", + "Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\n", + "Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars\n", + "Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries\n", + "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies\n", + "XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control\n", + "An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s c306c248-bbab-44a9-9ae2-448f992e415c\n", + "Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.\n", + "Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.\n", + "Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.\n", + "XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.\n", + "Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.\n", + "Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.\n", + "Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.\n", + "this id is orig %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "this uuid is relevant for search %s dbcbc6c6-db82-48f3-8fa9-e3d372ff3483\n", + "Lee Parkin, a 50-year-old man and owner of the dog Izzy.\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.\n", + "Attack by an XL bully on Izzy resulting in her death.\n", + "Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.\n", + "Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.\n", + "Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.\n", + "The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.\n", + "Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 97597864-a11a-4058-b854-8f21864c7e06\n", + "In British culture, keeping pets is an integral way of life and an outlet for emotions, with a particular fondness for dogs\n", + "Dogs serve as an acceptable outlet for typically controlled British emotions, facilitating affection and sociability\n", + "Public spaces in the UK are accommodating of dogs, with signs such as 'Dogs welcome, people tolerated' and treats offered in establishments\n", + "Dogs act as social catalysts, making it more acceptable to converse with strangers in parks rather than more formal settings like trains\n", + "The COVID-19 pandemic caused a surge in pet ownership in the UK, with the dog population rising from 9 million to 13 million between 2019 and 2022\n", + "England and Wales saw a significant increase in dog attacks between 2018 and 2022, aligning with a rise in the number of dogs and changes in ownership dynamics\n", + "There is a concerning trend of treating living beings, particularly popular 'designer' dog breeds, as commodities rather than sentient beings\n", + "The cultural shift in Britain towards treating pets as substitutes for children, favoring aesthetics over the animal's natural function and well-being\n", + "Consumerism in pet care is escalating in the UK with a significant increase in unnecessary spending on pets, including trends and luxury items\n", + "Pets are often indulged with unnecessary treats and services that do not align with their genuine needs or desires, indicative of human emotional solace through consumption\n", + "Modern lifestyles with busy schedules are causing dogs to live monotonous lives, leading to behavioral problems that are often placated by trivial indulgences\n", + "Proper pet care advocates for prioritizing pets' quality of life and well-being over anthropomorphic indulgences and misguided expressions of affection\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 92ae1b09-3dfb-4e0b-920d-83341d1d8c7b\n", + "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n", + "Dogs serve as an outlet for emotions and social engagement for Britons\n", + "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n", + "Despite societal changes, the passion for animals in the UK has been consistent\n", + "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n", + "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n", + "The number of dog attacks in England and Wales saw a significant rise\n", + "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n", + "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n", + "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n", + "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s b40f5ed5-45cf-43f5-902c-d4928743f8fd\n", + "Britons have a significant and emotional connection with animals, particularly dogs.\n", + "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n", + "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n", + "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n", + "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n", + "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s f3b1dd35-0640-40a0-a664-fb037aeb43c7\n", + "Kate Fox, an anthropologist who described Britons' affection towards pets as a way of life in her book 'Watching the English'\n", + "Dogs serve as an outlet for emotions and social engagement for Britons\n", + "In the UK, dogs are accepted and encouraged in various public spaces like transport, pubs, and shops\n", + "Despite societal changes, the passion for animals in the UK has been consistent\n", + "The COVID-19 pandemic led to a surge in pet ownership, increasing the number of dogs in the UK\n", + "'A dog is for life, not just for Christmas' is a slogan by Dogs Trust charity to advocate responsible pet ownership\n", + "The number of dog attacks in England and Wales saw a significant rise\n", + "Certain dog breeds are increasingly perceived as commodities, particularly 'designer' breeds\n", + "Consumer spending on pets in the UK has increased, extending to non-essential items and services\n", + "Many dogs experience lack of socialization and extended periods of isolation due to modern human schedules\n", + "Ensuring the well-being of pets should be a priority, demanding sacrifices and quality care from the owners\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s e81660f7-b9a2-4266-a468-404a49b05888\n", + "Britons have a significant and emotional connection with animals, particularly dogs.\n", + "Kate Fox, an anthropologist who wrote about the English way of life with pets.\n", + "Number of pet dogs in the UK increased from about nine million to 13 million between 2019 and 2022.\n", + "In the UK, dogs are often encouraged to accompany their owners in public places such as pubs and shops.\n", + "The number of dog attacks recorded by police in England and Wales rose by more than a third between 2018 and 2022.\n", + "Pets, particularly dogs, are increasingly being treated as commodities rather than sentient beings.\n", + "Popularity of designer breeds like French bulldogs and pugs, which often suffer due to their physical features.\n", + "Controversial American XL bully dogs are sought after as a signifier of masculinity.\n", + "Pets are increasingly being treated as substitutes for children, altering the traditional British perspective of valuing dogs for their natural qualities.\n", + "Spending on pets in the UK has more than doubled in the past decade, reaching nearly £10bn in the previous year.\n", + "Rise in dog-friendly establishments like restaurants, theaters, and even churches, catering to dog owners more than the dogs themselves.\n", + "Many dogs suffer from daily deprivation and lack engagement due to their owner's busy schedules.\n", + "Behavioral issues in dogs often stem from insufficient exercise, supervision, and consistent routines.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 48c1a502-48b1-4240-87ac-6558d41e1b6f\n", + "Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully\n", + "An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster\n", + "Doncaster, the location where Izzy was attacked and killed by an XL bully\n", + "Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\n", + "Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars\n", + "Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries\n", + "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies\n", + "XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control\n", + "An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 4ef6847a-7036-4861-8df6-a209c53038ca\n", + "Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.\n", + "Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.\n", + "Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.\n", + "XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.\n", + "Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.\n", + "Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.\n", + "Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 7b147696-3654-4e4c-b177-da5a1b44a2c0\n", + "Lee Parkin, a 50-year-old man and owner of the dog Izzy.\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.\n", + "Attack by an XL bully on Izzy resulting in her death.\n", + "Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.\n", + "Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.\n", + "Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.\n", + "The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.\n", + "Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s 27a76d52-5b5e-4e8e-8726-29be55c8b2f1\n", + "Lee Parkin, 50, owner of the late terrier-spaniel cross Izzy, suffers from PTSD\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin, killed by an XL bully\n", + "An XL bully attacked and killed Izzy during a walk with Lee Parkin in Doncaster\n", + "Doncaster, the location where Izzy was attacked and killed by an XL bully\n", + "Naevia, Marie Hay's Siberian husky, survived an attack by two XL bullies with life-changing injuries\n", + "Marie Hay, owner of Naevia, who survived an XL bully attack with mental and physical scars\n", + "Two XL bullies attacked Naevia on a beach in Redcar, causing severe injuries\n", + "Redcar Beach on the North Yorkshire coast, where Naevia was attacked by two XL bullies\n", + "XL bully, a breed involved in attacks on Izzy and Naevia, seen as dangerously out of control\n", + "An incoming ban on XL bullies supported by Lee Parkin and Marie Hay but with reservations on its effectiveness\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s c306c248-bbab-44a9-9ae2-448f992e415c\n", + "Lee Parkin - 50-year-old dog owner, suffers from post-traumatic stress disorder after his dog was killed.\n", + "Izzy - Terrier-spaniel cross, pet dog owned by Lee Parkin for nearly 10 years, killed in dog attack.\n", + "Doncaster - The location near where Lee Parkin was walking his dog Izzy when she was attacked.\n", + "XL Bully - Breed of dog that attacked and killed Izzy, described as dangerously out of control.\n", + "Marie Hay - Dog owner whose Siberian Husky, Naevia, survived an attack but suffered life-changing injuries.\n", + "Naevia - Siberian Husky owned by Marie Hay, survived a savage attack by two XL Bullies.\n", + "Redcar Beach on the North Yorkshire coast - The location where Naevia was attacked by two XL Bullies.\n", + "this id is orig %s 771e3cc9-fb2f-422e-a8f8-e067d6b44e34\n", + "this uuid is relevant for search %s dbcbc6c6-db82-48f3-8fa9-e3d372ff3483\n", + "Lee Parkin, a 50-year-old man and owner of the dog Izzy.\n", + "Izzy, a terrier-spaniel cross owned by Lee Parkin for nearly 10 years.\n", + "Attack by an XL bully on Izzy resulting in her death.\n", + "Lee Parkin was diagnosed with post-traumatic stress disorder after the attack.\n", + "Marie Hay, owner of seven-year-old Siberian husky Naevia, also victim of an XL bully attack.\n", + "Naevia, a seven-year-old Siberian husky owned by Marie Hay, survived an attack by two XL bullies with life-changing injuries.\n", + "The incoming ban on XL bullies that both Lee Parkin and Marie Hay support.\n", + "Anxiety and fear faced by Lee Parkin and Marie Hay when walking dogs post-attack.\n" + ] + } + ], + "source": [ + "relationship_dict={}\n", + "for id in unique_layer_uuids:\n", + " if id not in relationship_dict:\n", + " relationship_dict[id] = []\n", + "\n", + " for uuid, items in grouped_data.items():\n", + " if uuid != id:\n", + " print(\"this id is orig %s\", id)\n", + " print(\"this uuid is relevant for search %s\", uuid)\n", + " for item in items:\n", + " result = qdrant_search(uuid, item['description'])\n", + "\n", + " for result in results:\n", + " if result.score > 0.9: # Only consider hits with a score greater than 0.9\n", + " # Append result information to the relationship_dict under the current id\n", + " relationship_dict[id].append({\n", + " 'collection_name_uuid': uuid, # The uuid used for the search\n", + " 'searched_node_id': item['node_id'], # The node_id of the hit\n", + " 'score': result.score,\n", + " 'score_metadata': result.payload\n", + " 'score_id': result.id\n", + " })\n", + " \n", + " \n", + " print(item['description'])\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "id": "97302500-241e-41b3-9355-4523bcb4d01b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'27a76d52-5b5e-4e8e-8726-29be55c8b2f1',\n", + " '48c1a502-48b1-4240-87ac-6558d41e1b6f',\n", + " '4ef6847a-7036-4861-8df6-a209c53038ca',\n", + " '771e3cc9-fb2f-422e-a8f8-e067d6b44e34',\n", + " '7b147696-3654-4e4c-b177-da5a1b44a2c0',\n", + " '92ae1b09-3dfb-4e0b-920d-83341d1d8c7b',\n", + " '97597864-a11a-4058-b854-8f21864c7e06',\n", + " 'b40f5ed5-45cf-43f5-902c-d4928743f8fd',\n", + " 'c306c248-bbab-44a9-9ae2-448f992e415c',\n", + " 'dbcbc6c6-db82-48f3-8fa9-e3d372ff3483',\n", + " 'e81660f7-b9a2-4266-a468-404a49b05888',\n", + " 'f3b1dd35-0640-40a0-a664-fb037aeb43c7'}" + ] + }, + "execution_count": 317, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def connect_nodes_in_graph(graph, relationship_dict):\n", + " \"\"\"\n", + " For each relationship in relationship_dict, check if both nodes exist in the graph.\n", + " If they do, create a connection (edge) between them.\n", + "\n", + " :param graph: A NetworkX graph object\n", + " :param relationship_dict: A dictionary containing relationships between nodes\n", + " \"\"\"\n", + " for id, relationships in relationship_dict.items():\n", + " for relationship in relationships:\n", + " searched_node_id = relationship['searched_node_id']\n", + " score_id = relationship['score_id']\n", + " score = relationship['score']\n", + "\n", + " # Check if both nodes exist in the graph\n", + " if graph.has_node(searched_node_id) and graph.has_node(score_id):\n", + " # If both nodes exist, create an edge between them\n", + " # You can customize the edge attributes as needed, here we use 'score' as an attribute\n", + " graph.add_edge(searched_node_id, score_id, weight=score, score_metadata=relationship.get('score_metadata'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50b67330-db2f-45ab-86a9-7170564c56de", + "metadata": {}, + "outputs": [], + "source": [ + "## SEARCH \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36354c1f-17c3-419a-9c71-4618d2bde8ed", + "metadata": {}, + "outputs": [], + "source": [ + "search_term = 'what kind of dog is the most dangerous one?'\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8cfe6574-e079-495b-b820-1b361d62c25d", + "metadata": {}, + "outputs": [], + "source": [ + "def classify_input(input) -> CognitiveCategory:\n", + " \"\"\"Classify input\"\"\"\n", + " model = \"gpt-4-1106-preview\"\n", + " user_prompt = f\"Use the given format to extract information from the following input: {input}.\"\n", + "\n", + "\n", + " out = aclient.chat.completions.create(\n", + " model=model,\n", + " messages=[\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": user_prompt,\n", + " },\n", + " {\n", + " \"role\": \"system\",\n", + " \"content\": system_prompt,\n", + " },\n", + " \n", + " {\n", + " \"role\": \"system\",\n", + " \"content\": \"Make sure both values are returned. Incomplete results will result in termination\",\n", + " },\n", + " ],\n", + " response_model=CognitiveCategory,\n", + " )\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17d27c7b-5a6d-4ef4-b785-76f5c239afc1", + "metadata": {}, + "outputs": [], + "source": [ + "relevant_categories = c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eebe4f53-c6ba-466a-8ba2-adee16fb6e21", + "metadata": {}, + "outputs": [], + "source": [ + "def get_nodes_with_high_weight_edges(graph, weight_threshold=0.9):\n", + " \"\"\"\n", + " Fetch nodes in the graph that are connected by edges with a weight higher than the specified threshold.\n", + "\n", + " :param graph: A NetworkX graph object.\n", + " :param weight_threshold: The minimum weight threshold for edges to consider (default is 0.9).\n", + " :return: A set of nodes that are connected by edges with weight greater than the specified threshold.\n", + " \"\"\"\n", + " nodes_set = set()\n", + "\n", + " # Iterate over all edges in the graph\n", + " for u, v, data in graph.edges(data=True):\n", + " # Check if the edge weight is greater than the threshold\n", + " if data.get('weight', 0) > weight_threshold:\n", + " # If so, add both nodes connected by this edge to the set\n", + " nodes_set.add(u)\n", + " nodes_set.add(v)\n", + "\n", + " return nodes_set" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cca2637a-eace-4763-ada4-0ce925afd7ce", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 213,